[go: up one dir, main page]
More Web Proxy on the site http://driver.im/

WO2024088413A1 - Interturn fault identification method and apparatus, and electronic device and medium - Google Patents

Interturn fault identification method and apparatus, and electronic device and medium Download PDF

Info

Publication number
WO2024088413A1
WO2024088413A1 PCT/CN2023/127328 CN2023127328W WO2024088413A1 WO 2024088413 A1 WO2024088413 A1 WO 2024088413A1 CN 2023127328 W CN2023127328 W CN 2023127328W WO 2024088413 A1 WO2024088413 A1 WO 2024088413A1
Authority
WO
WIPO (PCT)
Prior art keywords
turn
impedance spectrum
generator
fault
inter
Prior art date
Application number
PCT/CN2023/127328
Other languages
French (fr)
Chinese (zh)
Inventor
吕尚霖
侯中峰
王栩
刘瞻
南江
王家驹
杨博
张华东
Original Assignee
西安热工研究院有限公司
华能莱芜发电有限公司
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by 西安热工研究院有限公司, 华能莱芜发电有限公司 filed Critical 西安热工研究院有限公司
Publication of WO2024088413A1 publication Critical patent/WO2024088413A1/en

Links

Classifications

    • GPHYSICS
    • G01MEASURING; TESTING
    • G01RMEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R27/00Arrangements for measuring resistance, reactance, impedance, or electric characteristics derived therefrom
    • G01R27/02Measuring real or complex resistance, reactance, impedance, or other two-pole characteristics derived therefrom, e.g. time constant
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01RMEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R31/00Arrangements for testing electric properties; Arrangements for locating electric faults; Arrangements for electrical testing characterised by what is being tested not provided for elsewhere
    • G01R31/34Testing dynamo-electric machines
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/24Classification techniques
    • G06F18/243Classification techniques relating to the number of classes
    • G06F18/2433Single-class perspective, e.g. one-against-all classification; Novelty detection; Outlier detection

