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CN110333705A - Diagnosis control method, system, storage medium and terminal based on oil gear pressure oil groove oil pressure data correlation - Google Patents

Diagnosis control method, system, storage medium and terminal based on oil gear pressure oil groove oil pressure data correlation Download PDF

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Publication number
CN110333705A
CN110333705A CN201910330233.0A CN201910330233A CN110333705A CN 110333705 A CN110333705 A CN 110333705A CN 201910330233 A CN201910330233 A CN 201910330233A CN 110333705 A CN110333705 A CN 110333705A
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CN
China
Prior art keywords
pressure
oil
control
data
oil groove
Prior art date
Legal status (The legal status 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 status listed.)
Pending
Application number
CN201910330233.0A
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Chinese (zh)
Inventor
赵国建
何军
赵泽西
何啸天
刘昊鹏
王谦
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SICHUAN ZHONGDING INTELLIGENT TECHNOLOGY Co Ltd
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SICHUAN ZHONGDING INTELLIGENT TECHNOLOGY Co Ltd
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Priority to CN201910330233.0A priority Critical patent/CN110333705A/en
Publication of CN110333705A publication Critical patent/CN110333705A/en
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    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00Testing or monitoring of control systems or parts thereof
    • G05B23/02Electric testing or monitoring
    • G05B23/0205Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0218Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults
    • G05B23/0221Preprocessing measurements, e.g. data collection rate adjustment; Standardization of measurements; Time series or signal analysis, e.g. frequency analysis or wavelets; Trustworthiness of measurements; Indexes therefor; Measurements using easily measured parameters to estimate parameters difficult to measure; Virtual sensor creation; De-noising; Sensor fusion; Unconventional preprocessing inherently present in specific fault detection methods like PCA-based methods
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B2219/00Program-control systems
    • G05B2219/20Pc systems
    • G05B2219/24Pc safety
    • G05B2219/24065Real time diagnostics

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  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Engineering & Computer Science (AREA)
  • Automation & Control Theory (AREA)
  • Testing Of Devices, Machine Parts, Or Other Structures Thereof (AREA)
  • Control Of Transmission Device (AREA)

Abstract

The invention discloses diagnosis control method, system, storage medium and terminals based on oil gear pressure oil groove oil pressure data correlation, method includes pressure oil groove oil pressure data correlation establishment step and oil pressure data correlation processing step, and the data include control data and non-control;Control data are pressure oil groove oil pressure, non-control includes one or more of pressure oil groove oil pressure rise/fall speed, pressure oil groove oil level, oil return fuel level in tank, pressure oil groove oil temperature, servomotor stroke, oil pump operation/dwell time, motor current and motor voltage, step includes: the incidence relation established between pressure oil groove oil pressure and non-control, the data acquired in real time are judged, when multiple non-control, which do not fall within pressure oil groove oil pressure data, corresponds to the limit section of value, then report an error to pressure oil groove oil pressure data diagnosis.The present invention makes control after being only associated diagnosis to data again, can effectively avoid sensor and control system failure or the control failure of defect bring.

Description

Diagnosis control method based on oil gear pressure oil groove oil pressure data correlation, is deposited at system Storage media and terminal
Technical field
The present invention relates to automation control areas, more particularly to the diagnosis based on oil gear pressure oil groove oil pressure data correlation Control method, system, storage medium and terminal.
Background technique
Control object is also known as controlled device.In automatic control system, refers generally to the equipment controlled or process is object, Such as reactor, the control of rectifying device or diabatic process, the control of combustion process etc..From quantitative analysis and design angle, control Object processed is controlled device or influences some factors of object input, output parameter in the process, is not the whole of equipment.? Actuator (regulating valve) and measurement in automatic control system, as the control object of broad sense, in addition to controller (adjuster) Pick-up device is included.And the control object as narrow sense, end parameter (input, output) have controlled parameter, control Parameter and disturbance parameter (being referred to as procedure parameter or process data), they are mutually interconnected by the internal state of oil gear System.