Definitions

  • the present disclosure relates to the field of data processing, and in particular to a turn-to-turn fault identification method and device, electronic equipment, a readable storage medium, a computer program product, and a computer program.
  • the inter-turn short circuit of the generator can be monitored by online monitoring and/or offline diagnosis methods, among which the online monitoring method is greatly affected by the operating conditions of the generator set and has low sensitivity. Accordingly, the offline diagnosis method has certain requirements on the implementation environment and cannot realize real-time monitoring of inter-turn short circuit.
  • the purpose of the embodiments of the present disclosure is to solve one of the technical problems in the above-mentioned technology at least to a certain extent.
  • An embodiment of the first aspect of the present disclosure provides a turn-to-turn fault identification method, comprising: obtaining a normal turn-to-turn impedance spectrum of a reference generator in a normal turn-to-turn state, and a fault turn-to-turn impedance spectrum in an abnormal turn-to-turn state; obtaining a reference turn-to-turn impedance spectrum based on the normal turn-to-turn impedance spectrum and the fault turn-to-turn impedance spectrum; obtaining an operating turn-to-turn impedance spectrum of a target generator, and obtaining turn-to-turn fault information of the target generator based on the operating turn-to-turn impedance spectrum and the reference turn-to-turn impedance spectrum.
  • the first aspect of the present disclosure provides a method for identifying turn-to-turn faults, which also has the following technical features, including:
  • the obtaining of a normal turn-to-turn impedance spectrum of a reference generator in a normal turn-to-turn state and a fault turn-to-turn impedance spectrum in an abnormal turn-to-turn state includes: obtaining a normal impedance signal of the reference generator in the normal turn-to-turn state to generate the normal turn-to-turn impedance spectrum of the reference generator in the normal turn-to-turn state; obtaining a winding fault position of the reference generator in the abnormal turn-to-turn state, and obtaining a fault impedance signal of the reference generator based on the winding fault position to generate the fault turn-to-turn impedance spectrum of the reference generator in the abnormal turn-to-turn state.
  • the obtaining of the operating turn-to-turn impedance spectrum of the target generator and obtaining the turn-to-turn fault information of the target generator based on the operating turn-to-turn impedance spectrum and the reference turn-to-turn impedance spectrum include: monitoring the operation process of the target generator to obtain the operating turn-to-turn impedance spectrum of the target generator; identifying whether the operating turn-to-turn impedance spectrum is abnormal based on the reference turn-to-turn impedance spectrum; in response to identifying the presence of an abnormality in the operating turn-to-turn impedance spectrum, identifying fault impedance information in the operating turn-to-turn impedance spectrum, and obtaining the turn-to-turn fault information of the target generator based on the fault impedance information.
  • the method before obtaining the normal turn-to-turn impedance spectrum of the reference generator in a normal turn-to-turn state and the fault turn-to-turn impedance spectrum in an abnormal turn-to-turn state, includes: obtaining a first unbalanced current effective value of the reference generator, and obtaining a reference sensitivity coefficient of the reference generator according to the first unbalanced current effective value; obtaining a second unbalanced current effective value of the target generator, and determining whether the turn-to-turn fault information of the target generator can be obtained based on the operating turn-to-turn impedance spectrum according to the second unbalanced current effective value and the reference sensitivity coefficient.
  • the obtaining of the second unbalanced current effective value of the target generator, and determining whether to obtain the turn-to-turn fault information of the target generator based on the operating turn-to-turn impedance spectrum according to the second unbalanced current effective value and the reference sensitivity coefficient includes: in response to determining that the turn-to-turn fault information of the target generator cannot be obtained based on the operating turn-to-turn impedance spectrum, obtaining an induced potential signal of the target generator and obtaining a signal analysis result of the induced potential signal; and obtaining the turn-to-turn fault information of the target generator according to the signal analysis result.
  • the method further includes: acquiring generator parameters of the target generator, and constructing a basic family model and a steel bar family model of the target generator based on the generator parameters; obtaining basic shape parameters and steel bar basic parameters of the target generator according to the generator parameters, and acquiring the reference generator based on the association between the basic shape parameters and the basic family model, and the association between the steel bar basic parameters and the steel bar family model.
  • the second aspect of the present disclosure provides a turn-to-turn fault identification device, including: an impedance spectrum generation module, used to obtain a normal turn-to-turn impedance spectrum of a reference generator in a normal turn-to-turn state, and a fault turn-to-turn impedance spectrum in an abnormal turn-to-turn state; and, based on the normal turn-to-turn impedance spectrum and the fault turn-to-turn impedance spectrum, obtain a reference turn-to-turn impedance spectrum; a fault identification module, used to obtain an operating turn-to-turn impedance spectrum of a target generator, and based on the operating turn-to-turn impedance spectrum and the reference turn-to-turn impedance spectrum, obtain turn-to-turn fault information of the target generator.
  • an impedance spectrum generation module used to obtain a normal turn-to-turn impedance spectrum of a reference generator in a normal turn-to-turn state, and a fault turn-to-turn impedance spectrum in an abnormal turn-to-turn
  • the second aspect of the present disclosure provides a turn-to-turn fault identification device, which also has the following technical features, including:
  • the device further includes: an analysis module, configured to analyze the normal turn-to-turn impedance spectrum and the fault turn-to-turn impedance spectrum to obtain a fault feature of the reference generator in the turn-to-turn abnormal state.
  • an analysis module configured to analyze the normal turn-to-turn impedance spectrum and the fault turn-to-turn impedance spectrum to obtain a fault feature of the reference generator in the turn-to-turn abnormal state.
  • the impedance spectrum generating module is further used to: obtain the normal impedance signal of the reference generator in the normal state between the turns, so as to generate the normal impedance signal of the reference generator in the normal state between the turns. obtaining a winding fault position of the reference generator in the inter-turn abnormal state, and obtaining a fault impedance signal of the reference generator based on the winding fault position to generate the fault turn-to-turn impedance spectrum of the reference generator in the inter-turn abnormal state.
  • the fault identification module is further used to: monitor the operation process of the target generator to obtain the operating inter-turn impedance spectrum of the target generator; identify whether there is an abnormality in the operating inter-turn impedance spectrum based on the reference inter-turn impedance spectrum; in response to identifying the presence of an abnormality in the operating inter-turn impedance spectrum, identify fault impedance information in the operating inter-turn impedance spectrum, and obtain the inter-turn fault information of the target generator based on the fault impedance information.
  • the device also includes a sensitivity coefficient calculation module, which is used to: obtain a first unbalanced current effective value of the reference generator, and obtain a reference sensitivity coefficient of the reference generator based on the first unbalanced current effective value; obtain a second unbalanced current effective value of the target generator, and determine whether the inter-turn fault information of the target generator can be obtained based on the operating inter-turn impedance spectrum according to the second unbalanced current effective value and the reference sensitivity coefficient.
  • a sensitivity coefficient calculation module which is used to: obtain a first unbalanced current effective value of the reference generator, and obtain a reference sensitivity coefficient of the reference generator based on the first unbalanced current effective value; obtain a second unbalanced current effective value of the target generator, and determine whether the inter-turn fault information of the target generator can be obtained based on the operating inter-turn impedance spectrum according to the second unbalanced current effective value and the reference sensitivity coefficient.
  • the device also includes a signal analysis module, which is used to: in response to determining that the inter-turn fault information of the target generator cannot be obtained based on the operating inter-turn impedance spectrum, obtain the induced potential signal of the target generator, and obtain a signal analysis result of the induced potential signal; and obtain the inter-turn fault information of the target generator based on the signal analysis result.
  • a signal analysis module which is used to: in response to determining that the inter-turn fault information of the target generator cannot be obtained based on the operating inter-turn impedance spectrum, obtain the induced potential signal of the target generator, and obtain a signal analysis result of the induced potential signal; and obtain the inter-turn fault information of the target generator based on the signal analysis result.
  • the device also includes: an information acquisition module, used to obtain the generator parameters of the target generator, and construct a basic family model and a steel family model of the target generator based on the generator parameters; a construction module, used to obtain the basic shape parameters and steel basic parameters of the target generator according to the generator parameters, and obtain the reference generator based on the association between the basic shape parameters and the basic family model, and the association between the steel basic parameters and the steel family model.
  • an information acquisition module used to obtain the generator parameters of the target generator, and construct a basic family model and a steel family model of the target generator based on the generator parameters
  • a construction module used to obtain the basic shape parameters and steel basic parameters of the target generator according to the generator parameters, and obtain the reference generator based on the association between the basic shape parameters and the basic family model, and the association between the steel basic parameters and the steel family model.
  • An embodiment of the third aspect of the present disclosure provides an electronic device, comprising: at least one processor; and a memory communicatively connected to the at least one processor; wherein the memory stores instructions executable by the at least one processor, and the instructions are executed by the at least one processor so that the at least one processor can execute the inter-turn fault identification method provided by the first aspect of the present disclosure.
  • the fourth aspect of the present disclosure provides a non-transitory computer-readable storage medium storing computer instructions, wherein the computer instructions are used to enable the computer to execute the inter-turn fault identification method provided by the first aspect of the present disclosure.
  • the fifth aspect of the present disclosure provides a computer program product.
  • an instruction processor in the computer program product is executed, the turn-to-turn fault identification method provided in the first aspect of the present disclosure is executed.
  • a sixth aspect of the present disclosure provides a computer program, wherein the computer program includes computer program code, and when the computer program code is run on a computer, the computer executes the first aspect of the present disclosure. The method described in the above embodiments.
  • the turn-to-turn fault identification method and device, electronic device, readable storage medium, computer program product and computer program provided in the embodiments of the present disclosure obtain the normal turn-to-turn impedance spectrum of the reference generator under the normal turn-to-turn state, and the fault turn-to-turn impedance spectrum under the abnormal turn-to-turn state, and then obtain the reference turn-to-turn impedance spectrum of the reference generator.
  • the turn-to-turn fault information of the target generator is obtained.
  • the turn-to-turn fault of the target generator is identified based on the operating turn-to-turn impedance spectrum of the target generator, the sensitivity of the turn-to-turn fault identification method is improved, the practicality and applicability of the turn-to-turn fault identification method are optimized, the real-time turn-to-turn fault identification of the target generator is realized, the efficiency of turn-to-turn fault identification is improved, and the performance and stability of the target generator are optimized.
  • FIG1 is a schematic flow chart of a method for identifying turn-to-turn faults according to an embodiment of the present disclosure
  • FIG2 is a schematic flow chart of a method for identifying turn-to-turn faults according to another embodiment of the present disclosure
  • FIG3 is a schematic flow chart of a method for identifying turn-to-turn faults according to another embodiment of the present disclosure
  • FIG4 is a schematic structural diagram of a turn-to-turn fault identification device according to an embodiment of the present disclosure.
  • FIG. 5 is a block diagram of an electronic device according to an embodiment of the present disclosure.
  • FIG1 is a schematic flow chart of a method for identifying turn-to-turn faults according to an embodiment of the present disclosure. As shown in FIG1 , the method includes steps S101 to S103 .
  • the impedance spectrum of the generator in normal operation and the impedance spectrum when a fault occurs can be obtained, and the fault of the generator that needs to be monitored can be identified.
  • a corresponding reference generator may be constructed based on the generator for which fault identification is required, and the impedance spectrum of the reference generator under different operating states may be obtained by simulating different operating states on the reference generator.
  • the reference generator in the normal turn-to-turn state may be monitored, and the impedance spectrum obtained by monitoring may be determined as the normal turn-to-turn impedance spectrum of the reference generator in the normal turn-to-turn state.
  • the reference generator in the abnormal turn-to-turn state can be monitored, and the impedance spectrum obtained by monitoring can be determined as the fault turn-to-turn impedance spectrum of the reference generator in the normal turn-to-turn state.
  • S102 Acquire a reference turn-to-turn impedance spectrum based on a normal turn-to-turn impedance spectrum and a fault turn-to-turn impedance spectrum.
  • the acquired normal turn-to-turn impedance spectrum and the fault turn-to-turn impedance spectrum can be analyzed, and the integration method of the normal turn-to-turn impedance spectrum and the fault turn-to-turn impedance spectrum can be determined according to the analysis results.
  • the normal inter-turn impedance spectrum and the faulty inter-turn impedance spectrum are integrated based on a determined integration method, and the impedance spectrum obtained after the integration is determined as a reference inter-turn impedance spectrum corresponding to the reference generator.
  • the reference inter-turn impedance spectrum includes a normal inter-turn impedance spectrum when the inter-turn state is normal, and a faulty inter-turn impedance spectrum when the inter-turn state is abnormal.
  • the generator that needs to perform turn-to-turn fault identification can be determined as the target generator, and the turn-to-turn impedance spectrum of the target generator can be obtained.
  • the obtained turn-to-turn impedance spectrum of the target generator can be determined as the operating turn-to-turn impedance spectrum of the target generator.
  • the obtained operating interturn impedance spectrum can be compared with the reference interturn impedance spectrum, and based on the comparison result, it is determined whether there is abnormal information in the operating interturn impedance spectrum, thereby determining whether an interturn fault occurs in the target generator.
  • the operating turn-to-turn impedance spectrum may be algorithmically processed based on a spectrum analysis algorithm in related technologies, and turn-to-turn fault information of the target generator may be obtained based on the result of the algorithm processing.
  • the turn-to-turn fault information of the target generator may include relevant parameter information of the abnormal winding of the target generator, such as the location information of the abnormal winding and the specific fault type, etc., which is not specifically limited here.
  • the turn-to-turn fault identification method proposed in the embodiment of the present disclosure obtains the normal turn-to-turn impedance spectrum of the reference generator in the normal turn-to-turn state and the fault turn-to-turn impedance spectrum in the abnormal turn-to-turn state, thereby obtaining the reference turn-to-turn impedance spectrum of the reference generator.
  • the reference turn-to-turn impedance spectrum of the target generator is used to obtain the turn-to-turn fault information of the target generator.
  • the turn-to-turn fault of the target generator is identified based on the operating turn-to-turn impedance spectrum of the target generator, the sensitivity of the turn-to-turn fault identification method is improved, the practicality and applicability of the turn-to-turn fault identification method are optimized, the real-time turn-to-turn fault identification of the target generator is achieved, the efficiency of turn-to-turn fault identification is improved, and the performance and stability of the target generator are optimized.
  • FIG. 2 is a flow chart of a turn-to-turn fault identification method according to another embodiment of the present disclosure. As shown in FIG. 2 , the method includes steps S201 to S204 .
  • the generator parameters of the target generator are obtained, and the basic family model and the reinforcement family model of the target generator are constructed based on the generator parameters.
  • relevant parameters of the generator may be acquired, and based on the acquired relevant parameters, a reference generator may be constructed by a modeling method in related technology.
  • the parameters of the generator may include electromagnetic torque of the generator, stator current of the generator, induced potential signal of the generator, rotor current of the generator, reactive power of the generator, active power of the generator and other related parameters.
  • the corresponding basic family model and reinforcement family model can be constructed based on the parameters of the generator.
  • basic shape parameters and reinforcement basic parameters of the target generator are obtained according to the generator parameters, and a reference generator is obtained based on the association between the basic shape parameters and the basic family model, and the association between the reinforcement basic parameters and the reinforcement family model.
  • the basic shape parameters of the generator that needs to be fault identified and related generator parameters such as the basic steel bar parameters can be obtained, and the obtained basic shape parameters can be associated with the constructed basic family model, and the obtained basic steel bar parameters can be associated with the steel bar family model, thereby realizing the construction of the basic model of the reference generator.
  • the acquired basic shape parameters may include basic parameters of the reference generator, basic ring parameters, protection layer parameters and other related shape parameters of the reference generator, which are not specifically limited here.
  • the basic steel bar parameters obtained may include basic steel bar parameters related to the reference generator's steel bar diameter parameters, steel bar quantity parameters, steel bar length parameters, spacing parameters between steel bars, and steel bar fixing parameters, which are not specifically limited here.
  • a basic type of traversal may be performed on a generator that requires turn-to-turn fault identification to obtain a steel bar primitive corresponding to the generator.
  • the obtained steel bar primitives are classified to obtain a steel bar tree structure corresponding to the generator.
  • the steel bar model can be constructed according to the obtained steel bar tree structure, so as to obtain the steel bar family model corresponding to the reference generator.
  • the steel bar model corresponding to each type of steel bar graphic element can be constructed respectively, and then the steel bar family model corresponding to the reference generator can be obtained.
  • adaptive point reinforcements under the corresponding type of reinforcement graphic element can be constructed according to the reinforcement tree structure corresponding to each type of reinforcement graphic element, and the endpoints and inflection points of the adaptive point reinforcements in the reinforcement tree structure corresponding to each type of reinforcement graphic element can be marked.
  • the steel bar tree structure corresponding to each type of steel bar graphic element is constructed respectively, and based on the total steel bar tree model corresponding to the reference generator, the steel bar tree structures corresponding to all types of steel bar graphic elements are combined to obtain the steel bar family model corresponding to the reference generator.
  • the following contents may be combined to better understand the association between the basic shape parameters and the basic family model and the association between the basic reinforcement parameters and the reinforcement family model:
  • the steel bar arrangement structure in the steel bar family model can be obtained, and the control points in the steel bar arrangement structure can be obtained.
  • the control points in the obtained steel bar arrangement structure can be associated with the obtained basic steel bar parameters.
  • the adaptive points under each type of steel bar element in the basic steel bar parameters can be obtained and associated with the control points in the steel bar family model, and the model parameters of the steel bar family model can be modified based on the basic steel bar parameters, thereby realizing the association between the basic steel bar parameters and the steel bar family model.
  • model parameters in the basic family model can be obtained and associated with the obtained basic shape parameters, and the model parameters of the basic family model can be adjusted based on the obtained basic shape parameters, thereby realizing the association between the basic shape parameters and the basic family model.
  • a generator model corresponding to the generator requiring turn-to-turn fault identification is obtained and determined as a reference generator.
  • a normal impedance signal of the reference generator in a normal turn-to-turn state may be acquired to generate a normal turn-to-turn impedance spectrum of the reference generator in a normal turn-to-turn state.
  • the current of the reference generator can be turned on when the reference generator is in a normal turn-to-turn state, and the turn-to-turn impedance signal of the reference generator can be monitored to obtain the turn-to-turn impedance signal of the reference generator in the normal turn-to-turn state, and the signal can be determined as the normal impedance signal of the reference generator.
  • the reference generator may be controlled to be at different frequencies, and a normal impedance signal of the reference generator at each of the different frequencies may be obtained.
  • normal impedance values of the reference generator at different frequencies are obtained according to the normal impedance signal, and an impedance spectrum of the reference generator in a normal turn-to-turn state is generated according to the obtained normal impedance values as the normal turn-to-turn impedance spectrum of the reference generator.
  • the winding fault position of the reference generator in the turn-to-turn abnormal state can be obtained, and the fault impedance signal of the reference generator based on the winding fault position can be obtained to generate the fault turn-to-turn impedance spectrum of the reference generator in the turn-to-turn abnormal state.
  • the current of the reference generator can be turned on when the reference generator is in an abnormal turn-to-turn state, and the turn-to-turn impedance signal of the reference generator can be monitored to obtain the turn-to-turn impedance signal of the reference generator in the abnormal turn-to-turn state, and the signal can be determined as the fault impedance signal of the reference generator.
  • the position of the winding fault of the reference generator may be set, wherein the set position of the winding fault of the reference generator may be determined as the winding fault position of the reference generator in the turn-to-turn abnormal state.
  • the reference winding fault position of the generator in the inter-turn abnormal state may include the fault position of one winding or the fault positions of multiple windings, which is not specifically limited here.
  • the reference generator can be controlled to be at different frequencies, thereby obtaining the fault impedance signal of the reference generator at different frequencies and different winding fault positions.
  • the location of the winding fault of the current reference generator is set to position A.
  • the reference generator can be controlled to be at different frequencies, so as to obtain the fault impedance signal of the reference generator at different frequencies in the scenario where the winding fault is at position A.
  • the winding fault position of the reference generator is changed to position B, and the fault impedance signals of the reference generator at different frequencies are obtained when the winding fault is at position B.
  • the fault impedance values of the reference generator at different frequencies are obtained in the scenario of all winding fault locations, and then the impedance spectrum of the reference generator in the abnormal interturn state is generated as the fault interturn impedance spectrum of the reference generator.
  • S202 monitoring the operation process of the target generator to obtain the operating turn-to-turn impedance spectrum of the target generator.
  • the operation process of the target generator can be monitored to obtain the impedance signal of the target generator during the operation process.
  • an impedance signal acquisition sensor may be provided at the impedance signal acquisition location corresponding to the target generator, and the impedance signal generated by the target generator during operation may be collected based on the sensor, thereby obtaining the impedance signal generated by the target generator during operation.
  • the impedance value of the target generator during operation is obtained from the impedance signal generated by the monitored target generator during operation, and the obtained impedance value of the target generator during operation is processed according to the spectrum generation algorithm in the relevant technology to generate the operating turn-to-turn impedance spectrum of the target generator.
  • S203 Identify whether there is an abnormality in the operating turn-to-turn impedance spectrum according to the reference turn-to-turn impedance spectrum.
  • the obtained operating turn-to-turn impedance spectrum of the target generator can be compared with the reference turn-to-turn impedance spectrum of the reference generator, and the operating turn-to-turn impedance spectrum and the reference turn-to-turn impedance spectrum can be algorithmically processed based on the impedance spectrum comparison analysis algorithm in the related art.
  • abnormal information in the operating turn-to-turn impedance spectrum is identified based on the result of algorithm processing.
  • the result of the algorithm processing indicates that there is relevant abnormal information in the running interturn impedance spectrum, it can be determined that there is an abnormality in the running interturn impedance spectrum. In this scenario, it can be determined that there is an abnormality in the current interturn state of the target generator.
  • the inter-turn state of the target generator corresponding to the operating inter-turn impedance spectrum is abnormal.
  • the turn-to-turn fault information of the target generator can be determined based on the specific information carried in the operating turn-to-turn impedance spectrum.
  • the operating inter-turn impedance spectrum may be compared with a reference inter-turn impedance spectrum, wherein the fault inter-turn impedance spectrum included in the reference inter-turn impedance spectrum carries relevant information about the winding fault location.
  • the fault impedance information in the operating turn-to-turn impedance spectrum can be compared with the impedance information corresponding to the winding fault position in the reference turn-to-turn impedance spectrum. Based on the comparison result, impedance information matching the fault impedance information is obtained from the impedance information corresponding to the winding fault position, and the winding fault position corresponding to the impedance information is determined as the winding fault position of the target generator indicated by the fault impedance information in the operating turn-to-turn impedance spectrum.
  • turn-to-turn fault information of the target generator is generated based on the acquired winding fault position and other related fault information of the target generator.
  • the turn-to-turn fault identification method proposed in the embodiment of the present disclosure obtains the normal turn-to-turn impedance spectrum of the reference generator in the normal turn-to-turn state and the fault turn-to-turn impedance spectrum in the abnormal turn-to-turn state, and then obtains the reference turn-to-turn impedance spectrum of the reference generator.
  • the anti-spectrum identifies whether there is an abnormality in the running inter-turn impedance spectrum, and when it is identified that there is an abnormality in the running inter-turn impedance spectrum, the fault impedance information in the running inter-turn impedance spectrum is obtained, and then the inter-turn fault information of the target generator is obtained.
  • the inter-turn fault of the target generator is identified based on the running inter-turn impedance spectrum of the target generator, the sensitivity of the inter-turn fault identification method is improved, the practicality and applicability of the inter-turn fault identification method are optimized, the real-time inter-turn fault identification of the target generator is realized, the efficiency of inter-turn fault identification is improved, and the performance and stability of the target generator are optimized.
  • Figure 3 is a flow chart of the inter-turn fault identification method of another embodiment of the present disclosure. As shown in Figure 3, the method includes steps S301 to S302.
  • normal parameters of the reference generator in a normal turn-to-turn state and abnormal parameters in an abnormal turn-to-turn state can be obtained, and based on the algorithm of the effective value of unbalanced current in the related technology, the obtained normal parameters and abnormal parameters of the reference generator are algorithmically processed, and based on the result of the algorithm processing, the effective value of the unbalanced current of the reference generator is obtained.
  • the unbalanced current effective value of the reference generator may be identified as the first unbalanced current effective value of the reference generator.
  • the winding fault position of a reference generator in an abnormal turn-to-turn state can be set, and the unbalanced current effective value of the reference generator when a fault occurs at different winding positions can be obtained, and the obtained part of the unbalanced current effective value can be determined as the first unbalanced current effective value of the reference generator.
  • the reference sensitivity coefficient of the reference generator can be obtained according to the first unbalanced current effective value corresponding to the reference generator when a fault occurs at different winding positions.
  • the first unbalanced current effective value corresponding to the reference generator when a fault occurs at different winding positions can be algorithmically processed, and the sensitivity coefficient of the reference generator can be obtained according to the result of the algorithm processing, and it is determined as the reference sensitivity coefficient of the reference generator.
  • normal parameters of the target generator in the normal turn-to-turn state and abnormal parameters in the abnormal turn-to-turn state can be obtained, and based on the algorithm of the effective value of unbalanced current in the related technology, the obtained normal parameters and abnormal parameters of the target generator are algorithmically processed, and based on the result of the algorithm processing, the effective value of the unbalanced current of the target generator is obtained.
  • the unbalanced current effective value of the target generator may be identified as the second unbalanced current effective value of the target generator.
  • a corresponding judgment standard may be set based on the second unbalanced current effective value and a reference sensitivity coefficient of a reference generator, and the second unbalanced current effective value and the reference sensitivity coefficient may be compared with the preset judgment standard.
  • the target generator can perform turn-to-turn fault identification through the reference turn-to-turn impedance spectrum and the operating turn-to-turn impedance spectrum.
  • the target generator cannot perform turn-to-turn fault identification through the reference turn-to-turn impedance spectrum and the operating turn-to-turn impedance spectrum.
  • other parameters of the target generator may be analyzed to identify turn-to-turn faults of the target generator, wherein, in response to determining that it is not possible to obtain turn-to-turn fault information of the target generator based on the operating turn-to-turn impedance spectrum, an induced potential signal of the target generator may be obtained, and a signal analysis result of the induced potential signal may be obtained.
  • the induced potential signal of the target generator may be acquired, and based on a signal analysis method in related art, the acquired induced potential signal may be analyzed and processed to obtain a signal analysis result.
  • turn-to-turn fault information of the target generator may be acquired based on the signal analysis result.
  • wavelet analysis and wavelet function analysis may be performed on the induced potential signal of the target generator, and the turn-to-turn fault of the target generator may be identified based on the signal analysis results obtained by the wavelet analysis and the wavelet function analysis.
  • the induced potential signal can be subjected to wavelet analysis and wavelet function analysis, and the high-frequency low part of the induced potential signal can be reconstructed to monitor whether there are singular points therein.
  • the winding fault position of the target generator in the turn-to-turn abnormal state is located, and then the turn-to-turn fault information of the target generator is obtained.
  • the turn-to-turn fault identification method proposed in the embodiment of the present disclosure obtains the first unbalanced current effective value of the reference generator, thereby obtaining the reference sensitivity coefficient of the reference generator. Accordingly, the second unbalanced current effective value of the target generator is obtained, and according to the second unbalanced current effective value and the reference sensitivity coefficient, it is determined whether the turn-to-turn fault information of the target generator can be obtained based on the running turn-to-turn impedance spectrum. In the embodiment of the present disclosure, based on the unbalanced current effective value The value and the reference sensitivity coefficient are used to judge whether the target generator can obtain the inter-turn fault information based on the running inter-turn impedance spectrum.
  • the inter-turn fault of the target generator is identified by analyzing the induced potential signal, which optimizes the practicality and applicability of the inter-turn fault identification method, improves the efficiency of inter-turn fault identification, and optimizes the performance and stability of the target generator.
  • an embodiment of the present disclosure also proposes an inter-turn fault identification device. Since the inter-turn fault identification device proposed in the embodiment of the present disclosure corresponds to the inter-turn fault identification methods proposed in the above-mentioned embodiments, the implementation method of the above-mentioned inter-turn fault identification method is also applicable to the inter-turn fault identification device proposed in the embodiment of the present disclosure, and will not be described in detail in the following embodiments.
  • FIG4 is a schematic diagram of the structure of a turn-to-turn fault identification device according to an embodiment of the present disclosure.
  • the turn-to-turn fault identification device 400 includes an impedance spectrum generation module 41, a fault identification module 42, a monitoring module 43, an analysis module 44, a sensitivity coefficient calculation module 45, a signal analysis module 46, a data acquisition module 47, a data correction module 48, an information acquisition module 49, a construction module 410, an output module 411 and a central control module 412, wherein:
  • the impedance spectrum generation module 41 is used to obtain the normal inter-turn impedance spectrum of the reference generator in the normal inter-turn state and the fault inter-turn impedance spectrum in the abnormal inter-turn state, and obtain the reference inter-turn impedance spectrum based on the normal inter-turn impedance spectrum and the fault inter-turn impedance spectrum.
  • the fault identification module 42 is used to obtain the operating inter-turn impedance spectrum of the target generator, and obtain the inter-turn fault information of the target generator based on the operating inter-turn impedance spectrum and the reference inter-turn impedance spectrum.
  • the turn-to-turn fault identification device 400 further includes a monitoring module 43 for monitoring the impedance signal generated in real time during the operation of the target generator, so that the fault identification module 42 can obtain the operating turn-to-turn impedance spectrum of the target generator.
  • the device further includes: an analysis module 44 for analyzing a normal turn-to-turn impedance spectrum and a fault turn-to-turn impedance spectrum to obtain a fault feature of a reference generator in an abnormal turn-to-turn state.
  • the normal inter-turn impedance spectrum and the faulty inter-turn impedance spectrum can be analyzed based on the analysis module 44 to obtain relevant fault characteristics of the reference generator in the inter-turn abnormal state, thereby realizing the inter-turn fault identification of the target generator.
  • the impedance spectrum generating module 41 is further used to: obtain a normal impedance signal of the reference generator in a normal turn-to-turn state to generate a normal turn-to-turn impedance spectrum of the reference generator in a normal turn-to-turn state; obtain a winding fault position of the reference generator in an abnormal turn-to-turn state, and obtain a fault impedance signal of the reference generator based on the winding fault position to generate a fault turn-to-turn impedance spectrum of the reference generator in an abnormal turn-to-turn state.
  • the fault identification module 42 is further used to monitor the operation process of the target generator to obtain the operating turn-to-turn impedance spectrum of the target generator. In response to identifying that the running inter-turn impedance spectrum is abnormal, fault impedance information in the running inter-turn impedance spectrum is identified, and inter-turn fault information of the target generator is acquired according to the fault impedance information.
  • the device further includes a sensitivity coefficient calculation module 45, which is used to: obtain a first unbalanced current effective value of the reference generator, and obtain a reference sensitivity coefficient of the reference generator according to the first unbalanced current effective value. Obtain a second unbalanced current effective value of the target generator, and determine whether the turn-to-turn fault information of the target generator can be obtained based on the running turn-to-turn impedance spectrum according to the second unbalanced current effective value and the reference sensitivity coefficient.
  • a sensitivity coefficient calculation module 45 which is used to: obtain a first unbalanced current effective value of the reference generator, and obtain a reference sensitivity coefficient of the reference generator according to the first unbalanced current effective value. Obtain a second unbalanced current effective value of the target generator, and determine whether the turn-to-turn fault information of the target generator can be obtained based on the running turn-to-turn impedance spectrum according to the second unbalanced current effective value and the reference sensitivity coefficient.
  • the device further includes a signal analysis module 46, which is used to: in response to determining that the inter-turn fault information of the target generator cannot be obtained based on the operating inter-turn impedance spectrum, obtain the induced potential signal of the target generator, and obtain the signal analysis result of the induced potential signal. According to the signal analysis result, the inter-turn fault information of the target generator is obtained.
  • a signal analysis module 46 which is used to: in response to determining that the inter-turn fault information of the target generator cannot be obtained based on the operating inter-turn impedance spectrum, obtain the induced potential signal of the target generator, and obtain the signal analysis result of the induced potential signal. According to the signal analysis result, the inter-turn fault information of the target generator is obtained.
  • the inter-turn fault identification device 400 also includes a data acquisition module 47 and a data correction module 48, wherein the corresponding parameters of the reference generator and/or the target generator in different states can be collected according to the data acquisition module 47.
  • the corresponding parameters of the reference generator and/or the target generator in different states collected by the data acquisition module 47 can also be corrected based on the data correction module 48.
  • the turn-to-turn fault identification device 400 also includes an information acquisition module 49 and a construction module 410, wherein the information acquisition module 49 is used to obtain the generator parameters of the target generator, and to construct a basic family model and a steel bar family model of the target generator based on the generator parameters; the construction module 410 is used to obtain the basic shape parameters and the basic steel bar parameters of the target generator according to the generator parameters, and to obtain a reference generator based on the association between the basic shape parameters and the basic family model, and the association between the basic steel bar parameters and the steel bar family model.
  • the information acquisition module 49 is used to obtain the generator parameters of the target generator, and to construct a basic family model and a steel bar family model of the target generator based on the generator parameters
  • the construction module 410 is used to obtain the basic shape parameters and the basic steel bar parameters of the target generator according to the generator parameters, and to obtain a reference generator based on the association between the basic shape parameters and the basic family model, and the association between the basic steel bar parameters and the steel bar family model.
  • the turn-to-turn fault identification device 400 further includes an output module 411 for outputting turn-to-turn fault information of the target generator obtained by performing turn-to-turn fault identification on the target generator.
  • the inter-turn fault identification device also includes a central control module 412, wherein the impedance spectrum generation module 41, the fault identification module 42, the monitoring module 43, the analysis module 44, the sensitivity coefficient calculation module 45, the signal analysis module 46, the data acquisition module 47, the data correction module 48, the information acquisition module 49, the construction module 410 and the output module 411 proposed in the embodiment of the present disclosure are all connected to the central control module 412.
  • the operation control of the impedance spectrum generation module 41, the fault identification module 42, the monitoring module 43, the analysis module 44, the sensitivity coefficient calculation module 45, the signal analysis module 46, the data acquisition module 47, the data correction module 48, the information acquisition module 49, the construction module 410 and the output module 411 is realized through the control unit in the central control module 412.
  • the turn-to-turn fault identification device proposed in the embodiment of the present disclosure obtains the normal turn-to-turn impedance spectrum of the reference generator in the normal turn-to-turn state and the fault turn-to-turn impedance spectrum in the abnormal turn-to-turn state, and then obtains the reference turn-to-turn impedance spectrum of the reference generator. In some embodiments, based on the obtained operating turn-to-turn impedance spectrum of the target generator and the reference turn-to-turn impedance spectrum of the reference generator, the turn-to-turn fault information of the target generator is obtained.
  • the running interturn impedance spectrum of the motor realizes the identification of the interturn fault of the target generator, improves the sensitivity of the interturn fault identification method, optimizes the practicality and applicability of the interturn fault identification method, realizes real-time interturn fault identification of the target generator, improves the efficiency of interturn fault identification, and optimizes the performance and stability of the target generator.
  • the embodiments of the present disclosure also provide an electronic device, a computer-readable storage medium, a computer program product, and a computer program.
  • the embodiments of the present disclosure also provide an electronic device, comprising: at least one processor; and a memory communicatively connected to the at least one processor; wherein the memory stores instructions executable by the at least one processor, and the instructions are executed by the at least one processor so that the at least one processor can execute the inter-turn fault identification method provided in the embodiment of the first aspect of the present disclosure.
  • FIG5 is a block diagram of an electronic device according to an embodiment of the present disclosure.
  • the electronic device shown in FIG5 can implement the turn-to-turn fault identification method of the embodiments of FIG1 to FIG3 .
  • the embodiments of the present disclosure further provide a non-transitory computer-readable storage medium storing computer instructions, where the computer instructions are used to enable a computer to execute the turn-to-turn fault identification method of the embodiments of FIG. 1 to FIG. 3 .
  • the embodiment of the present disclosure further provides a computer program product.
  • the instruction processor in the computer program product is executed, the turn-to-turn fault identification method of the embodiment of Figures 1 to 3 is executed.
  • the embodiments of the present disclosure further provide a computer program, which includes computer program code.
  • the computer program code runs on a computer, the computer executes the turn-to-turn fault identification method of the embodiments of Figures 1 to 3.
  • first and second are used for descriptive purposes only and should not be understood as indicating or implying relative importance or implicitly indicating the number of technical features indicated.
  • a feature defined as “first” or “second” may explicitly or implicitly include at least one of the features.
  • the meaning of “plurality” is at least two, such as two, three, etc., unless otherwise clearly and specifically defined.
  • Any process or method description described in the flowchart or otherwise herein can be understood as a module, segment, or code representing one or more executable instructions for implementing a custom logical function or process. or part thereof, and the scope of the preferred embodiments of the present disclosure includes additional implementations in which functions may be performed out of the order shown or discussed, including performing functions in a substantially simultaneous manner or in a reverse order depending on the functions involved, which should be understood by technicians in the technical field to which the embodiments of the present disclosure belong.
  • the logic and/or steps represented in the flowchart or otherwise described herein, for example, can be considered as an ordered list of executable instructions for implementing logical functions, and can be embodied in any computer-readable medium for use by an instruction execution system, device or apparatus (such as a computer-based system, a system including a processor, or other system that can fetch instructions from an instruction execution system, device or apparatus and execute the instructions), or in combination with these instruction execution systems, devices or apparatuses.
  • "computer-readable medium” can be any device that can contain, store, communicate, propagate or transmit a program for use by an instruction execution system, device or apparatus, or in combination with these instruction execution systems, devices or apparatuses.
  • computer-readable media include the following: an electrical connection with one or more wires (electronic device), a portable computer disk box (magnetic device), a random access memory (RAM), a read-only memory (ROM), an erasable and programmable read-only memory (EPROM or flash memory), a fiber optic device, and a portable compact disk read-only memory (CDROM).
  • the computer-readable medium may even be paper or other suitable medium on which the program is printed, since the program may be obtained electronically, for example, by optically scanning the paper or other medium and then editing, interpreting or processing in other suitable ways if necessary, and then stored in a computer memory.
  • any one of the following technologies known in the art or a combination thereof can be used to implement: a discrete logic circuit having a logic gate circuit for implementing a logic function for a data signal, a dedicated integrated circuit having a suitable combination of logic gate circuits, a programmable gate array (PGA), a field programmable gate array (FPGA), etc.
  • PGA programmable gate array
  • FPGA field programmable gate array
  • each functional unit in each embodiment of the present disclosure may be integrated into a processing module, or each unit may exist physically separately, or two or more units may be integrated into one module.
  • the above-mentioned integrated module may be implemented in the form of hardware or in the form of a software functional module. If the integrated module is implemented in the form of a software functional module and sold or used as an independent product, it may also be stored in a computer-readable storage medium.
  • the storage medium mentioned above may be a read-only memory, a magnetic disk or an optical disk, etc.

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • Theoretical Computer Science (AREA)
  • Artificial Intelligence (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Evolutionary Biology (AREA)
  • Evolutionary Computation (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • General Engineering & Computer Science (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Testing Of Short-Circuits, Discontinuities, Leakage, Or Incorrect Line Connections (AREA)

Abstract

An interturn fault identification method and apparatus, and an electronic device, a readable storage medium, a computer program product and a computer program. The method comprises: acquiring a normal interturn impedance spectrum of a reference generator in a normal interturn state, and a fault interturn impedance spectrum thereof in an abnormal interturn state (S101); acquiring a reference interturn impedance spectrum on the basis of the normal interturn impedance spectrum and the fault interturn impedance spectrum (S102); and acquiring an operation interturn impedance spectrum of a target generator, and acquiring interturn fault information of the target generator on the basis of the operation interturn impedance spectrum and the reference interturn impedance spectrum (S103).

Description

匝间故障识别方法、装置、电子设备和介质Turn-to-turn fault identification method, device, electronic equipment and medium
相关申请的交叉引用CROSS-REFERENCE TO RELATED APPLICATIONS
本公开要求在2022年10月27日在中国提交的中国专利申请号2022113304207的优先权,其全部内容通过引用并入本文。This disclosure claims priority to Chinese Patent Application No. 2022113304207 filed in China on October 27, 2022, the entire contents of which are incorporated herein by reference.
技术领域Technical Field
本公开涉及数据处理领域,具体涉及一种匝间故障识别方法及装置、电子设备、可读存储介质、计算机程序产品和计算机程序。The present disclosure relates to the field of data processing, and in particular to a turn-to-turn fault identification method and device, electronic equipment, a readable storage medium, a computer program product, and a computer program.
背景技术Background technique
在发电机的运行过程中,存在可能出现匝间短路的异常情况,从而导致发电机的机组出现轴电压升高、无功降低以及大轴磁化等相关异常运行情况的发生。During the operation of the generator, there is a possibility of abnormal inter-turn short circuit, which may cause the generator unit to experience abnormal operating conditions such as increased shaft voltage, reduced reactive power, and large shaft magnetization.
相关技术中,可以通过在线监控和/或离线诊断的方法,对发电机的匝间短路情况进行监测,其中,在线监控方法受发电机机组运行工况的影响较大,灵敏度较低。相应地,离线诊断方法对实现环境存在一定程度的要求,无法实现对匝间短路的实时监测。In the related art, the inter-turn short circuit of the generator can be monitored by online monitoring and/or offline diagnosis methods, among which the online monitoring method is greatly affected by the operating conditions of the generator set and has low sensitivity. Accordingly, the offline diagnosis method has certain requirements on the implementation environment and cannot realize real-time monitoring of inter-turn short circuit.
发明内容Summary of the invention
本公开实施例的目的旨在至少在一定程度上解决上述技术中的技术问题之一。The purpose of the embodiments of the present disclosure is to solve one of the technical problems in the above-mentioned technology at least to a certain extent.
本公开第一方面实施例提供了一种匝间故障识别方法,包括:获取参考发电机在匝间正常状态下的正常匝间阻抗频谱,以及匝间异常状态下的故障匝间阻抗频谱;基于所述正常匝间阻抗频谱和所述故障匝间阻抗频谱,获取参考匝间阻抗频谱;获取目标发电机的运行匝间阻抗频谱,并基于所述运行匝间阻抗频谱和所述参考匝间阻抗频谱,获取所述目标发电机的匝间故障信息。An embodiment of the first aspect of the present disclosure provides a turn-to-turn fault identification method, comprising: obtaining a normal turn-to-turn impedance spectrum of a reference generator in a normal turn-to-turn state, and a fault turn-to-turn impedance spectrum in an abnormal turn-to-turn state; obtaining a reference turn-to-turn impedance spectrum based on the normal turn-to-turn impedance spectrum and the fault turn-to-turn impedance spectrum; obtaining an operating turn-to-turn impedance spectrum of a target generator, and obtaining turn-to-turn fault information of the target generator based on the operating turn-to-turn impedance spectrum and the reference turn-to-turn impedance spectrum.
本公开第一方面实施例提供的一种匝间故障识别方法,还具备如下技术特征,包括:The first aspect of the present disclosure provides a method for identifying turn-to-turn faults, which also has the following technical features, including:
根据本公开一实施例,所述获取参考发电机在匝间正常状态下的正常匝间阻抗频谱,以及匝间异常状态下的故障匝间阻抗频谱,包括:获取所述参考发电机在所述匝间正常状态下的正常阻抗信号,以生成所述参考发电机在所述匝间正常状态下的所述正常匝间阻抗频谱;获取所述参考发电机在所述匝间异常状态下的绕组故障位置,并获取所述参考发电机基于所述绕组故障位置的故障阻抗信号,以生成所述参考发电机在所述匝间异常状态下的所述故障匝间阻抗频谱。 According to an embodiment of the present disclosure, the obtaining of a normal turn-to-turn impedance spectrum of a reference generator in a normal turn-to-turn state and a fault turn-to-turn impedance spectrum in an abnormal turn-to-turn state includes: obtaining a normal impedance signal of the reference generator in the normal turn-to-turn state to generate the normal turn-to-turn impedance spectrum of the reference generator in the normal turn-to-turn state; obtaining a winding fault position of the reference generator in the abnormal turn-to-turn state, and obtaining a fault impedance signal of the reference generator based on the winding fault position to generate the fault turn-to-turn impedance spectrum of the reference generator in the abnormal turn-to-turn state.
根据本公开一实施例,所述获取目标发电机的运行匝间阻抗频谱,并基于所述运行匝间阻抗频谱和所述参考匝间阻抗频谱,获取所述目标发电机的匝间故障信息,包括:对所述目标发电机的运行过程进行监听,以得到所述目标发电机的所述运行匝间阻抗频谱;根据所述参考匝间阻抗频谱,识别所述运行匝间阻抗频谱是否存在异常;响应于识别到所述运行匝间阻抗频谱存在异常,识别所述运行匝间阻抗频谱中的故障阻抗信息,并根据所述故障阻抗信息获取所述目标发电机的所述匝间故障信息。According to an embodiment of the present disclosure, the obtaining of the operating turn-to-turn impedance spectrum of the target generator and obtaining the turn-to-turn fault information of the target generator based on the operating turn-to-turn impedance spectrum and the reference turn-to-turn impedance spectrum include: monitoring the operation process of the target generator to obtain the operating turn-to-turn impedance spectrum of the target generator; identifying whether the operating turn-to-turn impedance spectrum is abnormal based on the reference turn-to-turn impedance spectrum; in response to identifying the presence of an abnormality in the operating turn-to-turn impedance spectrum, identifying fault impedance information in the operating turn-to-turn impedance spectrum, and obtaining the turn-to-turn fault information of the target generator based on the fault impedance information.
根据本公开一实施例,所述获取参考发电机在匝间正常状态下的正常匝间阻抗频谱,以及匝间异常状态下的故障匝间阻抗频谱之前,包括:获取所述参考发电机的第一不平衡电流有效值,并根据所述第一不平衡电流有效值得到所述参考发电机的参考灵敏系数;获取所述目标发电机的第二不平衡电流有效值,并根据所述第二不平衡电流有效值和所述参考灵敏系数,确定是否能够基于所述运行匝间阻抗频谱获取所述目标发电机的匝间故障信息。According to an embodiment of the present disclosure, before obtaining the normal turn-to-turn impedance spectrum of the reference generator in a normal turn-to-turn state and the fault turn-to-turn impedance spectrum in an abnormal turn-to-turn state, the method includes: obtaining a first unbalanced current effective value of the reference generator, and obtaining a reference sensitivity coefficient of the reference generator according to the first unbalanced current effective value; obtaining a second unbalanced current effective value of the target generator, and determining whether the turn-to-turn fault information of the target generator can be obtained based on the operating turn-to-turn impedance spectrum according to the second unbalanced current effective value and the reference sensitivity coefficient.
根据本公开一实施例,所述获取所述目标发电机的第二不平衡电流有效值,并根据所述第二不平衡电流有效值和所述参考灵敏系数,确定是否基于所述运行匝间阻抗频谱获取所述目标发电机的所述匝间故障信息,包括:响应于确定不能够基于所述运行匝间阻抗频谱获取所述目标发电机的所述匝间故障信息,获取所述目标发电机的感应电势信号,并获取所述感应电势信号的信号分析结果;根据所述信号分析结果,获取所述目标发电机的所述匝间故障信息。According to an embodiment of the present disclosure, the obtaining of the second unbalanced current effective value of the target generator, and determining whether to obtain the turn-to-turn fault information of the target generator based on the operating turn-to-turn impedance spectrum according to the second unbalanced current effective value and the reference sensitivity coefficient, includes: in response to determining that the turn-to-turn fault information of the target generator cannot be obtained based on the operating turn-to-turn impedance spectrum, obtaining an induced potential signal of the target generator and obtaining a signal analysis result of the induced potential signal; and obtaining the turn-to-turn fault information of the target generator according to the signal analysis result.
根据本公开一实施例,所述方法还包括:获取所述目标发电机的发电机参数,并基于所述发电机参数构建所述目标发电机的基础族模型和钢筋族模型;根据所述发电机参数得到所述目标发电机的基础外形参数以及钢筋基础参数,基于所述基础外形参数与基础族模型的关联,以及所述钢筋基础参数与所述钢筋族模型的关联,获取所述参考发电机。According to an embodiment of the present disclosure, the method further includes: acquiring generator parameters of the target generator, and constructing a basic family model and a steel bar family model of the target generator based on the generator parameters; obtaining basic shape parameters and steel bar basic parameters of the target generator according to the generator parameters, and acquiring the reference generator based on the association between the basic shape parameters and the basic family model, and the association between the steel bar basic parameters and the steel bar family model.
本公开第二方面实施例提供了一种匝间故障识别装置,包括:阻抗频谱生成模块,用于获取参考发电机在匝间正常状态下的正常匝间阻抗频谱,以及匝间异常状态下的故障匝间阻抗频谱;并且,基于所述正常匝间阻抗频谱和所述故障匝间阻抗频谱,获取参考匝间阻抗频谱;故障识别模块,用于获取目标发电机的运行匝间阻抗频谱,并基于所述运行匝间阻抗频谱和所述参考匝间阻抗频谱,获取所述目标发电机的匝间故障信息。The second aspect of the present disclosure provides a turn-to-turn fault identification device, including: an impedance spectrum generation module, used to obtain a normal turn-to-turn impedance spectrum of a reference generator in a normal turn-to-turn state, and a fault turn-to-turn impedance spectrum in an abnormal turn-to-turn state; and, based on the normal turn-to-turn impedance spectrum and the fault turn-to-turn impedance spectrum, obtain a reference turn-to-turn impedance spectrum; a fault identification module, used to obtain an operating turn-to-turn impedance spectrum of a target generator, and based on the operating turn-to-turn impedance spectrum and the reference turn-to-turn impedance spectrum, obtain turn-to-turn fault information of the target generator.
本公开第二方面实施例提供的一种匝间故障识别装置,还具备如下技术特征,包括:The second aspect of the present disclosure provides a turn-to-turn fault identification device, which also has the following technical features, including:
根据本公开一实施例,所述装置还包括:分析模块,用于分析所述正常匝间阻抗频谱以及所述故障匝间阻抗频谱,得到所述参考发电机在所述匝间异常状态下的故障特征。According to an embodiment of the present disclosure, the device further includes: an analysis module, configured to analyze the normal turn-to-turn impedance spectrum and the fault turn-to-turn impedance spectrum to obtain a fault feature of the reference generator in the turn-to-turn abnormal state.
根据本公开一实施例,所述阻抗频谱生成模块,还用于:获取所述参考发电机在所述匝间正常状态下的正常阻抗信号,以生成所述参考发电机在所述匝间正常状态下的所述正 常匝间阻抗频谱;获取所述参考发电机在所述匝间异常状态下的绕组故障位置,并获取所述参考发电机基于所述绕组故障位置的故障阻抗信号,以生成所述参考发电机在所述匝间异常状态下的所述故障匝间阻抗频谱。According to an embodiment of the present disclosure, the impedance spectrum generating module is further used to: obtain the normal impedance signal of the reference generator in the normal state between the turns, so as to generate the normal impedance signal of the reference generator in the normal state between the turns. obtaining a winding fault position of the reference generator in the inter-turn abnormal state, and obtaining a fault impedance signal of the reference generator based on the winding fault position to generate the fault turn-to-turn impedance spectrum of the reference generator in the inter-turn abnormal state.
根据本公开一实施例,所述故障识别模块,还用于:对所述目标发电机的运行过程进行监听,以得到所述目标发电机的所述运行匝间阻抗频谱;根据所述参考匝间阻抗频谱,识别所述运行匝间阻抗频谱是否存在异常;响应于识别到所述运行匝间阻抗频谱存在异常,识别所述运行匝间阻抗频谱中的故障阻抗信息,并根据所述故障阻抗信息获取所述目标发电机的所述匝间故障信息。According to an embodiment of the present disclosure, the fault identification module is further used to: monitor the operation process of the target generator to obtain the operating inter-turn impedance spectrum of the target generator; identify whether there is an abnormality in the operating inter-turn impedance spectrum based on the reference inter-turn impedance spectrum; in response to identifying the presence of an abnormality in the operating inter-turn impedance spectrum, identify fault impedance information in the operating inter-turn impedance spectrum, and obtain the inter-turn fault information of the target generator based on the fault impedance information.
根据本公开一实施例,所述装置还包括灵敏系数计算模块,用于:获取所述参考发电机的第一不平衡电流有效值,并根据所述第一不平衡电流有效值得到所述参考发电机的参考灵敏系数;获取所述目标发电机的第二不平衡电流有效值,并根据所述第二不平衡电流有效值和所述参考灵敏系数,确定是否能够基于所述运行匝间阻抗频谱获取所述目标发电机的所述匝间故障信息。According to an embodiment of the present disclosure, the device also includes a sensitivity coefficient calculation module, which is used to: obtain a first unbalanced current effective value of the reference generator, and obtain a reference sensitivity coefficient of the reference generator based on the first unbalanced current effective value; obtain a second unbalanced current effective value of the target generator, and determine whether the inter-turn fault information of the target generator can be obtained based on the operating inter-turn impedance spectrum according to the second unbalanced current effective value and the reference sensitivity coefficient.
根据本公开一实施例,所述装置还包括信号分析模块,用于:响应于确定不能够基于所述运行匝间阻抗频谱获取所述目标发电机的所述匝间故障信息,获取所述目标发电机的感应电势信号,并获取所述感应电势信号的信号分析结果;根据所述信号分析结果,获取所述目标发电机的所述匝间故障信息。According to an embodiment of the present disclosure, the device also includes a signal analysis module, which is used to: in response to determining that the inter-turn fault information of the target generator cannot be obtained based on the operating inter-turn impedance spectrum, obtain the induced potential signal of the target generator, and obtain a signal analysis result of the induced potential signal; and obtain the inter-turn fault information of the target generator based on the signal analysis result.
根据本公开一实施例,所述装置还包括:信息采集模块,用于获取所述目标发电机的发电机参数,并基于所述发电机参数构建所述目标发电机的基础族模型和钢筋族模型;构建模块,用于根据所述发电机参数得到所述目标发电机的基础外形参数以及钢筋基础参数,基于所述基础外形参数与基础族模型的关联,以及所述钢筋基础参数与所述钢筋族模型的关联,获取所述参考发电机。According to an embodiment of the present disclosure, the device also includes: an information acquisition module, used to obtain the generator parameters of the target generator, and construct a basic family model and a steel family model of the target generator based on the generator parameters; a construction module, used to obtain the basic shape parameters and steel basic parameters of the target generator according to the generator parameters, and obtain the reference generator based on the association between the basic shape parameters and the basic family model, and the association between the steel basic parameters and the steel family model.
本公开第三方面实施例提供了一种电子设备,包括:至少一个处理器;以及与所述至少一个处理器通信连接的存储器;其中,所述存储器存储有可被所述至少一个处理器执行的指令,所述指令被所述至少一个处理器执行,以使所述至少一个处理器能够执行本公开第一方面提供的匝间故障识别方法。An embodiment of the third aspect of the present disclosure provides an electronic device, comprising: at least one processor; and a memory communicatively connected to the at least one processor; wherein the memory stores instructions executable by the at least one processor, and the instructions are executed by the at least one processor so that the at least one processor can execute the inter-turn fault identification method provided by the first aspect of the present disclosure.
本公开第四方面实施例提供了一种存储有计算机指令的非瞬时计算机可读存储介质,所述计算机指令用于使所述计算机执行本公开第一方面提供的匝间故障识别方法。The fourth aspect of the present disclosure provides a non-transitory computer-readable storage medium storing computer instructions, wherein the computer instructions are used to enable the computer to execute the inter-turn fault identification method provided by the first aspect of the present disclosure.
本公开第五方面实施例提供了一种计算机程序产品,当所述计算机程序产品中的指令处理器执行时,执行本公开第一方面提供的匝间故障识别方法。The fifth aspect of the present disclosure provides a computer program product. When an instruction processor in the computer program product is executed, the turn-to-turn fault identification method provided in the first aspect of the present disclosure is executed.
本公开第六方面实施例提供了一种计算机程序,所述计算机程序包括计算机程序代码,当所述计算机程序代码在计算机上运行时,以使得计算机执行如本公开第一方 面实施例所述的方法。A sixth aspect of the present disclosure provides a computer program, wherein the computer program includes computer program code, and when the computer program code is run on a computer, the computer executes the first aspect of the present disclosure. The method described in the above embodiments.
本公开实施例提供的匝间故障识别方法及装置、电子设备、可读存储介质、计算机程序产品和计算机程序,获取参考发电机在匝间正常状态下的正常匝间阻抗频谱,以及匝间异常状态下的故障匝间阻抗频谱,进而得到参考发电机的参考匝间阻抗频谱。在一些实施例中,基于获取到的目标发电机的运行匝间阻抗频谱以及参考发电机的参考匝间阻抗频谱,获取目标发电机的匝间故障信息。本公开实施例中,基于目标发电机的运行匝间阻抗频谱实现对目标发电机的匝间故障的识别,提高了匝间故障识别方法的灵敏度,优化了匝间故障识别方法的实用性和适用性,实现了对目标发电机的实时匝间故障识别,提高了匝间故障识别的效率,优化了目标发电机的性能以及稳定性。The turn-to-turn fault identification method and device, electronic device, readable storage medium, computer program product and computer program provided in the embodiments of the present disclosure obtain the normal turn-to-turn impedance spectrum of the reference generator under the normal turn-to-turn state, and the fault turn-to-turn impedance spectrum under the abnormal turn-to-turn state, and then obtain the reference turn-to-turn impedance spectrum of the reference generator. In some embodiments, based on the obtained operating turn-to-turn impedance spectrum of the target generator and the reference turn-to-turn impedance spectrum of the reference generator, the turn-to-turn fault information of the target generator is obtained. In the embodiments of the present disclosure, the turn-to-turn fault of the target generator is identified based on the operating turn-to-turn impedance spectrum of the target generator, the sensitivity of the turn-to-turn fault identification method is improved, the practicality and applicability of the turn-to-turn fault identification method are optimized, the real-time turn-to-turn fault identification of the target generator is realized, the efficiency of turn-to-turn fault identification is improved, and the performance and stability of the target generator are optimized.
本公开实施例附加的方面和优点将在下面的描述中部分给出,部分将从下面的描述中变得明显,或通过本公开实施例的实践了解到。Additional aspects and advantages of the embodiments of the present disclosure will be given in part in the description below and in part will become apparent from the description below or will be learned through practice of the embodiments of the present disclosure.
附图说明BRIEF DESCRIPTION OF THE DRAWINGS
本公开上述的和/或附加的方面和优点从下面结合附图对实施例的描述中将变得明显和容易理解,其中:The above and/or additional aspects and advantages of the present disclosure will become apparent and easily understood from the following description of the embodiments in conjunction with the accompanying drawings, in which:
图1为本公开一实施例的匝间故障识别方法的流程示意图;FIG1 is a schematic flow chart of a method for identifying turn-to-turn faults according to an embodiment of the present disclosure;
图2为本公开另一实施例的匝间故障识别方法的流程示意图;FIG2 is a schematic flow chart of a method for identifying turn-to-turn faults according to another embodiment of the present disclosure;
图3为本公开另一实施例的匝间故障识别方法的流程示意图;FIG3 is a schematic flow chart of a method for identifying turn-to-turn faults according to another embodiment of the present disclosure;
图4为本公开一实施例的匝间故障识别装置的结构示意图;FIG4 is a schematic structural diagram of a turn-to-turn fault identification device according to an embodiment of the present disclosure;
图5是本公开一实施例的电子设备的框图。FIG. 5 is a block diagram of an electronic device according to an embodiment of the present disclosure.
具体实施方式Detailed ways