In the prior art, for control mode, preset value+fixation process is used to the control mode of control object Control is reduced to complex control system to control at this time based on the Controlling model for the simplification for simply executing output based on input Model and controlled device are controlled if input signal error and are also malfunctioned there is no any relationship, and can not to input signal It goes to identify its availability, only realizes basic automatically control.Similar control object is controlled using same Controlling model.Lift one A example, controller only to the received analog signals sent from external sensor or other detection units (i.e. Above process parameter or process data) corresponding data differentiation is carried out, relevant work device is controlled according to the result of differentiation It starts and stops.But actual conditions are: it is variant between different specific control objects even similar control object, have Different characteristics, existing control mode are unable to the characteristic of each specific control object of automatic identification, certainly can not be according to specific right The characteristic of elephant carries out realizing differentiation control.Only focus on whether controlled parameter reaches preset value in control process, without monitoring The change procedure of controlled parameter can not accomplish comprehensive self diagnosis and pre- observing and controlling due to being not concerned with the change procedure of controlled parameter System.
And for detecting element, due to existing control mode be all based on detecting element it is working properly under the premise of into Capable, but actually be likely to malfunction in reliable detecting element.Detecting element is only done whether in its detection range Simple diagnosis and processing, the requirement to detecting element reliability is high, a large amount of detecting elements high using import price.Nonetheless, Comprehensive self diagnosis and processing are not carried out to it, when anomalous variation or failure, control system once occur in these detecting elements System control just will appear malfunction or can not work, no faults-tolerant control function.That is, the prior art only occurs in process data When dangerous situation (or the certain percentage for reaching threshold value), the specific control to control object is just carried out.So, work as production The equipment of raw process data when something goes wrong, can directly control oil gear according to the process data, and cause entire The problem of system-down.That is, the prior art can not be according to the actual change situation of process data, in some generation process When the equipment of data occurs abnormal, faults-tolerant control is carried out to oil gear.
People also gradually recognize in engineering practice, select most reliable detecting element and executing agency, not necessarily Most reliable control system can be assembled, as long as forming height with low reliability element can on the contrary, design, assembling and use are proper Control system by property is also possible.
Summary of the invention
It is an object of the invention to overcome the deficiencies of the prior art and provide be based on oil gear pressure oil groove oil pressure data correlation Diagnosis control method, system, storage medium and terminal, solve the prior art can not be according to the actual change feelings of process data Condition carries out the problem of shutting down control to oil gear when the equipment that some generates process data occurs abnormal.
The purpose of the present invention is achieved through the following technical solutions:
The first aspect of the present invention provides the diagnosis control method based on oil gear pressure oil groove oil pressure data correlation, packet Include pressure oil groove oil pressure data correlation establishment step and pressure oil groove oil pressure data correlation processing step, the pressure oil groove oil pressure data Being associated with establishment step includes following sub-step:
The incidence relation of data is established, the data include a control data and at least one non-control;It is described Control data are pressure oil groove oil pressure, and the non-control is other data associated with the pressure oil groove oil pressure, including pressure Oil groove oil pressure rise/fall speed, pressure oil groove oil level, oil return fuel level in tank, pressure oil groove oil temperature, servomotor stroke, oil pump run/stop Only one or more of time, motor current and motor voltage;
The limit section of non-control of the pressure oil groove oil pressure in specified value is set;
The data correlation processing step includes following sub-step:
Real-time collected data are judged, comprising:
It is taken when the numerical value of some key non-control and/or multiple non-control does not fall within pressure oil groove oil pressure correspondence When the limit section of value, then it is assumed that related relevance rule is not met between pressure oil groove oil pressure non-control associated with it, It reports an error to pressure oil groove oil pressure data diagnosis.
Further, when the numerical value of some key non-control and/or multiple non-control does not fall within pressure oil groove When oil pressure corresponds to the limit section of value, the pressure oil groove oil pressure corrupt data is judged, be not intended as corresponding oil gear pressure oil groove The control foundation of oil pressure, and using non-control as control according to faults-tolerant control is carried out to oil gear pressure oil groove oil pressure, i.e., It is that foundation indirectly controls oil gear pressure oil groove oil pressure with non-control.