下面详细描述本公开的实施例,所述实施例的示例在附图中示出,其中自始至终相同或类似的标号表示相同或类似的元件或具有相同或类似功能的元件。下面通过参考附图描述的实施例是示例性的,旨在用于解释本公开,而不能理解为对本公开的限制。Embodiments of the present disclosure are described in detail below, examples of which are shown in the accompanying drawings, wherein the same or similar reference numerals throughout represent the same or similar elements or elements having the same or similar functions. The embodiments described below with reference to the accompanying drawings are exemplary and are intended to be used to explain the present disclosure, and should not be construed as limiting the present disclosure.
下面参考附图描述本公开实施例的匝间故障识别方法及装置、电子设备、可读存储介质、计算机程序产品和计算机程序。The following describes the turn-to-turn fault identification method and apparatus, electronic device, readable storage medium, computer program product, and computer program according to the embodiments of the present disclosure with reference to the accompanying drawings.
图1为本公开一实施例的匝间故障识别方法的流程示意图,如图1所示,该方法包括步骤S101至S103。FIG1 is a schematic flow chart of a method for identifying turn-to-turn faults according to an embodiment of the present disclosure. As shown in FIG1 , the method includes steps S101 to S103 .
S101,获取参考发电机在匝间正常状态下的正常匝间阻抗频谱,以及匝间异常状态下的故障匝间阻抗频谱。 S101, obtaining a normal turn-to-turn impedance spectrum of a reference generator in a normal turn-to-turn state, and a fault turn-to-turn impedance spectrum in an abnormal turn-to-turn state.
实现中,可以获取发电机在正常运行状态下的阻抗频谱,以及出现故障时的阻抗频谱,对需要进行故障监测的发电机进行故障识别。In the implementation, the impedance spectrum of the generator in normal operation and the impedance spectrum when a fault occurs can be obtained, and the fault of the generator that needs to be monitored can be identified.
在一些实施例中,可以基于需要进行故障识别的发电机构建对应的参考发电机,通过在参考发电机上模拟不同的运行状态,得到参考发电机在不同的运行状态下的阻抗频谱。In some embodiments, a corresponding reference generator may be constructed based on the generator for which fault identification is required, and the impedance spectrum of the reference generator under different operating states may be obtained by simulating different operating states on the reference generator.
在一些实施例中,可以对处于匝间正常状态下的参考发电机进行监测,并将监测得到的阻抗频谱,确定为参考发电机在匝间正常状态下的正常匝间阻抗频谱。In some embodiments, the reference generator in the normal turn-to-turn state may be monitored, and the impedance spectrum obtained by monitoring may be determined as the normal turn-to-turn impedance spectrum of the reference generator in the normal turn-to-turn state.
相应地,可以对处于匝间异常状态下的参考发电机进行监测,并将监测得到的阻抗频谱,确定为参考发电机在匝间正常状态下的故障匝间阻抗频谱。Accordingly, the reference generator in the abnormal turn-to-turn state can be monitored, and the impedance spectrum obtained by monitoring can be determined as the fault turn-to-turn impedance spectrum of the reference generator in the normal turn-to-turn state.
S102,基于正常匝间阻抗频谱和故障匝间阻抗频谱,获取参考匝间阻抗频谱。S102: Acquire a reference turn-to-turn impedance spectrum based on a normal turn-to-turn impedance spectrum and a fault turn-to-turn impedance spectrum.
在一些实施例中,可以基于相关技术中的阻抗频谱的分析方法,对获取到的正常匝间阻抗频谱以及故障匝间阻抗频谱进行分析,并根据分析得到的结果确定正常匝间阻抗频谱和故障匝间阻抗频谱的整合方法。In some embodiments, based on the impedance spectrum analysis method in the related art, the acquired normal turn-to-turn impedance spectrum and the fault turn-to-turn impedance spectrum can be analyzed, and the integration method of the normal turn-to-turn impedance spectrum and the fault turn-to-turn impedance spectrum can be determined according to the analysis results.
在一些实施例中,基于确定的整合方法对正常匝间阻抗频谱和故障匝间阻抗频谱进行整合,并将整合后得到的阻抗频谱确定为参考发电机对应的参考匝间阻抗频谱。In some embodiments, the normal inter-turn impedance spectrum and the faulty inter-turn impedance spectrum are integrated based on a determined integration method, and the impedance spectrum obtained after the integration is determined as a reference inter-turn impedance spectrum corresponding to the reference generator.
S103,获取目标发电机的运行匝间阻抗频谱,并基于运行匝间阻抗频谱和参考匝间阻抗频谱,获取目标发电机的匝间故障信息。S103, obtaining an operating turn-to-turn impedance spectrum of the target generator, and obtaining turn-to-turn fault information of the target generator based on the operating turn-to-turn impedance spectrum and a reference turn-to-turn impedance spectrum.
本公开实施例中,参考匝间阻抗频谱中包括了匝间正常状态下的正常匝间阻抗频谱,以及匝间状态异常时的故障匝间阻抗频谱。In the embodiment of the present disclosure, the reference inter-turn impedance spectrum includes a normal inter-turn impedance spectrum when the inter-turn state is normal, and a faulty inter-turn impedance spectrum when the inter-turn state is abnormal.
在该场景下,可以将需要进行匝间故障识别的发电机确定为目标发电机,并获取目标发电机的匝间阻抗频谱。其中,可以将获取到的目标发电机的匝间阻抗频谱确定为目标发电机的运行匝间阻抗频谱。In this scenario, the generator that needs to perform turn-to-turn fault identification can be determined as the target generator, and the turn-to-turn impedance spectrum of the target generator can be obtained. The obtained turn-to-turn impedance spectrum of the target generator can be determined as the operating turn-to-turn impedance spectrum of the target generator.
在一些实施例中,可以将获取到的运行匝间阻抗频谱与参考匝间阻抗频谱进行对比,基于对比的结果确定运行匝间阻抗频谱中是否存在异常信息,进而实现度目标发电机是否出现匝间故障进行判断。In some embodiments, the obtained operating interturn impedance spectrum can be compared with the reference interturn impedance spectrum, and based on the comparison result, it is determined whether there is abnormal information in the operating interturn impedance spectrum, thereby determining whether an interturn fault occurs in the target generator.
在一些实施例中,在确定目标发电机出现匝间故障的场景下,可以基于相关技术中的频谱分析算法,对运行匝间阻抗频谱进行算法处理,并基于算法处理的结果,获取目标发电机的匝间故障信息。In some embodiments, when it is determined that a turn-to-turn fault occurs in a target generator, the operating turn-to-turn impedance spectrum may be algorithmically processed based on a spectrum analysis algorithm in related technologies, and turn-to-turn fault information of the target generator may be obtained based on the result of the algorithm processing.
需要说明的是,目标发电机的匝间故障信息可以包括目标发电机出现异常的绕组的相关参数信息,比如出现异常的绕组的位置信息以及具体的故障类型等,此处不做具体限定。It should be noted that the turn-to-turn fault information of the target generator may include relevant parameter information of the abnormal winding of the target generator, such as the location information of the abnormal winding and the specific fault type, etc., which is not specifically limited here.
本公开实施例提出的匝间故障识别方法,获取参考发电机在匝间正常状态下的正常匝间阻抗频谱,以及匝间异常状态下的故障匝间阻抗频谱,进而得到参考发电机的参考匝间阻抗频谱。在一些实施例中,基于获取到的目标发电机的运行匝间阻抗频谱以及参考发电 机的参考匝间阻抗频谱,获取目标发电机的匝间故障信息。本公开实施例中,基于目标发电机的运行匝间阻抗频谱实现对目标发电机的匝间故障的识别,提高了匝间故障识别方法的灵敏度,优化了匝间故障识别方法的实用性和适用性,实现了对目标发电机的实时匝间故障识别,提高了匝间故障识别的效率,优化了目标发电机的性能以及稳定性。The turn-to-turn fault identification method proposed in the embodiment of the present disclosure obtains the normal turn-to-turn impedance spectrum of the reference generator in the normal turn-to-turn state and the fault turn-to-turn impedance spectrum in the abnormal turn-to-turn state, thereby obtaining the reference turn-to-turn impedance spectrum of the reference generator. The reference turn-to-turn impedance spectrum of the target generator is used to obtain the turn-to-turn fault information of the target generator. In the disclosed embodiment, the turn-to-turn fault of the target generator is identified based on the operating turn-to-turn impedance spectrum of the target generator, the sensitivity of the turn-to-turn fault identification method is improved, the practicality and applicability of the turn-to-turn fault identification method are optimized, the real-time turn-to-turn fault identification of the target generator is achieved, the efficiency of turn-to-turn fault identification is improved, and the performance and stability of the target generator are optimized.
上述实施例中,关于匝间故障信息的识别,还可以结合图2进一步理解,图2为本公开另一实施例的匝间故障识别方法的流程示意图,如图2所示,该方法包括步骤S201至S204。In the above embodiment, the identification of turn-to-turn fault information can be further understood in conjunction with FIG. 2 , which is a flow chart of a turn-to-turn fault identification method according to another embodiment of the present disclosure. As shown in FIG. 2 , the method includes steps S201 to S204 .
S201,获取参考发电机在匝间正常状态下的正常匝间阻抗频谱,以及匝间异常状态下的故障匝间阻抗频谱。S201, obtaining a normal inter-turn impedance spectrum of a reference generator in a normal inter-turn state, and a fault inter-turn impedance spectrum in an abnormal inter-turn state.
在一些实施例中,获取目标发电机的发电机参数,并基于发电机参数构建目标发电机的基础族模型和钢筋族模型。In some embodiments, the generator parameters of the target generator are obtained, and the basic family model and the reinforcement family model of the target generator are constructed based on the generator parameters.
本公开实施例中,可以获取发电机的相关参数,并基于获取到的相关参数,通过相关技术中的建模方法进行参考发电机的构建。In the embodiments of the present disclosure, relevant parameters of the generator may be acquired, and based on the acquired relevant parameters, a reference generator may be constructed by a modeling method in related technology.
其中,发电机的参数可以包括发电机的电磁转矩、发电机的定子电流、发电机的感应电势信号、发电机的转子电流、发电机的无功功率以及发电机的有功功率等相关参数。The parameters of the generator may include electromagnetic torque of the generator, stator current of the generator, induced potential signal of the generator, rotor current of the generator, reactive power of the generator, active power of the generator and other related parameters.
在该场景下,可以基于发电机的参数构建对应的基础族模型以及钢筋族模型。In this scenario, the corresponding basic family model and reinforcement family model can be constructed based on the parameters of the generator.
在一些实施例中,根据发电机参数得到目标发电机的基础外形参数以及钢筋基础参数,基于基础外形参数与基础族模型的关联,以及钢筋基础参数与钢筋族模型的关联,获取参考发电机。In some embodiments, basic shape parameters and reinforcement basic parameters of the target generator are obtained according to the generator parameters, and a reference generator is obtained based on the association between the basic shape parameters and the basic family model, and the association between the reinforcement basic parameters and the reinforcement family model.
本公开实施例中,可以获取需要进行故障识别的发电机的基础外形参数以及钢筋基础参数等相关的发电机参数,并将获取到的基础外形参数与构建的基础族模型关联,以及将获取到的基础钢筋参数与钢筋族模型关联,进而实现参考发电机的基础模型的构建。In the disclosed embodiment, the basic shape parameters of the generator that needs to be fault identified and related generator parameters such as the basic steel bar parameters can be obtained, and the obtained basic shape parameters can be associated with the constructed basic family model, and the obtained basic steel bar parameters can be associated with the steel bar family model, thereby realizing the construction of the basic model of the reference generator.
需要说明的是,获取到的基础外形参数可以包括参考发电机的基础参数、基础环参数以及保护层参数等参考发电机的相关外形参数,此处不做具体限定。It should be noted that the acquired basic shape parameters may include basic parameters of the reference generator, basic ring parameters, protection layer parameters and other related shape parameters of the reference generator, which are not specifically limited here.
相应地,获取到的基础钢筋参数可以包括参考发电机的钢筋直径参数、钢筋数量参数、钢筋长度参数、钢筋与钢筋之间的间距参数以及钢筋的固定参数等相关的基础钢筋参数,此处不做具体限定。Accordingly, the basic steel bar parameters obtained may include basic steel bar parameters related to the reference generator's steel bar diameter parameters, steel bar quantity parameters, steel bar length parameters, spacing parameters between steel bars, and steel bar fixing parameters, which are not specifically limited here.
在一些实施例中,可以结合下述内容更好的理解关于钢筋族模型的构建:In some embodiments, the following contents may be combined to better understand the construction of the rebar family model:
在一些实现中,可以对需要进行匝间故障识别的发电机进行基础型式的遍历,从而得到该发电机对应的钢筋图元,在一些实施例中,对获取到的钢筋图元进行分类,以得到该发电机对应的钢筋树状结构。 In some implementations, a basic type of traversal may be performed on a generator that requires turn-to-turn fault identification to obtain a steel bar primitive corresponding to the generator. In some embodiments, the obtained steel bar primitives are classified to obtain a steel bar tree structure corresponding to the generator.
在该场景下,可以根据得到的钢筋树状结构进行钢筋模型的构建,从而得到参考发电机对应的钢筋族模型。In this scenario, the steel bar model can be constructed according to the obtained steel bar tree structure, so as to obtain the steel bar family model corresponding to the reference generator.
其中,可以根据分类后得到的每种类型的钢筋图元对应的钢筋树状结构,分别构建每种类型的钢筋图元对应的钢筋模型,进而得到参考发电机对应的钢筋族模型。Among them, according to the steel bar tree structure corresponding to each type of steel bar graphic element obtained after classification, the steel bar model corresponding to each type of steel bar graphic element can be constructed respectively, and then the steel bar family model corresponding to the reference generator can be obtained.
本公开实施例中,可以根据每种类型的钢筋图元对应的钢筋树状结构,构建对应类型的钢筋图元下的自适应点钢筋,并为每种类型的钢筋图元对应的钢筋树状结构中的自适应点钢筋的端点和折点进行标记。In the disclosed embodiment, adaptive point reinforcements under the corresponding type of reinforcement graphic element can be constructed according to the reinforcement tree structure corresponding to each type of reinforcement graphic element, and the endpoints and inflection points of the adaptive point reinforcements in the reinforcement tree structure corresponding to each type of reinforcement graphic element can be marked.
在一些实施例中,基于标记后的端点和折点,分别构建每种类型的钢筋图元对应的钢筋树状结构,并基于参考发电机对应的总的钢筋树状模型将全部类型的钢筋图元对应的钢筋树状结构进行组合,进而得到参考发电机对应的钢筋族模型。In some embodiments, based on the marked endpoints and inflection points, the steel bar tree structure corresponding to each type of steel bar graphic element is constructed respectively, and based on the total steel bar tree model corresponding to the reference generator, the steel bar tree structures corresponding to all types of steel bar graphic elements are combined to obtain the steel bar family model corresponding to the reference generator.
在一些实施例中,可以结合下述内容更好的理解关于基础外形参数与基础族模型关联以及基础钢筋参数与钢筋族模型的关联:In some embodiments, the following contents may be combined to better understand the association between the basic shape parameters and the basic family model and the association between the basic reinforcement parameters and the reinforcement family model:
本公开实施例中,可以获取钢筋族模型中的钢筋布置结构,并获取钢筋布置结构中的控制点,在一些实施例中,可以将获取到的钢筋布置结构中的控制点与获取到的基础钢筋参数进行关联。In the disclosed embodiments, the steel bar arrangement structure in the steel bar family model can be obtained, and the control points in the steel bar arrangement structure can be obtained. In some embodiments, the control points in the obtained steel bar arrangement structure can be associated with the obtained basic steel bar parameters.
其中,可以获取基础钢筋参数中每种类型的钢筋图元下的自适应点,并将其与钢筋族模型中的控制点进行关联,并基于基础钢筋参数对钢筋族模型的模型参数进行修改,从而实现基础钢筋参数与钢筋族模型的关联。Among them, the adaptive points under each type of steel bar element in the basic steel bar parameters can be obtained and associated with the control points in the steel bar family model, and the model parameters of the steel bar family model can be modified based on the basic steel bar parameters, thereby realizing the association between the basic steel bar parameters and the steel bar family model.
相应地,可以获取基础族模型中的模型参数,并将其与获取到的基础外形参数相关联,并基于获取到的基础外形参数调整基础族模型的模型参数,从而实现基础外形参数与基础族模型的关联。Accordingly, the model parameters in the basic family model can be obtained and associated with the obtained basic shape parameters, and the model parameters of the basic family model can be adjusted based on the obtained basic shape parameters, thereby realizing the association between the basic shape parameters and the basic family model.
在一些实施例中,基于外形参数关联后的基础族模型,以及基础钢筋参数关联后的钢筋族模型,得到需要进行匝间故障识别的发电机对应的发电机模型,并将其确定为参考发电机。In some embodiments, based on the basic family model associated with the shape parameters and the steel bar family model associated with the basic steel bar parameters, a generator model corresponding to the generator requiring turn-to-turn fault identification is obtained and determined as a reference generator.
在一些实施例中,可以获取参考发电机在匝间正常状态下的正常阻抗信号,以生成参考发电机在匝间正常状态下的正常匝间阻抗频谱。In some embodiments, a normal impedance signal of the reference generator in a normal turn-to-turn state may be acquired to generate a normal turn-to-turn impedance spectrum of the reference generator in a normal turn-to-turn state.
本公开实施例中,可以在参考发电机处于匝间正常状态时接通参考发电机的电流,并对参考发电机的匝间阻抗信号进行监测,从而得到处于匝间正常状态下的参考发电机的匝间阻抗信号,并将该信号确定为参考发电机的正常阻抗信号。In the disclosed embodiment, the current of the reference generator can be turned on when the reference generator is in a normal turn-to-turn state, and the turn-to-turn impedance signal of the reference generator can be monitored to obtain the turn-to-turn impedance signal of the reference generator in the normal turn-to-turn state, and the signal can be determined as the normal impedance signal of the reference generator.
其中,可以控制参考发电机处于不同的频率,并获取不同的频率中每个频率下参考发电机的正常阻抗信号。 The reference generator may be controlled to be at different frequencies, and a normal impedance signal of the reference generator at each of the different frequencies may be obtained.
在一些实施例中,根据正常阻抗信号,获取参考发电机在不同频率下的正常阻抗值,并根据获取到的该部分正常阻抗值,生成参考发电机在匝间正常状态下的阻抗频谱,作为参考发电机的正常匝间阻抗频谱。In some embodiments, normal impedance values of the reference generator at different frequencies are obtained according to the normal impedance signal, and an impedance spectrum of the reference generator in a normal turn-to-turn state is generated according to the obtained normal impedance values as the normal turn-to-turn impedance spectrum of the reference generator.
在一些实施例中,可以获取参考发电机在匝间异常状态下的绕组故障位置,并获取参考发电机基于绕组故障位置的故障阻抗信号,以生成参考发电机在匝间异常状态下的故障匝间阻抗频谱。In some embodiments, the winding fault position of the reference generator in the turn-to-turn abnormal state can be obtained, and the fault impedance signal of the reference generator based on the winding fault position can be obtained to generate the fault turn-to-turn impedance spectrum of the reference generator in the turn-to-turn abnormal state.
本公开实施例中,可以在参考发电机处于匝间异常状态时接通参考发电机的电流,并对参考发电机的匝间阻抗信号进行监测,从而得到处于匝间异常状态下的参考发电机的匝间阻抗信号,并将该信号确定为参考发电机的故障阻抗信号。In the embodiment of the present disclosure, the current of the reference generator can be turned on when the reference generator is in an abnormal turn-to-turn state, and the turn-to-turn impedance signal of the reference generator can be monitored to obtain the turn-to-turn impedance signal of the reference generator in the abnormal turn-to-turn state, and the signal can be determined as the fault impedance signal of the reference generator.
其中,可以对参考发电机的绕组故障的位置进行设定,其中,可以将设定得到的参考发电机的绕组出现故障的位置,确定为参考发电机在匝间异常状态下的绕组故障位置。The position of the winding fault of the reference generator may be set, wherein the set position of the winding fault of the reference generator may be determined as the winding fault position of the reference generator in the turn-to-turn abnormal state.
需要说明的是,参考发电机在匝间异常状态下的绕组故障位置,可以包括一个绕组的故障位置,也可以包括多个绕组的故障位置,此处不做具体限定。It should be noted that the reference winding fault position of the generator in the inter-turn abnormal state may include the fault position of one winding or the fault positions of multiple windings, which is not specifically limited here.
在该场景下,可以控制参考发电机处于不同的频率,进而得到不同频率下以及不同绕组故障位置下,参考发电机的故障阻抗信号。In this scenario, the reference generator can be controlled to be at different frequencies, thereby obtaining the fault impedance signal of the reference generator at different frequencies and different winding fault positions.
比如,设定当前参考发电机的绕组故障的位置为A位置,可以在该场景下,控制参考发电机处于不同的频率,从而得到绕组故障在A位置的场景下,参考发电机在不同频率下的故障阻抗信号。For example, the location of the winding fault of the current reference generator is set to position A. In this scenario, the reference generator can be controlled to be at different frequencies, so as to obtain the fault impedance signal of the reference generator at different frequencies in the scenario where the winding fault is at position A.
相应地,将参考发电机的绕组故障位置变更为B位置,并获取绕组故障在B位置的场景下,参考发电机在不同频率下的故障阻抗信号。Accordingly, the winding fault position of the reference generator is changed to position B, and the fault impedance signals of the reference generator at different frequencies are obtained when the winding fault is at position B.
以此类推,直至获取全部的绕组故障位置的场景下,参考发电机在不同频率下的故障阻抗信号。This process is deduced in this way until all winding fault locations are obtained, referring to the fault impedance signals of the generator at different frequencies.
在一些实施例中,根据故障阻抗信号,获取全部的绕组故障位置的场景下,参考发电机在不同频率下的故障阻抗值,进而生成参考发电机在匝间异常状态下的阻抗频谱,作为参考发电机的故障匝间阻抗频谱。In some embodiments, according to the fault impedance signal, the fault impedance values of the reference generator at different frequencies are obtained in the scenario of all winding fault locations, and then the impedance spectrum of the reference generator in the abnormal interturn state is generated as the fault interturn impedance spectrum of the reference generator.
S202,对目标发电机的运行过程进行监听,以得到目标发电机的运行匝间阻抗频谱。S202: monitoring the operation process of the target generator to obtain the operating turn-to-turn impedance spectrum of the target generator.
在一些实施例中,可以基于相关技术中的阻抗信号的信号监听方法,对目标发电机的运行过程进行监听,从而得到目标发电机在运行过程中的阻抗信号。In some embodiments, based on the signal monitoring method of the impedance signal in the related art, the operation process of the target generator can be monitored to obtain the impedance signal of the target generator during the operation process.
比如,可以在目标发电机对应的阻抗信号获取处,设置阻抗信号获取传感器,基于传感器对目标发电机在运行过程中产生的阻抗信号进行采集,从而得到目标发电机在运行过程中产生的阻抗信号。 For example, an impedance signal acquisition sensor may be provided at the impedance signal acquisition location corresponding to the target generator, and the impedance signal generated by the target generator during operation may be collected based on the sensor, thereby obtaining the impedance signal generated by the target generator during operation.
在一些实施例中,从监听到的目标发电机在运行过程中产生的阻抗信号中,获取目标发电机在运行过程中的阻抗值,并根据相关技术中的频谱生成算法,对获取到的目标发电机在运行过程中的阻抗值进行处理,进而生成目标发电机的运行匝间阻抗频谱。In some embodiments, the impedance value of the target generator during operation is obtained from the impedance signal generated by the monitored target generator during operation, and the obtained impedance value of the target generator during operation is processed according to the spectrum generation algorithm in the relevant technology to generate the operating turn-to-turn impedance spectrum of the target generator.
S203,根据参考匝间阻抗频谱,识别运行匝间阻抗频谱是否存在异常。S203: Identify whether there is an abnormality in the operating turn-to-turn impedance spectrum according to the reference turn-to-turn impedance spectrum.
在一些实施例中,可以将获取到的目标发电机的运行匝间阻抗频谱,与参考发电机的参考匝间阻抗频谱进行对比,基于相关技术中的阻抗频谱的对比分析算法,对运行匝间阻抗频谱以及参考匝间阻抗频谱进行算法处理。In some embodiments, the obtained operating turn-to-turn impedance spectrum of the target generator can be compared with the reference turn-to-turn impedance spectrum of the reference generator, and the operating turn-to-turn impedance spectrum and the reference turn-to-turn impedance spectrum can be algorithmically processed based on the impedance spectrum comparison analysis algorithm in the related art.
在一些实施例中,根据算法处理的结果,对运行匝间阻抗频谱中的异常信息进行识别。In some embodiments, abnormal information in the operating turn-to-turn impedance spectrum is identified based on the result of algorithm processing.
可以理解为,当算法处理的结果指示运行匝间阻抗频谱中不存在相关的异常信息时,可以确定运行匝间阻抗频谱不存在异常,在该场景下,可以确定,目标发电机当前的匝间状态不存在异常。It can be understood that when the result of the algorithm processing indicates that there is no relevant abnormal information in the running interturn impedance spectrum, it can be determined that there is no abnormality in the running interturn impedance spectrum. In this scenario, it can be determined that there is no abnormality in the current interturn state of the target generator.
相应地,当算法处理的结果指示运行匝间阻抗频谱中存在相关的异常信息时,可以确定运行匝间阻抗频谱存在异常,在该场景下,可以确定,目标发电机当前的匝间状态存在异常。Accordingly, when the result of the algorithm processing indicates that there is relevant abnormal information in the running interturn impedance spectrum, it can be determined that there is an abnormality in the running interturn impedance spectrum. In this scenario, it can be determined that there is an abnormality in the current interturn state of the target generator.
S204,响应于识别到运行匝间阻抗频谱存在异常,识别运行匝间阻抗频谱中的故障阻抗信息,并根据故障阻抗信息获取目标发电机的匝间故障信息。S204, in response to identifying that the running inter-turn impedance spectrum is abnormal, identifying fault impedance information in the running inter-turn impedance spectrum, and acquiring inter-turn fault information of the target generator according to the fault impedance information.
本公开实施例中,当识别到目标发电机的运行匝间阻抗频谱存在异常时,可以确定该运行匝间阻抗频谱对应的目标发电机的匝间状态出现异常。In the embodiment of the present disclosure, when it is identified that the operating inter-turn impedance spectrum of the target generator is abnormal, it can be determined that the inter-turn state of the target generator corresponding to the operating inter-turn impedance spectrum is abnormal.
在该场景下,可以根据运行匝间阻抗频谱中携带的具体信息,确定目标发电机的匝间故障信息。In this scenario, the turn-to-turn fault information of the target generator can be determined based on the specific information carried in the operating turn-to-turn impedance spectrum.
在一些实施例中,可以将运行匝间阻抗频谱与参考匝间阻抗频谱进行对比,其中,参考匝间阻抗频谱中包括的故障匝间阻抗频谱中携带有绕组故障位置的相关信息。In some embodiments, the operating inter-turn impedance spectrum may be compared with a reference inter-turn impedance spectrum, wherein the fault inter-turn impedance spectrum included in the reference inter-turn impedance spectrum carries relevant information about the winding fault location.
在该场景下,可以将运行匝间阻抗频谱中的故障阻抗信息,与绕组故障位置在参考匝间阻抗频谱中对应的阻抗信息进行对比,基于对比的结果从绕组故障位置对应的阻抗信息中获取与故障阻抗信息相匹配的阻抗信息,并将该阻抗信息所对应的绕组故障位置,确定为运行匝间阻抗频谱中的故障阻抗信息指示的目标发电机的绕组故障位置。In this scenario, the fault impedance information in the operating turn-to-turn impedance spectrum can be compared with the impedance information corresponding to the winding fault position in the reference turn-to-turn impedance spectrum. Based on the comparison result, impedance information matching the fault impedance information is obtained from the impedance information corresponding to the winding fault position, and the winding fault position corresponding to the impedance information is determined as the winding fault position of the target generator indicated by the fault impedance information in the operating turn-to-turn impedance spectrum.
在一些实施例中,基于获取到的目标发电机的绕组故障位置以及其他相关的故障信息,生成目标发电机的匝间故障信息。In some embodiments, turn-to-turn fault information of the target generator is generated based on the acquired winding fault position and other related fault information of the target generator.
本公开实施例提出的匝间故障识别方法,获取参考发电机在匝间正常状态下的正常匝间阻抗频谱,以及匝间异常状态下的故障匝间阻抗频谱,进而得到参考发电机的参考匝间阻抗频谱。相应地,获取目标发电机的运行匝间阻抗频谱,根据参考匝间阻 抗频谱识别运行匝间阻抗频谱是否存在异常,并在识别到运行匝间阻抗频谱存在异常时,获取运行匝间阻抗频谱中的故障阻抗信息,进而得到目标发电机的匝间故障信息。本公开实施例中,基于目标发电机的运行匝间阻抗频谱实现对目标发电机的匝间故障的识别,提高了匝间故障识别方法的灵敏度,优化了匝间故障识别方法的实用性和适用性,实现了对目标发电机的实时匝间故障识别,提高了匝间故障识别的效率,优化了目标发电机的性能以及稳定性。The turn-to-turn fault identification method proposed in the embodiment of the present disclosure obtains the normal turn-to-turn impedance spectrum of the reference generator in the normal turn-to-turn state and the fault turn-to-turn impedance spectrum in the abnormal turn-to-turn state, and then obtains the reference turn-to-turn impedance spectrum of the reference generator. The anti-spectrum identifies whether there is an abnormality in the running inter-turn impedance spectrum, and when it is identified that there is an abnormality in the running inter-turn impedance spectrum, the fault impedance information in the running inter-turn impedance spectrum is obtained, and then the inter-turn fault information of the target generator is obtained. In the embodiment of the present disclosure, the inter-turn fault of the target generator is identified based on the running inter-turn impedance spectrum of the target generator, the sensitivity of the inter-turn fault identification method is improved, the practicality and applicability of the inter-turn fault identification method are optimized, the real-time inter-turn fault identification of the target generator is realized, the efficiency of inter-turn fault identification is improved, and the performance and stability of the target generator are optimized.
本公开实施例中,还可以对是否基于上述实施例中提出的匝间故障识别方法对目标发电机进行匝间故障识别进行判断,可结合图3理解,图3为本公开另一实施例的匝间故障识别方法的流程示意图,如图3所示,该方法包括步骤S301至S302。In the embodiment of the present disclosure, it is also possible to judge whether to perform inter-turn fault identification on the target generator based on the inter-turn fault identification method proposed in the above embodiment. This can be understood in conjunction with Figure 3. Figure 3 is a flow chart of the inter-turn fault identification method of another embodiment of the present disclosure. As shown in Figure 3, the method includes steps S301 to S302.
S301,获取参考发电机的第一不平衡电流有效值,并根据第一不平衡电流有效值得到参考发电机的参考灵敏系数。S301, obtaining a first unbalanced current effective value of a reference generator, and obtaining a reference sensitivity coefficient of the reference generator according to the first unbalanced current effective value.
本公开实施例中,可以获取参考发电机在匝间正常状态下的正常参数,以及匝间异常状态下的异常参数,并基于相关技术中的不平衡电流有效值的算法,对获取到的参考发电机的正常参数以及异常参数进行算法处理,并根据算法处理的结果,得到参考发电机的不平衡电流有效值。In the disclosed embodiment, normal parameters of the reference generator in a normal turn-to-turn state and abnormal parameters in an abnormal turn-to-turn state can be obtained, and based on the algorithm of the effective value of unbalanced current in the related technology, the obtained normal parameters and abnormal parameters of the reference generator are algorithmically processed, and based on the result of the algorithm processing, the effective value of the unbalanced current of the reference generator is obtained.
其中,可以将参考发电机的不平衡电流有效值标识为参考发电机的第一不平衡电流有效值。The unbalanced current effective value of the reference generator may be identified as the first unbalanced current effective value of the reference generator.
在一些实施例中,可以对处于匝间异常状态的参考发电机的绕组故障位置进行设定,并获取参考发电机在不同绕组位置发生故障时的不平衡电流有效值,并将获取到的该部分不平衡电流有效值,确定为参考发电机的第一不平衡电流有效值。In some embodiments, the winding fault position of a reference generator in an abnormal turn-to-turn state can be set, and the unbalanced current effective value of the reference generator when a fault occurs at different winding positions can be obtained, and the obtained part of the unbalanced current effective value can be determined as the first unbalanced current effective value of the reference generator.
在该场景下,可以根据参考发电机在不同的绕组位置发生故障时对应的第一不平衡电流有效值,获取参考发电机的参考灵敏系数。In this scenario, the reference sensitivity coefficient of the reference generator can be obtained according to the first unbalanced current effective value corresponding to the reference generator when a fault occurs at different winding positions.
在一些实施例中,可以基于相关技术中的灵敏系数的算法,对参考发电机在不同的绕组位置发生故障时对应的第一不平衡电流有效值进行算法处理,根据算法处理的结果得到参考发电机的灵敏系数,并将其确定为参考发电机的参考灵敏系数。In some embodiments, based on the sensitivity coefficient algorithm in the relevant technology, the first unbalanced current effective value corresponding to the reference generator when a fault occurs at different winding positions can be algorithmically processed, and the sensitivity coefficient of the reference generator can be obtained according to the result of the algorithm processing, and it is determined as the reference sensitivity coefficient of the reference generator.
S302,获取目标发电机的第二不平衡电流有效值,并根据第二不平衡电流有效值和参考灵敏系数,确定是否能够基于运行匝间阻抗频谱获取目标发电机的匝间故障信息。S302, obtaining a second unbalanced current effective value of the target generator, and determining whether turn-to-turn fault information of the target generator can be obtained based on an operating turn-to-turn impedance spectrum according to the second unbalanced current effective value and a reference sensitivity coefficient.
本公开实施例中,可以获取目标发电机在匝间正常状态下的正常参数,以及匝间异常状态下的异常参数,并基于相关技术中的不平衡电流有效值的算法,对获取到的目标发电机的正常参数以及异常参数进行算法处理,并根据算法处理的结果,得到目标发电机的不平衡电流有效值。 In the disclosed embodiment, normal parameters of the target generator in the normal turn-to-turn state and abnormal parameters in the abnormal turn-to-turn state can be obtained, and based on the algorithm of the effective value of unbalanced current in the related technology, the obtained normal parameters and abnormal parameters of the target generator are algorithmically processed, and based on the result of the algorithm processing, the effective value of the unbalanced current of the target generator is obtained.
其中,可以将目标发电机的不平衡电流有效值标识为目标发电机的第二不平衡电流有效值。The unbalanced current effective value of the target generator may be identified as the second unbalanced current effective value of the target generator.
在一些实施例中,可以基于第二不平衡电流有效值以及参考发电机的参考灵敏系数,设定对应的判断标准,并将第二不平衡电流有效值以及参考灵敏系数与预设的判断标准进行对比。In some embodiments, a corresponding judgment standard may be set based on the second unbalanced current effective value and a reference sensitivity coefficient of a reference generator, and the second unbalanced current effective value and the reference sensitivity coefficient may be compared with the preset judgment standard.
其中,当第二不平衡电流有效值以及参考灵敏系数满足预设的判断标准时,可以确定,目标发电机可以通过参考匝间阻抗频谱与运行匝间阻抗频谱进行匝间故障识别。When the second unbalanced current effective value and the reference sensitivity coefficient meet the preset judgment criteria, it can be determined that the target generator can perform turn-to-turn fault identification through the reference turn-to-turn impedance spectrum and the operating turn-to-turn impedance spectrum.
相应地,当第二不平衡电流有效值以及参考灵敏系数不满足预设的判断标准时,可以确定,目标发电机不可以通过参考匝间阻抗频谱与运行匝间阻抗频谱进行匝间故障识别。Accordingly, when the second unbalanced current effective value and the reference sensitivity coefficient do not meet the preset judgment criteria, it can be determined that the target generator cannot perform turn-to-turn fault identification through the reference turn-to-turn impedance spectrum and the operating turn-to-turn impedance spectrum.
本公开实施例中,为了实现目标发电机的稳定匝间故障识别,在确定目标发电机不可以通过参考匝间阻抗频谱与运行匝间阻抗频谱进行匝间故障识别的场景下,可以通过其他方法实现目标发电机的匝间故障识别。In the embodiments of the present disclosure, in order to achieve stable inter-turn fault identification of the target generator, in the scenario where it is determined that the target generator cannot perform inter-turn fault identification through the reference inter-turn impedance spectrum and the operating inter-turn impedance spectrum, other methods can be used to achieve inter-turn fault identification of the target generator.
在一些实现中,可以对目标发电机的其他参数进行分析,从而实现对目标发电机的匝间故障识别,其中,可以响应于确定不能够基于运行匝间阻抗频谱获取目标发电机的匝间故障信息,获取目标发电机的感应电势信号,并获取感应电势信号的信号分析结果。In some implementations, other parameters of the target generator may be analyzed to identify turn-to-turn faults of the target generator, wherein, in response to determining that it is not possible to obtain turn-to-turn fault information of the target generator based on the operating turn-to-turn impedance spectrum, an induced potential signal of the target generator may be obtained, and a signal analysis result of the induced potential signal may be obtained.
在一些实施例中,可以获取目标发电机的感应电势信号,并基于相关技术中的信号分析方法,对获取到的感应电势信号进行分析处理得到的信号分析结果。In some embodiments, the induced potential signal of the target generator may be acquired, and based on a signal analysis method in related art, the acquired induced potential signal may be analyzed and processed to obtain a signal analysis result.
在一些实施例中,可以根据信号分析结果,获取目标发电机的匝间故障信息。In some embodiments, turn-to-turn fault information of the target generator may be acquired based on the signal analysis result.
在一些实施例中,可以对目标发电机的感应电势信号进行小波分析和小波函数分析,并根据小波分析以及小波函数分析得到的信号分析结果,对目标发电机的匝间故障进行识别。In some embodiments, wavelet analysis and wavelet function analysis may be performed on the induced potential signal of the target generator, and the turn-to-turn fault of the target generator may be identified based on the signal analysis results obtained by the wavelet analysis and the wavelet function analysis.
在根据信号分析结果识别到目标发电机存在匝间故障的场景下,可以对感应电势信号进行小波分析以及小波函数分析,并对感应电势信号的高频低部分进行重构,监测其中是否出现奇异点。In the scenario where the target generator is identified to have an inter-turn fault based on the signal analysis results, the induced potential signal can be subjected to wavelet analysis and wavelet function analysis, and the high-frequency low part of the induced potential signal can be reconstructed to monitor whether there are singular points therein.
在一些实施例中,根据奇异点的监测结果,实现对处于匝间异常状态下的目标发电机的绕组故障位置的定位,进而得到目标发电机的匝间故障信息。In some embodiments, based on the monitoring result of the singular point, the winding fault position of the target generator in the turn-to-turn abnormal state is located, and then the turn-to-turn fault information of the target generator is obtained.
本公开实施例提出的匝间故障识别方法,获取参考发电机的第一不平衡电流有效值,从而得到参考发电机的参考灵敏系数。相应地,获取目标发电机的第二不平衡电流有效值,并根据第二不平衡电流有效值与参考灵敏系数,确定是否能够基于运行匝间阻抗频谱获取目标发电机的匝间故障信息。本公开实施例中,基于不平衡电流有效 值与参考灵敏系数,对目标发电机是否可以基于运行匝间阻抗频谱实现匝间故障信息的获取进行判断,并在确定不可以基于运行匝间阻抗频谱获取匝间故障信息的场景下,通过对感应电势信号的分析实现目标发电机的匝间故障识别,优化了匝间故障识别方法的实用性和适用性,提高了匝间故障识别的效率,优化了目标发电机的性能以及稳定性。The turn-to-turn fault identification method proposed in the embodiment of the present disclosure obtains the first unbalanced current effective value of the reference generator, thereby obtaining the reference sensitivity coefficient of the reference generator. Accordingly, the second unbalanced current effective value of the target generator is obtained, and according to the second unbalanced current effective value and the reference sensitivity coefficient, it is determined whether the turn-to-turn fault information of the target generator can be obtained based on the running turn-to-turn impedance spectrum. In the embodiment of the present disclosure, based on the unbalanced current effective value The value and the reference sensitivity coefficient are used to judge whether the target generator can obtain the inter-turn fault information based on the running inter-turn impedance spectrum. When it is determined that the inter-turn fault information cannot be obtained based on the running inter-turn impedance spectrum, the inter-turn fault of the target generator is identified by analyzing the induced potential signal, which optimizes the practicality and applicability of the inter-turn fault identification method, improves the efficiency of inter-turn fault identification, and optimizes the performance and stability of the target generator.
与上述几种实施例提出的匝间故障识别方法相对应,本公开的一个实施例还提出了一种匝间故障识别装置,由于本公开实施例提出的匝间故障识别装置与上述几种实施例提出的匝间故障识别方法相对应,因此上述匝间故障识别方法的实施方式也适用于本公开实施例提出的匝间故障识别装置,在下述实施例中不再详细描述。Corresponding to the inter-turn fault identification methods proposed in the above-mentioned embodiments, an embodiment of the present disclosure also proposes an inter-turn fault identification device. Since the inter-turn fault identification device proposed in the embodiment of the present disclosure corresponds to the inter-turn fault identification methods proposed in the above-mentioned embodiments, the implementation method of the above-mentioned inter-turn fault identification method is also applicable to the inter-turn fault identification device proposed in the embodiment of the present disclosure, and will not be described in detail in the following embodiments.
图4为本公开一实施例的匝间故障识别装置的结构示意图,如图4所示,匝间故障识别装置400,包括阻抗频谱生成模块41、故障识别模块42、监测模块43、分析模块44、灵敏系数计算模块45、信号分析模块46、数据采集模块47、数据校正模块48、信息采集模块49、构建模块410、输出模块411以及中央控制模块412,其中:FIG4 is a schematic diagram of the structure of a turn-to-turn fault identification device according to an embodiment of the present disclosure. As shown in FIG4 , the turn-to-turn fault identification device 400 includes an impedance spectrum generation module 41, a fault identification module 42, a monitoring module 43, an analysis module 44, a sensitivity coefficient calculation module 45, a signal analysis module 46, a data acquisition module 47, a data correction module 48, an information acquisition module 49, a construction module 410, an output module 411 and a central control module 412, wherein:
阻抗频谱生成模块41,用于获取参考发电机在匝间正常状态下的正常匝间阻抗频谱,以及匝间异常状态下的故障匝间阻抗频谱。以及,基于正常匝间阻抗频谱和故障匝间阻抗频谱,获取参考匝间阻抗频谱。The impedance spectrum generation module 41 is used to obtain the normal inter-turn impedance spectrum of the reference generator in the normal inter-turn state and the fault inter-turn impedance spectrum in the abnormal inter-turn state, and obtain the reference inter-turn impedance spectrum based on the normal inter-turn impedance spectrum and the fault inter-turn impedance spectrum.