Further, further include that real-time collected data are judged in data correlation processing step:
It is corresponded to when the numerical value of some key non-control and/or multiple non-control falls into pressure oil groove oil pressure data When the limit section of value, then it is assumed that meet related relevance rule between pressure oil groove oil pressure data non-control associated with it Rule, then judge that pressure oil groove oil pressure data are effective, and the control foundation as corresponding oil gear pressure oil groove oil pressure;
Judgement does not fall between the non-control pressure oil groove oil pressure data associated with it in limit section and does not meet simultaneously Related relevance rule, and it is further contemplated that the non-control is invalid data, it reports an error to non-control, and do not made For the diagnosis basis of oil gear pressure oil groove oil pressure.
Further, when the numerical value of some key non-control and/or multiple non-control falls into pressure oil groove oil When pressure data correspond to the limit section of value, and there is the numerical value of one and/or several non-control not fall within pressure oil groove oil pressure When data correspond to the limit section of value, diagnoses it and do not meet related relevance rule between associated pressure oil groove oil pressure data Rule, and according to the situation that reports an error of non-control, shift to an earlier date according to pressure oil groove oil pressure data and/or hysteresis manner is to oil gear Pressure oil groove oil pressure carries out PREDICTIVE CONTROL.
Further, the limit section of non-control of the setting pressure oil groove oil pressure in specified value includes:
By the way that the limiting condition of oil gear under normal operation is artificially arranged, the oil pressure under limiting condition is obtained The limit section of device pressure oil groove oil pressure data and non-control incidence relation, i.e., the described oil gear go out in normal operation When existing limiting condition, the maximum value and minimum value of non-control of the pressure oil groove oil pressure in specified value;Or:
According to the pressure oil groove oil pressure data and non-control that detect in oil gear operation, the limit is set automatically Process section, i.e., the described oil gear in operation, obtain and non-control when pressure oil groove oil pressure specifies value are arranged automatically Maximum value and minimum value;Or:
By way of software emulation, simulation oil gear pressure oil groove oil pressure occurs under limiting condition in operation, obtains The maximum value and minimum value of non-control when pressure oil groove oil pressure specifies value, Lai Jinhang pressure oil groove oil pressure is in specified value The limit section of non-control is arranged.
Further, the limit section replaces with positive and negative deviation range, the acquisition side of the positive and negative deviation range Formula the following steps are included:
In oil gear actual motion, it is continual detect the oil gear include pressure oil groove oil pressure data and and Data including associated non-control;
The average value relation curve of correspondence non-control of the pressure oil groove oil pressure data in specified value is obtained, and is established Standardized normal distribution law curve;
The positive and negative deviation of data correlation is determined according to the average value relation curve and standardized normal distribution law curve Range.
Further, the non-control further include cause the pressure oil groove oil pressure data variation other data and The pressure oil groove oil pressure data variation leads to other changed data of other data.
The second aspect of the present invention provides the diagnostic control system based on oil gear pressure oil groove oil pressure data correlation, packet It includes pressure oil groove oil pressure data correlation and establishes module and pressure oil groove oil pressure data correlation processing module, the pressure oil groove oil pressure data Association establishes module and includes:
Data associating unit: for establishing the incidence relation of data, the data include a control data and at least one A non-control;The control data are pressure oil groove oil pressure, and the non-control is associated with the pressure oil groove oil pressure Other data, including pressure oil groove oil pressure rise/fall speed, pressure oil groove oil level, oil return fuel level in tank, pressure oil groove oil temperature, relay One or more of device stroke, oil pump operation/dwell time, motor current and motor voltage;
Limit section setting unit: for the limit region of non-control of the pressure oil groove oil pressure in specified value to be arranged Between;
The pressure oil groove oil pressure data correlation processing module is for judging the data acquired in real time, comprising:
Control data determining unit: for the numerical value when some key non-control and/or multiple non-control When not falling within pressure oil groove oil pressure and corresponding to the limit section of value, then it is assumed that between pressure oil groove oil pressure non-control associated with it Related relevance rule is not met, is reported an error to pressure oil groove oil pressure data diagnosis.
Further, in the control data determining unit during being judged, when some key non-control When the numerical value of data processed and/or multiple non-control does not fall within pressure oil groove oil pressure and corresponds to the limit section of value, the pressure is judged Oil groove oil pressure corrupt data, is not intended as the control foundation of corresponding oil gear pressure oil groove oil pressure, and using non-control as Control carries out faults-tolerant control according to oil gear pressure oil groove oil pressure, i.e., is according to oil gear pressure oil groove with non-control Oil pressure is indirectly controlled.