故障识别模块42,用于获取目标发电机的运行匝间阻抗频谱,并基于运行匝间阻抗频谱和参考匝间阻抗频谱,获取目标发电机的匝间故障信息。The fault identification module 42 is used to obtain the operating inter-turn impedance spectrum of the target generator, and obtain the inter-turn fault information of the target generator based on the operating inter-turn impedance spectrum and the reference inter-turn impedance spectrum.
在一些实施例中,匝间故障识别装置400还包括监测模块43,用于监测目标发电机在运行过程中实时产生的阻抗信号,进而使得故障识别模块42可以获取目标发电机的运行匝间阻抗频谱。In some embodiments, the turn-to-turn fault identification device 400 further includes a monitoring module 43 for monitoring the impedance signal generated in real time during the operation of the target generator, so that the fault identification module 42 can obtain the operating turn-to-turn impedance spectrum of the target generator.
本公开实施例中,装置还包括:分析模块44,用于分析正常匝间阻抗频谱以及故障匝间阻抗频谱,得到参考发电机在匝间异常状态下的故障特征。In the disclosed embodiment, the device further includes: an analysis module 44 for analyzing a normal turn-to-turn impedance spectrum and a fault turn-to-turn impedance spectrum to obtain a fault feature of a reference generator in an abnormal turn-to-turn state.
在一些实施例中,可以基于分析模块44对正常匝间阻抗频谱以及故障匝间阻抗频谱进行分析,从而得到参考发电机处于匝间异常状态下的相关故障特征,进而实现对目标发电机的匝间故障识别。In some embodiments, the normal inter-turn impedance spectrum and the faulty inter-turn impedance spectrum can be analyzed based on the analysis module 44 to obtain relevant fault characteristics of the reference generator in the inter-turn abnormal state, thereby realizing the inter-turn fault identification of the target generator.
本公开实施例中,阻抗频谱生成模块41,还用于:获取参考发电机在匝间正常状态下的正常阻抗信号,以生成参考发电机在匝间正常状态下的正常匝间阻抗频谱。获取参考发电机在匝间异常状态下的绕组故障位置,并获取参考发电机基于绕组故障位置的故障阻抗信号,以生成参考发电机在匝间异常状态下的故障匝间阻抗频谱。In the embodiment of the present disclosure, the impedance spectrum generating module 41 is further used to: obtain a normal impedance signal of the reference generator in a normal turn-to-turn state to generate a normal turn-to-turn impedance spectrum of the reference generator in a normal turn-to-turn state; obtain a winding fault position of the reference generator in an abnormal turn-to-turn state, and obtain a fault impedance signal of the reference generator based on the winding fault position to generate a fault turn-to-turn impedance spectrum of the reference generator in an abnormal turn-to-turn state.
本公开实施例中,故障识别模块42,还用于:对目标发电机的运行过程进行监听,以得到目标发电机的运行匝间阻抗频谱。根据参考匝间阻抗频谱,识别运行匝间阻抗频谱是 否异常。响应于识别到运行匝间阻抗频谱异常,识别运行匝间阻抗频谱中的故障阻抗信息,并根据故障阻抗信息获取目标发电机的匝间故障信息。In the embodiment of the present disclosure, the fault identification module 42 is further used to monitor the operation process of the target generator to obtain the operating turn-to-turn impedance spectrum of the target generator. In response to identifying that the running inter-turn impedance spectrum is abnormal, fault impedance information in the running inter-turn impedance spectrum is identified, and inter-turn fault information of the target generator is acquired according to the fault impedance information.
本公开实施例中,装置还包括灵敏系数计算模块45,用于:获取参考发电机的第一不平衡电流有效值,并根据第一不平衡电流有效值得到参考发电机的参考灵敏系数。获取目标发电机的第二不平衡电流有效值,并根据第二不平衡电流有效值和参考灵敏系数,确定是否能够基于运行匝间阻抗频谱获取目标发电机的匝间故障信息。In the disclosed embodiment, the device further includes a sensitivity coefficient calculation module 45, which is used to: obtain a first unbalanced current effective value of the reference generator, and obtain a reference sensitivity coefficient of the reference generator according to the first unbalanced current effective value. Obtain a second unbalanced current effective value of the target generator, and determine whether the turn-to-turn fault information of the target generator can be obtained based on the running turn-to-turn impedance spectrum according to the second unbalanced current effective value and the reference sensitivity coefficient.
本公开实施例中,装置还包括信号分析模块46,用于:响应于确定不能够基于运行匝间阻抗频谱获取目标发电机的匝间故障信息,获取目标发电机的感应电势信号,并获取感应电势信号的信号分析结果。根据信号分析结果,获取目标发电机的匝间故障信息。In the disclosed embodiment, the device further includes a signal analysis module 46, which is used to: in response to determining that the inter-turn fault information of the target generator cannot be obtained based on the operating inter-turn impedance spectrum, obtain the induced potential signal of the target generator, and obtain the signal analysis result of the induced potential signal. According to the signal analysis result, the inter-turn fault information of the target generator is obtained.
在一些实施例中,匝间故障识别装置400还包括数据采集模块47和数据校正模块48,其中,可以根据数据采集模块47采集参考发电机和/或目标发电机在不同状态下的对应参数,在该场景下,还可以基于数据校正模块48对数据采集模块47采集到的参考发电机和/或目标发电机在不同状态下的对应参数进行校正。In some embodiments, the inter-turn fault identification device 400 also includes a data acquisition module 47 and a data correction module 48, wherein the corresponding parameters of the reference generator and/or the target generator in different states can be collected according to the data acquisition module 47. In this scenario, the corresponding parameters of the reference generator and/or the target generator in different states collected by the data acquisition module 47 can also be corrected based on the data correction module 48.
本公开实施例中,匝间故障识别装置400还包括信息采集模块49和构建模块410,其中,信息采集模块49,用于获取目标发电机的发电机参数,并基于发电机参数构建目标发电机的基础族模型和钢筋族模型;构建模块410,用于根据发电机参数得到目标发电机的基础外形参数以及钢筋基础参数,基于基础外形参数与基础族模型的关联,以及钢筋基础参数与钢筋族模型的关联,获取参考发电机。In the disclosed embodiment, the turn-to-turn fault identification device 400 also includes an information acquisition module 49 and a construction module 410, wherein the information acquisition module 49 is used to obtain the generator parameters of the target generator, and to construct a basic family model and a steel bar family model of the target generator based on the generator parameters; the construction module 410 is used to obtain the basic shape parameters and the basic steel bar parameters of the target generator according to the generator parameters, and to obtain a reference generator based on the association between the basic shape parameters and the basic family model, and the association between the basic steel bar parameters and the steel bar family model.
在一些实施例中,匝间故障识别装置400还包括输出模块411,用于输出对目标发电机进行匝间故障识别得到的目标发电机的匝间故障信息。In some embodiments, the turn-to-turn fault identification device 400 further includes an output module 411 for outputting turn-to-turn fault information of the target generator obtained by performing turn-to-turn fault identification on the target generator.
需要说明的是,匝间故障识别装置还包括中央控制模块412,其中,本公开实施例中提出的阻抗频谱生成模块41、故障识别模块42、监测模块43、分析模块44、灵敏系数计算模块45、信号分析模块46、数据采集模块47、数据校正模块48、信息采集模块49、构建模块410以及输出模块411均与中央控制模块412连接。It should be noted that the inter-turn fault identification device also includes a central control module 412, wherein the impedance spectrum generation module 41, the fault identification module 42, the monitoring module 43, the analysis module 44, the sensitivity coefficient calculation module 45, the signal analysis module 46, the data acquisition module 47, the data correction module 48, the information acquisition module 49, the construction module 410 and the output module 411 proposed in the embodiment of the present disclosure are all connected to the central control module 412.
在该场景下,通过中央控制模块412中的控制单元实现对阻抗频谱生成模块41、故障识别模块42、监测模块43、分析模块44、灵敏系数计算模块45、信号分析模块46、数据采集模块47、数据校正模块48、信息采集模块49、构建模块410以及输出模块411的运行控制。In this scenario, the operation control of the impedance spectrum generation module 41, the fault identification module 42, the monitoring module 43, the analysis module 44, the sensitivity coefficient calculation module 45, the signal analysis module 46, the data acquisition module 47, the data correction module 48, the information acquisition module 49, the construction module 410 and the output module 411 is realized through the control unit in the central control module 412.
本公开实施例提出的匝间故障识别装置,获取参考发电机在匝间正常状态下的正常匝间阻抗频谱,以及匝间异常状态下的故障匝间阻抗频谱,进而得到参考发电机的参考匝间阻抗频谱。在一些实施例中,基于获取到的目标发电机的运行匝间阻抗频谱以及参考发电机的参考匝间阻抗频谱,获取目标发电机的匝间故障信息。本公开实施例中,基于目标发 电机的运行匝间阻抗频谱实现对目标发电机的匝间故障的识别,提高了匝间故障识别方法的灵敏度,优化了匝间故障识别方法的实用性和适用性,实现了对目标发电机的实时匝间故障识别,提高了匝间故障识别的效率,优化了目标发电机的性能以及稳定性。The turn-to-turn fault identification device proposed in the embodiment of the present disclosure obtains the normal turn-to-turn impedance spectrum of the reference generator in the normal turn-to-turn state and the fault turn-to-turn impedance spectrum in the abnormal turn-to-turn state, and then obtains the reference turn-to-turn impedance spectrum of the reference generator. In some embodiments, based on the obtained operating turn-to-turn impedance spectrum of the target generator and the reference turn-to-turn impedance spectrum of the reference generator, the turn-to-turn fault information of the target generator is obtained. In the embodiment of the present disclosure, based on the target generator, The running interturn impedance spectrum of the motor realizes the identification of the interturn fault of the target generator, improves the sensitivity of the interturn fault identification method, optimizes the practicality and applicability of the interturn fault identification method, realizes real-time interturn fault identification of the target generator, improves the efficiency of interturn fault identification, and optimizes the performance and stability of the target generator.
为达到上述实施例,本公开实施例还提供了一种电子设备、一种计算机可读存储介质、一种计算机程序产品和一种计算机程序。To achieve the above embodiments, the embodiments of the present disclosure also provide an electronic device, a computer-readable storage medium, a computer program product, and a computer program.
为了实现上述实施例,本公开实施例还提供一种电子设备,包括:至少一个处理器;以及与所述至少一个处理器通信连接的存储器;其中,所述存储器存储有可被所述至少一个处理器执行的指令,所述指令被所述至少一个处理器执行,以使所述至少一个处理器能够执行本公开第一方面实施例提供的匝间故障识别方法。In order to implement the above-mentioned embodiments, the embodiments of the present disclosure also provide an electronic device, comprising: at least one processor; and a memory communicatively connected to the at least one processor; wherein the memory stores instructions executable by the at least one processor, and the instructions are executed by the at least one processor so that the at least one processor can execute the inter-turn fault identification method provided in the embodiment of the first aspect of the present disclosure.
图5为本公开一实施例的电子设备的框图,根据如图5所示的电子设备可以实现执行图1至图3的实施例的匝间故障识别方法。FIG5 is a block diagram of an electronic device according to an embodiment of the present disclosure. The electronic device shown in FIG5 can implement the turn-to-turn fault identification method of the embodiments of FIG1 to FIG3 .
为了实现上述实施例,本公开实施例还提供一种存储有计算机指令的非瞬时计算机可读存储介质,计算机指令用于使计算机执行图1至图3的实施例的匝间故障识别方法。In order to implement the above-mentioned embodiments, the embodiments of the present disclosure further provide a non-transitory computer-readable storage medium storing computer instructions, where the computer instructions are used to enable a computer to execute the turn-to-turn fault identification method of the embodiments of FIG. 1 to FIG. 3 .
为了实现上述实施例,本公开实施例还提供一种计算机程序产品,当计算机程序产品中的指令处理器执行时,执行图1至图3的实施例的匝间故障识别方法。In order to implement the above-mentioned embodiment, the embodiment of the present disclosure further provides a computer program product. When the instruction processor in the computer program product is executed, the turn-to-turn fault identification method of the embodiment of Figures 1 to 3 is executed.
为了实现上述实施例,本公开实施例还提供一种计算机程序,所述计算机程序包括计算机程序代码,当所述计算机程序代码在计算机上运行时,以使得计算机执行图1至图3的实施例的匝间故障识别方法。In order to implement the above embodiments, the embodiments of the present disclosure further provide a computer program, which includes computer program code. When the computer program code runs on a computer, the computer executes the turn-to-turn fault identification method of the embodiments of Figures 1 to 3.
在本说明书的描述中,参考术语“一个实施例”、“一些实施例”、“示例”、“具体示例”、或“一些示例”等的描述意指结合该实施例或示例描述的具体特征、结构、材料或者特点包含于本公开实施例的至少一个实施例或示例中。在本说明书中,对上述术语的示意性表述不必须针对的是相同的实施例或示例。而且,描述的具体特征、结构、材料或者特点可以在任一个或多个实施例或示例中以合适的方式结合。此外,在不相互矛盾的情况下,本领域的技术人员可以将本说明书中描述的不同实施例或示例以及不同实施例或示例的特征进行结合和组合。In the description of this specification, the description with reference to the terms "one embodiment", "some embodiments", "example", "specific example", or "some examples" etc. means that the specific features, structures, materials or characteristics described in conjunction with the embodiment or example are included in at least one embodiment or example of the disclosed embodiments. In this specification, the schematic representations of the above terms do not necessarily refer to the same embodiment or example. Moreover, the specific features, structures, materials or characteristics described may be combined in any one or more embodiments or examples in a suitable manner. In addition, those skilled in the art may combine and combine the different embodiments or examples described in this specification and the features of the different embodiments or examples, without contradiction.
此外,术语“第一”、“第二”仅用于描述目的,而不能理解为指示或暗示相对重要性或者隐含指明所指示的技术特征的数量。由此,限定有“第一”、“第二”的特征可以明示或者隐含地包括至少一个该特征。在本公开实施例的描述中,“多个”的含义是至少两个,例如两个,三个等,除非另有明确具体的限定。In addition, the terms "first" and "second" are used for descriptive purposes only and should not be understood as indicating or implying relative importance or implicitly indicating the number of technical features indicated. Thus, a feature defined as "first" or "second" may explicitly or implicitly include at least one of the features. In the description of the embodiments of the present disclosure, the meaning of "plurality" is at least two, such as two, three, etc., unless otherwise clearly and specifically defined.
流程图中或在此以其他方式描述的任何过程或方法描述可以被理解为,表示包括一个或更多个用于实现定制逻辑功能或过程的步骤的可执行指令的代码的模块、片段 或部分,并且本公开的优选实施方式的范围包括另外的实现,其中可以不按所示出或讨论的顺序,包括根据所涉及的功能按基本同时的方式或按相反的顺序,来执行功能,这应被本公开的实施例所属技术领域的技术人员所理解。Any process or method description described in the flowchart or otherwise herein can be understood as a module, segment, or code representing one or more executable instructions for implementing a custom logical function or process. or part thereof, and the scope of the preferred embodiments of the present disclosure includes additional implementations in which functions may be performed out of the order shown or discussed, including performing functions in a substantially simultaneous manner or in a reverse order depending on the functions involved, which should be understood by technicians in the technical field to which the embodiments of the present disclosure belong.
在流程图中表示或在此以其他方式描述的逻辑和/或步骤,例如,可以被认为是用于实现逻辑功能的可执行指令的定序列表,可以具体实现在任何计算机可读介质中,以供指令执行系统、装置或设备(如基于计算机的系统、包括处理器的系统或其他可以从指令执行系统、装置或设备取指令并执行指令的系统)使用,或结合这些指令执行系统、装置或设备而使用。就本说明书而言,"计算机可读介质"可以是任何可以包含、存储、通信、传播或传输程序以供指令执行系统、装置或设备或结合这些指令执行系统、装置或设备而使用的装置。计算机可读介质的更具体的示例(非穷尽性列表)包括以下:具有一个或多个布线的电连接部(电子装置),便携式计算机盘盒(磁装置),随机存取存储器(RAM),只读存储器(ROM),可擦除可编辑只读存储器(EPROM或闪速存储器),光纤装置,以及便携式光盘只读存储器(CDROM)。另外,计算机可读介质甚至可以是可在其上打印所述程序的纸或其他合适的介质,因为可以例如通过对纸或其他介质进行光学扫描,接着进行编辑、解译或必要时以其他合适方式进行处理来以电子方式获得所述程序,然后将其存储在计算机存储器中。The logic and/or steps represented in the flowchart or otherwise described herein, for example, can be considered as an ordered list of executable instructions for implementing logical functions, and can be embodied in any computer-readable medium for use by an instruction execution system, device or apparatus (such as a computer-based system, a system including a processor, or other system that can fetch instructions from an instruction execution system, device or apparatus and execute the instructions), or in combination with these instruction execution systems, devices or apparatuses. For the purposes of this specification, "computer-readable medium" can be any device that can contain, store, communicate, propagate or transmit a program for use by an instruction execution system, device or apparatus, or in combination with these instruction execution systems, devices or apparatuses. More specific examples of computer-readable media (a non-exhaustive list) include the following: an electrical connection with one or more wires (electronic device), a portable computer disk box (magnetic device), a random access memory (RAM), a read-only memory (ROM), an erasable and programmable read-only memory (EPROM or flash memory), a fiber optic device, and a portable compact disk read-only memory (CDROM). In addition, the computer-readable medium may even be paper or other suitable medium on which the program is printed, since the program may be obtained electronically, for example, by optically scanning the paper or other medium and then editing, interpreting or processing in other suitable ways if necessary, and then stored in a computer memory.
应当理解,本公开的各部分可以用硬件、软件、固件或它们的组合来实现。在上述实施方式中,多个步骤或方法可以用存储在存储器中且由合适的指令执行系统执行的软件或固件来实现。如,如果用硬件来实现和在另一实施方式中一样,可用本领域公知的下列技术中的任一项或他们的组合来实现:具有用于对数据信号实现逻辑功能的逻辑门电路的离散逻辑电路,具有合适的组合逻辑门电路的专用集成电路,可编程门阵列(PGA),现场可编程门阵列(FPGA)等。It should be understood that the various parts of the present disclosure can be implemented in hardware, software, firmware or a combination thereof. In the above-mentioned embodiments, multiple steps or methods can be implemented in software or firmware stored in a memory and executed by a suitable instruction execution system. For example, if implemented in hardware, as in another embodiment, any one of the following technologies known in the art or a combination thereof can be used to implement: a discrete logic circuit having a logic gate circuit for implementing a logic function for a data signal, a dedicated integrated circuit having a suitable combination of logic gate circuits, a programmable gate array (PGA), a field programmable gate array (FPGA), etc.
需要说明的是,前述对方法、装置实施例的解释说明也适用于上述实施例的电子设备、车辆、计算机可读存储介质、计算机程序产品和计算机程序,此处不再赘述。It should be noted that the aforementioned explanations of the method and device embodiments are also applicable to the electronic devices, vehicles, computer-readable storage media, computer program products and computer programs of the above embodiments, and will not be repeated here.
本技术领域的普通技术人员可以理解实现上述实施例方法携带的全部或部分步骤是可以通过程序来指令相关的硬件完成,所述的程序可以存储于一种计算机可读存储介质中,该程序在执行时,包括方法实施例的步骤之一或其组合。A person skilled in the art may understand that all or part of the steps in the method for implementing the above-mentioned embodiment may be completed by instructing related hardware through a program, and the program may be stored in a computer-readable storage medium, which, when executed, includes one or a combination of the steps of the method embodiment.
此外,在本公开各个实施例中的各功能单元可以集成在一个处理模块中,也可以是各个单元单独物理存在,也可以两个或两个以上单元集成在一个模块中。上述集成的模块既可以采用硬件的形式实现,也可以采用软件功能模块的形式实现。所述集成的模块如果以软件功能模块的形式实现并作为独立的产品销售或使用时,也可以存储在一个计算机可读取存储介质中。 In addition, each functional unit in each embodiment of the present disclosure may be integrated into a processing module, or each unit may exist physically separately, or two or more units may be integrated into one module. The above-mentioned integrated module may be implemented in the form of hardware or in the form of a software functional module. If the integrated module is implemented in the form of a software functional module and sold or used as an independent product, it may also be stored in a computer-readable storage medium.
上述提到的存储介质可以是只读存储器,磁盘或光盘等。尽管上面已经示出和描述了本公开的实施例,可以理解的是,上述实施例是示例性的,不能理解为对本公开的限制,本领域的普通技术人员在本公开的范围内可以对上述实施例进行变化、修改、替换和变型。The storage medium mentioned above may be a read-only memory, a magnetic disk or an optical disk, etc. Although the embodiments of the present disclosure have been shown and described above, it can be understood that the above embodiments are exemplary and cannot be understood as limiting the present disclosure. A person of ordinary skill in the art may change, modify, replace and modify the above embodiments within the scope of the present disclosure.
本公开所有实施例均可以单独被执行,也可以与其他实施例相结合被执行,均视为本公开要求的保护范围。 All embodiments of the present disclosure may be implemented individually or in combination with other embodiments, and are deemed to be within the protection scope required by the present disclosure.

Claims (17)

  1. 一种匝间故障识别方法,其特征在于,所述方法包括:A turn-to-turn fault identification method, characterized in that the method comprises:
    获取参考发电机在匝间正常状态下的正常匝间阻抗频谱,以及匝间异常状态下的故障匝间阻抗频谱;Obtaining a normal inter-turn impedance spectrum of a reference generator in a normal inter-turn state and a fault inter-turn impedance spectrum in an abnormal inter-turn state;
    基于所述正常匝间阻抗频谱和所述故障匝间阻抗频谱,获取参考匝间阻抗频谱;Based on the normal inter-turn impedance spectrum and the fault inter-turn impedance spectrum, obtaining a reference inter-turn impedance spectrum;
    获取目标发电机的运行匝间阻抗频谱,并基于所述运行匝间阻抗频谱和所述参考匝间阻抗频谱,获取所述目标发电机的匝间故障信息。An operating inter-turn impedance spectrum of a target generator is obtained, and inter-turn fault information of the target generator is obtained based on the operating inter-turn impedance spectrum and the reference inter-turn impedance spectrum.
  2. 根据权利要求1所述的方法,其特征在于,所述获取参考发电机在匝间正常状态下的正常匝间阻抗频谱,以及匝间异常状态下的故障匝间阻抗频谱,包括:The method according to claim 1 is characterized in that the obtaining of the normal turn-to-turn impedance spectrum of the reference generator in a normal turn-to-turn state and the fault turn-to-turn impedance spectrum in an abnormal turn-to-turn state comprises:
    获取所述参考发电机在所述匝间正常状态下的正常阻抗信号,以生成所述参考发电机在所述匝间正常状态下的所述正常匝间阻抗频谱;Acquire a normal impedance signal of the reference generator in the normal turn-to-turn state to generate the normal turn-to-turn impedance spectrum of the reference generator in the normal turn-to-turn state;
    获取所述参考发电机在所述匝间异常状态下的绕组故障位置,并获取所述参考发电机基于所述绕组故障位置的故障阻抗信号,以生成所述参考发电机在所述匝间异常状态下的所述故障匝间阻抗频谱。The winding fault position of the reference generator in the turn-to-turn abnormal state is obtained, and a fault impedance signal of the reference generator based on the winding fault position is obtained to generate the fault turn-to-turn impedance spectrum of the reference generator in the turn-to-turn abnormal state.
  3. 根据权利要求1或2所述的方法,其特征在于,所述获取目标发电机的运行匝间阻抗频谱,并基于所述运行匝间阻抗频谱和所述参考匝间阻抗频谱,获取所述目标发电机的匝间故障信息,包括:The method according to claim 1 or 2, characterized in that the obtaining of the operating turn-to-turn impedance spectrum of the target generator, and obtaining the turn-to-turn fault information of the target generator based on the operating turn-to-turn impedance spectrum and the reference turn-to-turn impedance spectrum, comprises:
    对所述目标发电机的运行过程进行监听,以得到所述目标发电机的所述运行匝间阻抗频谱;Monitoring the operation process of the target generator to obtain the operating turn-to-turn impedance spectrum of the target generator;
    根据所述参考匝间阻抗频谱,识别所述运行匝间阻抗频谱是否存在异常;According to the reference inter-turn impedance spectrum, identifying whether the operating inter-turn impedance spectrum is abnormal;
    响应于识别到所述运行匝间阻抗频谱存在异常,识别所述运行匝间阻抗频谱中的故障阻抗信息,并根据所述故障阻抗信息获取所述目标发电机的所述匝间故障信息。In response to identifying that the operating inter-turn impedance spectrum is abnormal, fault impedance information in the operating inter-turn impedance spectrum is identified, and the inter-turn fault information of the target generator is acquired according to the fault impedance information.
  4. 根据权利要求1至3中的任一项所述的方法,其特征在于,所述获取参考发电机在匝间正常状态下的正常匝间阻抗频谱,以及匝间异常状态下的故障匝间阻抗频谱之前,包括:The method according to any one of claims 1 to 3, characterized in that before obtaining the normal turn-to-turn impedance spectrum of the reference generator in a normal turn-to-turn state and the fault turn-to-turn impedance spectrum in an abnormal turn-to-turn state, the method comprises:
    获取所述参考发电机的第一不平衡电流有效值,并根据所述第一不平衡电流有效值得到所述参考发电机的参考灵敏系数; Acquire a first unbalanced current effective value of the reference generator, and obtain a reference sensitivity coefficient of the reference generator according to the first unbalanced current effective value;
    获取所述目标发电机的第二不平衡电流有效值,并根据所述第二不平衡电流有效值和所述参考灵敏系数,确定是否能够基于所述运行匝间阻抗频谱获取所述目标发电机的所述匝间故障信息。A second unbalanced current effective value of the target generator is obtained, and according to the second unbalanced current effective value and the reference sensitivity coefficient, it is determined whether the turn-to-turn fault information of the target generator can be obtained based on the operating turn-to-turn impedance spectrum.
  5. 根据权利要求4所述的方法,其特征在于,所述获取所述目标发电机的第二不平衡电流有效值,并根据所述第二不平衡电流有效值和所述参考灵敏系数,确定是否基于所述运行匝间阻抗频谱获取所述目标发电机的所述匝间故障信息,包括:The method according to claim 4, characterized in that the obtaining of the second unbalanced current effective value of the target generator, and determining whether to obtain the turn-to-turn fault information of the target generator based on the operating turn-to-turn impedance spectrum according to the second unbalanced current effective value and the reference sensitivity coefficient, comprises:
    响应于确定不能够基于所述运行匝间阻抗频谱获取所述目标发电机的所述匝间故障信息,获取所述目标发电机的感应电势信号,并获取所述感应电势信号的信号分析结果;In response to determining that the turn-to-turn fault information of the target generator cannot be obtained based on the operating turn-to-turn impedance spectrum, obtaining an induced potential signal of the target generator and obtaining a signal analysis result of the induced potential signal;
    根据所述信号分析结果,获取所述目标发电机的所述匝间故障信息。The turn-to-turn fault information of the target generator is obtained according to the signal analysis result.
  6. 根据权利要求1至5中任一项所述的方法,其特征在于,所述方法还包括:The method according to any one of claims 1 to 5, characterized in that the method further comprises:
    获取所述目标发电机的发电机参数,并基于所述发电机参数构建所述目标发电机的基础族模型和钢筋族模型;Acquire generator parameters of the target generator, and construct a basic family model and a steel family model of the target generator based on the generator parameters;
    根据所述发电机参数得到所述目标发电机的基础外形参数以及钢筋基础参数,基于所述基础外形参数与基础族模型的关联,以及所述钢筋基础参数与所述钢筋族模型的关联,获取所述参考发电机。The basic shape parameters and the basic reinforcement parameters of the target generator are obtained according to the generator parameters, and the reference generator is obtained based on the association between the basic shape parameters and the basic family model, and the association between the basic reinforcement parameters and the steel family model.
  7. 一种匝间故障识别装置,其特征在于,所述装置包括:A turn-to-turn fault identification device, characterized in that the device comprises:
    阻抗频谱生成模块,用于获取参考发电机在匝间正常状态下的正常匝间阻抗频谱,以及匝间异常状态下的故障匝间阻抗频谱;并且,基于所述正常匝间阻抗频谱和所述故障匝间阻抗频谱,获取参考匝间阻抗频谱;An impedance spectrum generating module is used to obtain a normal inter-turn impedance spectrum of a reference generator in a normal inter-turn state and a fault inter-turn impedance spectrum in an abnormal inter-turn state; and based on the normal inter-turn impedance spectrum and the fault inter-turn impedance spectrum, obtain a reference inter-turn impedance spectrum;
    故障识别模块,用于获取目标发电机的运行匝间阻抗频谱,并基于所述运行匝间阻抗频谱和所述参考匝间阻抗频谱,获取所述目标发电机的匝间故障信息。The fault identification module is used to obtain the operating inter-turn impedance spectrum of the target generator, and obtain the inter-turn fault information of the target generator based on the operating inter-turn impedance spectrum and the reference inter-turn impedance spectrum.
  8. 根据权利要求7所述的装置,其特征在于,所述装置还包括:The device according to claim 7, characterized in that the device further comprises:
    分析模块,用于分析所述正常匝间阻抗频谱以及所述故障匝间阻抗频谱,得到所述参考发电机在所述匝间异常状态下的故障特征。The analysis module is used to analyze the normal inter-turn impedance spectrum and the fault inter-turn impedance spectrum to obtain the fault characteristics of the reference generator in the abnormal inter-turn state.
  9. 根据权利要求7或8所述的装置,其特征在于,所述阻抗频谱生成模块,还用于:The device according to claim 7 or 8, characterized in that the impedance spectrum generating module is further used for:
    获取所述参考发电机在所述匝间正常状态下的正常阻抗信号,以生成所述参考发电机在所述匝间正常状态下的所述正常匝间阻抗频谱; Acquire a normal impedance signal of the reference generator in the normal turn-to-turn state to generate the normal turn-to-turn impedance spectrum of the reference generator in the normal turn-to-turn state;
    获取所述参考发电机在所述匝间异常状态下的绕组故障位置,并获取所述参考发电机基于所述绕组故障位置的故障阻抗信号,以生成所述参考发电机在所述匝间异常状态下的所述故障匝间阻抗频谱。The winding fault position of the reference generator in the turn-to-turn abnormal state is obtained, and a fault impedance signal of the reference generator based on the winding fault position is obtained to generate the fault turn-to-turn impedance spectrum of the reference generator in the turn-to-turn abnormal state.
  10. 根据权利要求7至9中任一项所述的装置,其特征在于,所述故障识别模块,还用于:The device according to any one of claims 7 to 9, characterized in that the fault identification module is further used to:
    对所述目标发电机的运行过程进行监听,以得到所述目标发电机的所述运行匝间阻抗频谱;Monitoring the operation process of the target generator to obtain the operating turn-to-turn impedance spectrum of the target generator;
    根据所述参考匝间阻抗频谱,识别所述运行匝间阻抗频谱是否存在异常;According to the reference inter-turn impedance spectrum, identifying whether the operating inter-turn impedance spectrum is abnormal;
    响应于识别到所述运行匝间阻抗频谱存在异常,识别所述运行匝间阻抗频谱中的故障阻抗信息,并根据所述故障阻抗信息获取所述目标发电机的所述匝间故障信息。In response to identifying that the operating inter-turn impedance spectrum is abnormal, fault impedance information in the operating inter-turn impedance spectrum is identified, and the inter-turn fault information of the target generator is acquired according to the fault impedance information.
  11. 根据权利要求7至10中任一项所述的装置,其特征在于,所述装置还包括灵敏系数计算模块,用于:The device according to any one of claims 7 to 10, characterized in that the device further comprises a sensitivity coefficient calculation module, which is used to:
    获取所述参考发电机的第一不平衡电流有效值,并根据所述第一不平衡电流有效值得到所述参考发电机的参考灵敏系数;Acquire a first unbalanced current effective value of the reference generator, and obtain a reference sensitivity coefficient of the reference generator according to the first unbalanced current effective value;
    获取所述目标发电机的第二不平衡电流有效值,并根据所述第二不平衡电流有效值和所述参考灵敏系数,确定是否能够基于所述运行匝间阻抗频谱获取所述目标发电机的所述匝间故障信息。A second unbalanced current effective value of the target generator is obtained, and according to the second unbalanced current effective value and the reference sensitivity coefficient, it is determined whether the turn-to-turn fault information of the target generator can be obtained based on the operating turn-to-turn impedance spectrum.
  12. 根据权利要求11所述的装置,其特征在于,所述装置还包括信号分析模块,用于:The device according to claim 11, characterized in that the device further comprises a signal analysis module, configured to:
    响应于确定不能够基于所述运行匝间阻抗频谱获取所述目标发电机的匝间故障信息,获取所述目标发电机的感应电势信号,并获取所述感应电势信号的信号分析结果;In response to determining that it is not possible to obtain the turn-to-turn fault information of the target generator based on the operating turn-to-turn impedance spectrum, obtaining an induced potential signal of the target generator, and obtaining a signal analysis result of the induced potential signal;
    根据所述信号分析结果,获取所述目标发电机的所述匝间故障信息。The turn-to-turn fault information of the target generator is obtained according to the signal analysis result.
  13. 根据权利要求7至12任一项所述的装置,其特征在于,所述装置还包括:The device according to any one of claims 7 to 12, characterized in that the device further comprises:
    信息采集模块,用于获取所述目标发电机的发电机参数,并基于所述发电机参数构建所述目标发电机的基础族模型和钢筋族模型;An information acquisition module, used for acquiring the generator parameters of the target generator, and constructing a basic family model and a steel family model of the target generator based on the generator parameters;
    构建模块,用于根据所述发电机参数得到所述目标发电机的基础外形参数以及钢筋基础参数,基于所述基础外形参数与基础族模型的关联,以及所述钢筋基础参数与所述钢筋族模型的关联,获取所述参考发电机。 A construction module is used to obtain the basic shape parameters and the basic steel bar parameters of the target generator according to the generator parameters, and obtain the reference generator based on the association between the basic shape parameters and the basic family model, and the association between the basic steel bar parameters and the steel bar family model.
  14. 一种电子设备,其特征在于,包括:An electronic device, comprising:
    至少一个处理器;以及at least one processor; and
    与所述至少一个处理器通信连接的存储器;其中,a memory communicatively connected to the at least one processor; wherein,
    所述存储器存储有可被所述至少一个处理器执行的指令,所述指令被所述至少一个处理器执行,以使所述至少一个处理器能够执行权利要求1至6中任一项所述的方法。The memory stores instructions that can be executed by the at least one processor, and the instructions are executed by the at least one processor to enable the at least one processor to perform the method according to any one of claims 1 to 6.
  15. 一种存储有计算机指令的非瞬时计算机可读存储介质,其特征在于,所述计算机指令用于使所述计算机执行权利要求1至6中任一项所述的方法。A non-transitory computer-readable storage medium storing computer instructions, wherein the computer instructions are used to cause the computer to execute the method according to any one of claims 1 to 6.
  16. 一种计算机程序产品,包括计算机程序,所述计算机程序在被处理器执行时实现根据权利要求1至6中任一项所述的方法。A computer program product comprises a computer program, wherein when the computer program is executed by a processor, the computer program implements the method according to any one of claims 1 to 6.
  17. 一种计算机程序,其特征在于,所述计算机程序包括计算机程序代码,当所述计算机程序代码在计算机上运行时,以使得计算机执行如权利要求1至6中任一项所述的方法。 A computer program, characterized in that the computer program comprises computer program code, and when the computer program code is run on a computer, the computer is caused to execute the method according to any one of claims 1 to 6.
PCT/CN2023/127328 2022-10-27 2023-10-27 Interturn fault identification method and apparatus, and electronic device and medium WO2024088413A1 (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
CN202211330420.7A CN115902618A (en) 2022-10-27 2022-10-27 Interturn fault identification method and device, electronic equipment and medium
CN202211330420.7 2022-10-27