Further, the pressure oil groove oil pressure data correlation processing module further include:
Non-control judging unit: for the number when some key non-control and/or multiple non-control When value falls into pressure oil groove oil pressure data and corresponds to the limit section of value, then it is assumed that pressure oil groove oil pressure data non-controlling associated with it Meet related relevance rule between data, then judge that pressure oil groove oil pressure data are effective, and as corresponding oil gear pressure oil groove The control foundation of oil pressure;
Judgement does not fall between the non-control pressure oil groove oil pressure data associated with it in limit section and does not meet simultaneously Related relevance rule, and it is further contemplated that the non-control is invalid data, it reports an error to non-control, and do not made For the diagnosis basis of oil gear pressure oil groove oil pressure.
Further, in non-control judging unit, when some key non-control and/or multiple non-controlling When the numerical value of data falls into pressure oil groove oil pressure data and corresponds to the limit section of value, and there are one and/or several non-control Numerical value when not falling within pressure oil groove oil pressure data and corresponding to the limit section of value, diagnose itself and associated pressure oil groove oil pressure data it Between do not meet related relevance rule, and according to the situation that reports an error of non-control, according to pressure oil groove oil pressure data in advance and/ Or hysteresis manner carries out PREDICTIVE CONTROL to oil gear pressure oil groove oil pressure.
Further, the limit section of non-control of the setting pressure oil groove oil pressure in specified value includes:
By the way that the limiting condition of oil gear under normal operation is artificially arranged, the oil pressure under limiting condition is obtained The limit section of device pressure oil groove oil pressure data and non-control incidence relation, i.e., the described oil gear go out in normal operation When existing limiting condition, the maximum value and minimum value of non-control of the pressure oil groove oil pressure in specified value;Or:
According to the pressure oil groove oil pressure data and non-control that detect in oil gear operation, the limit is set automatically Process section, i.e., the described oil gear in operation, obtain and non-control when pressure oil groove oil pressure specifies value are arranged automatically Maximum value and minimum value;Or:
By way of software emulation, simulation oil gear pressure oil groove oil pressure occurs under limiting condition in operation, obtains The maximum value and minimum value of non-control when pressure oil groove oil pressure specifies value, Lai Jinhang pressure oil groove oil pressure is in specified value The limit section of non-control is arranged.
Further, the limit section replaces with positive and negative deviation range;
Wherein, limit section setting unit replaces with positive and negative deviation range setting unit, and the positive and negative deviation range is set Setting unit includes following subelement: data acquisition subelement: in oil gear actual motion, continual detection should Oil gear including pressure oil groove oil pressure data and and associated non-control including data;Data computation subunit: For obtaining the average value relation curve of correspondence non-control of the pressure oil groove oil pressure data in specified value, and establish standard Normal distribution law curve;Positive and negative deviation range determines subelement: for according to the average value relation curve and standard just State regularity of distribution curve determines the positive and negative deviation range of data correlation.
Further, the non-control further include cause the pressure oil groove oil pressure data variation other data and The pressure oil groove oil pressure data variation leads to other changed data of other data.
The third aspect of the present invention provides a kind of storage medium, is stored thereon with computer instruction, the computer instruction The step of diagnosis control method based on oil gear pressure oil groove oil pressure data correlation is executed when operation.
The fourth aspect of the present invention provides a kind of terminal, including memory and processor, and being stored on the memory can The computer instruction run on the processor, based on oil described in execution when the processor runs the computer instruction The step of diagnosis control method of pressure device pressure oil groove oil pressure data correlation.
The beneficial effects of the present invention are:
(1) present invention carries out diagnosis control according to the characteristic of data correlation, so that when oil gear data occur abnormal It is diagnosed, without directly accordingly being controlled, only related data is associated after analysis and makes corresponding diagnosis control again System, can effectively avoid sensor and control system failure or the control failure of defect bring, system provided by the invention, storage are situated between Matter and device also solve corresponding technical problem.Application of the invention will bring deep shadow to traditional automatic control technology It rings.