Publications (1)

Publication Number Publication Date
WO2024088413A1 true WO2024088413A1 (en) 2024-05-02

Family

ID=86478663

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/CN2023/127328 WO2024088413A1 (en) 2022-10-27 2023-10-27 Interturn fault identification method and apparatus, and electronic device and medium

Country Status (2)

Country Link
CN (1) CN115902618A (en)
WO (1) WO2024088413A1 (en)

Families Citing this family (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN115902618A (en) * 2022-10-27 2023-04-04 西安热工研究院有限公司 Interturn fault identification method and device, electronic equipment and medium

Citations (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6035265A (en) * 1997-10-08 2000-03-07 Reliance Electric Industrial Company System to provide low cost excitation to stator winding to generate impedance spectrum for use in stator diagnostics
US6636823B1 (en) * 1999-09-30 2003-10-21 Rockwell Automation Technologies, Inc. Method and apparatus for motor fault diagnosis
JP2006141108A (en) * 2004-11-11 2006-06-01 Sumitomo Metal Ind Ltd Method and device for detecting abnormality of three-phase winding type induction motor
US20130311113A1 (en) * 2012-05-21 2013-11-21 General Electric Company Prognostics and life estimation of electrical machines
CN104755947A (en) * 2012-10-26 2015-07-01 Abb技术有限公司 A method for the diagnostics of electromechanical system based on impedance analysis
CN105548799A (en) * 2015-12-06 2016-05-04 国家电网公司 Method for online monitoring on generator rotor winding inter-turn short circuit faults
CN110161366A (en) * 2019-06-28 2019-08-23 华北电力大学(保定) A kind of steam turbine generator excitation winding interturn short-circuit failure diagnosing method
CN110716152A (en) * 2019-10-09 2020-01-21 中国大唐集团科学技术研究院有限公司火力发电技术研究院 Method for monitoring turn-to-turn short circuit of generator by impedance frequency spectrum
CN110927574A (en) * 2019-12-04 2020-03-27 华北电力科学研究院有限责任公司 Generator rotor turn-to-turn short circuit diagnosis method and device
CN112034344A (en) * 2020-09-09 2020-12-04 北京华科同安监控技术有限公司 Real-time online diagnosis method for turn-to-turn short circuit fault of rotor winding of hydraulic generator
CN115902618A (en) * 2022-10-27 2023-04-04 西安热工研究院有限公司 Interturn fault identification method and device, electronic equipment and medium

Patent Citations (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6035265A (en) * 1997-10-08 2000-03-07 Reliance Electric Industrial Company System to provide low cost excitation to stator winding to generate impedance spectrum for use in stator diagnostics
US6636823B1 (en) * 1999-09-30 2003-10-21 Rockwell Automation Technologies, Inc. Method and apparatus for motor fault diagnosis
JP2006141108A (en) * 2004-11-11 2006-06-01 Sumitomo Metal Ind Ltd Method and device for detecting abnormality of three-phase winding type induction motor
US20130311113A1 (en) * 2012-05-21 2013-11-21 General Electric Company Prognostics and life estimation of electrical machines
CN104755947A (en) * 2012-10-26 2015-07-01 Abb技术有限公司 A method for the diagnostics of electromechanical system based on impedance analysis
CN105548799A (en) * 2015-12-06 2016-05-04 国家电网公司 Method for online monitoring on generator rotor winding inter-turn short circuit faults
CN110161366A (en) * 2019-06-28 2019-08-23 华北电力大学(保定) A kind of steam turbine generator excitation winding interturn short-circuit failure diagnosing method
CN110716152A (en) * 2019-10-09 2020-01-21 中国大唐集团科学技术研究院有限公司火力发电技术研究院 Method for monitoring turn-to-turn short circuit of generator by impedance frequency spectrum
CN110927574A (en) * 2019-12-04 2020-03-27 华北电力科学研究院有限责任公司 Generator rotor turn-to-turn short circuit diagnosis method and device
CN112034344A (en) * 2020-09-09 2020-12-04 北京华科同安监控技术有限公司 Real-time online diagnosis method for turn-to-turn short circuit fault of rotor winding of hydraulic generator
CN115902618A (en) * 2022-10-27 2023-04-04 西安热工研究院有限公司 Interturn fault identification method and device, electronic equipment and medium

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
HAO LIANGLIANG, WU JUNYONG, SUN YUGUANG, WANG XIANGHENG, ZHANG QIXUE, CHEN JUN.: "A Monitoring Scheme for Inter-turn Short Circuit of Field Windings in Synchronous Machines and Its Sensitivity Analysis", AUTOMATION OF ELECTRIC POWER SYSTEMS, NANJING ZIDONGHUA YANJIUSUO, NANJING, CN, vol. 37, no. 12, 25 June 2013 (2013-06-25), CN , pages 120 - 127, XP009554027, ISSN: 1000-1026 *

Also Published As

Publication number Publication date
CN115902618A (en) 2023-04-04

Similar Documents

Publication Publication Date Title
WO2024088413A1 (en) Interturn fault identification method and apparatus, and electronic device and medium
KR102366922B1 (en) heavy electric equipment deterioration prediction system based on time-series isolation diagnostic information and method therefor
DE102009003678A1 (en) Non-invasive monitoring and diagnosis of electrical machines by measuring their external flux density
JP2011252752A (en) Transformer soundness diagnosis method, soundness diagnosis device, and soundness diagnosis program
CN109470946A (en) A kind of generating equipment fault detection method and system
Laala et al. Induction motor broken rotor bars detection using fuzzy logic: experimental research
JP2014194727A (en) Rotary machine quality diagnostic system
CN112330488A (en) Power grid frequency situation prediction method based on transfer learning
JP6161783B2 (en) Method for obtaining impedance of power transmission / distribution network by computer support, power generation apparatus and computer program for implementing the method
Sheikh et al. Unsupervised on-line method to diagnose unbalanced voltage in three-phase induction motor
DE102016110652A1 (en) Generator with a current measurement
CN117148146A (en) Diagnosis method and device for demagnetization fault of permanent magnet wind driven generator and electronic equipment
CN113341366B (en) Method, device and storage medium for monitoring state of user electric meter
CN110763493A (en) Method and device for determining fault type
CN114545164A (en) Partial discharge spectrogram drawing method, device, equipment and storage medium of transformer
Montanari et al. How to deal with the severity of different partial discharge sources in rotating machines: the definition of a new health index
CN113570473A (en) Equipment fault monitoring method and device, computer equipment and storage medium
WO2020021686A1 (en) Analysis supporting device, analysis supporting method, and computer-readable recording medium
WO2024098638A1 (en) Motor control method and apparatus, and motor, electronic device and storage medium
CN118100113B (en) Constant transient voltage suppressor control method and system
CN117952600B (en) New energy automobile motor evaluation method and system based on acoustic data
CN115442247B (en) Adopt artificial intelligence data processing fortune dimension case
CN108959028A (en) Disk Life Cycle Analysis and device
EP3386055A2 (en) Dynamic parameter limiting based on asset performance and health status
CN114091984B (en) Power transformer operation state evaluation method and equipment

Legal Events

Date Code Title Description
121 Ep: the epo has been informed by wipo that ep was designated in this application

Ref document number: 23881988

Country of ref document: EP

Kind code of ref document: A1