(2) present invention is in this automatic control of former base, by monitoring the change procedure of main control parameter, autonomous learning and oil The characteristic of pressure device, it is autonomous respectively to realize PREDICTIVE CONTROL and faults-tolerant control;Due to having the function of comprehensive diagnos and faults-tolerant control, drop The requirement of the low reliability to detecting element can use domestic detecting element to replace import detecting element, if design, assembling and Using proper, the control system with low reliability element composition high reliability is also possible.
(3) another preferred embodiment of the invention, to oil gear dynamic characteristic can by long-term accumulation and calculating, Using the characteristic of oil gear itself, self study and differentiation control that is autonomous perfect, and realizing homogeneous object are realized.
(4) control system during the work time, realizes comprehensive self diagnosis by its characteristic, and realize certainly according to diagnostic result Main control reduces or does not depend on the intervention artificially to control process.
Detailed description of the invention
Fig. 1 is the method for the present invention flow chart;
Fig. 2 is present system block diagram.
Specific embodiment
Technical solution of the present invention is clearly and completely described with reference to the accompanying drawing, it is clear that described embodiment It is a part of the embodiment of the present invention, instead of all the embodiments.Based on the embodiments of the present invention, ordinary skill people Member's every other embodiment obtained without making creative work, shall fall within the protection scope of the present invention.
In the description of the present invention, it should be noted that belong to "center", "upper", "lower", "left", "right", "vertical", The direction of the instructions such as "horizontal", "inner", "outside" or positional relationship be based on direction or positional relationship described in attached drawing, merely to Convenient for description the present invention and simplify description, rather than the device or element of indication or suggestion meaning must have a particular orientation, It is constructed and operated in a specific orientation, therefore is not considered as limiting the invention.In addition, belonging to " first ", " second " only For descriptive purposes, it is not understood to indicate or imply relative importance.
In the description of the present invention, it should be noted that unless otherwise clearly defined and limited, belong to " installation ", " phase Even ", " connection " shall be understood in a broad sense, for example, it may be being fixedly connected, may be a detachable connection, or be integrally connected;It can To be mechanical connection, it is also possible to be electrically connected;It can be directly connected, can also can be indirectly connected through an intermediary Connection inside two elements.For the ordinary skill in the art, above-mentioned term can be understood at this with concrete condition Concrete meaning in invention.
As long as in addition, the non-structure each other of technical characteristic involved in invention described below different embodiments It can be combined with each other at conflict.
Embodiment 1
The present embodiment provides the diagnosis control method based on oil gear pressure oil groove oil pressure data correlation, this method is applied to It, can be according to the actual change situation of process data, in the equipment that some generates process data in various automatic control systems It when occurring abnormal, is reported an error rather than is shut down to oil gear, avoid influence caused by whole shut down.
Specifically, as shown in Figure 1, the method includes data correlation establishment step S1 and data association process step S2.The data correlation establishment step includes following sub-step:
S11: establishing the incidence relation of data, and the data include a control data and at least one non-control; The control data are pressure oil groove oil pressure, and the non-control is other data associated with the pressure oil groove oil pressure, packet Include pressure oil groove oil pressure rise/fall speed, pressure oil groove oil level, oil return fuel level in tank, pressure oil groove oil temperature, servomotor stroke, oil pump fortune One or more of row/dwell time, motor current and motor voltage.
Wherein, data are controlled and non-control is data relevant to oil gear, the control data (are pressed Oil groove oil pressure) it is that the main monitoring of oil gear controls data and control foundation, the non-control (i.e. pressure oil groove oil pressure Rise/fall speed, pressure oil groove oil level, oil return fuel level in tank, pressure oil groove oil temperature, servomotor stroke, oil pump operation/dwell time, One or more of motor current and motor voltage) it is other data associated with the control data.
And preferably, in the present embodiment, the non-control further includes leading to the pressure oil groove oil pressure data Other data and the pressure oil groove oil pressure data variation of variation lead to other changed data of other data.
In addition, the data include the pace of change of process data detected value itself and/or process data detected value.
In the present embodiment, control object is oil gear, and the control data are pressure oil groove oil pressure.And its is corresponding Non-control includes pressure oil groove oil pressure rise/fall speed, pressure oil groove oil level, oil return fuel level in tank, pressure oil groove oil temperature, servomotor One or more of stroke, oil pump operation/dwell time, motor current and motor voltage.
S12: the limit section of non-control of the setting control data in specified value.
Wherein, in the present embodiment, following three kinds of situations are specifically included to the step:
(1) by the artificially various operating conditions of setting oil gear under normal operation, the oil under various operating conditions is obtained The limit section of the data (pressure oil groove oil pressure and associated non-control) of pressure device, i.e., the described oil gear are normally being transported The maximum value and minimum value of non-control are corresponded to when pressure oil groove oil pressure each value of data when occurring various operating conditions in row; Or
(2) limit section is set according to the data detected after the oil gear normal operation input, i.e. acquisition institute State the maximum value that oil gear pressure oil groove oil pressure data in normal course of operation correspond to non-control in each value And minimum value;Or
(3) by way of software emulation, simulation oil gear in normal operation pressure oil groove oil pressure data at each The maximum value and minimum value of non-control, the setting in Lai Jinhang limit section are corresponded to when value.
I.e. the setting in limit section can be according to artificial setting operating condition to obtain, can also be according to the actual conditions of operation It is configured, can also be realized by way of simulation.
Limiting value set in addition can be actual numerical value, the certain percentage for the actual numerical value being also possible to.
That is, in the present embodiment, need to establish pressure oil groove oil pressure in each water level value, it is oily with pressure oil groove respectively When pressure rise/fall speed, pressure oil groove oil level, oil return fuel level in tank, pressure oil groove oil temperature, servomotor stroke, oil pump run/stop Between, limit section one or more kinds of in motor current and motor voltage.
After completing data correlation establishment step S1, data correlation processing step S2 is come into effect.Specifically, the number Include following sub-step according to association process step:
S2: the data acquired in real time are judged, comprising:
It is taken when the numerical value of some key non-control and/or multiple non-control does not fall within pressure oil groove oil pressure correspondence When the limit section of value, then it is assumed that related relevance rule is not met between pressure oil groove oil pressure non-control associated with it, It reports an error to pressure oil groove oil pressure data diagnosis.
Wherein, in the present embodiment, as pressure oil groove oil pressure, respectively will be collected in each pressure oil groove oil pressure value Pressure oil groove oil pressure rise/fall speed, pressure oil groove oil level, oil return fuel level in tank, pressure oil groove oil temperature, servomotor stroke, oil pump operation/ The data needed in dwell time, motor current and motor voltage are compared with corresponding limit section, if wherein N It is a to go beyond the limit of section, then it reports an error to control data.
In general, in data establishment step S1, when real-time collected process data is under normal circumstances When, the non-control in process data is certain in the limit section for falling into corresponding control data.
If in certain group associated data at some time point, some key non-control and/or multiple non-controlling When the numerical value of data does not fall within corresponding pressure oil groove oil pressure data and corresponds to the limit section of value, then it is assumed that pressure oil groove oil pressure data with Correlation rule is not met between associated non-control, then judges that pressure oil groove oil pressure data are (to produce in vain at this time The sensing equipment or transmission route of raw control data go wrong), and diagnosis is carried out to pressure oil groove oil pressure data and is reported an error.
That is, the sensor for acquiring pressure oil groove oil pressure at this time is very possible if there is the situation in above-mentioned steps It goes wrong, needs to report an error to the pressure oil groove oil pressure sensor at this time.
In addition, in the preferred embodiment of the present embodiment, when some key non-control and/or multiple non-controlling numbers According to numerical value do not fall within pressure oil groove oil pressure and correspond to the limit section of value when, judge the pressure oil groove oil pressure corrupt data, do not make For the control foundation of corresponding oil gear pressure oil groove oil pressure, and using non-control as control foundation to oil gear pressure oil groove Oil pressure carries out faults-tolerant control, i.e., is that foundation indirectly controls oil gear pressure oil groove oil pressure with non-control.
Specifically, in the preferred embodiment at this, described " must not correspond to the pressure oil groove oil pressure data as control The foundation of oil gear pressure oil groove oil pressure, using non-control as the foundation for controlling corresponding oil gear pressure oil groove oil pressure ", packet Two ways is included to be controlled:
(1) threshold value is respectively set to non-control respectively, i.e., feelings is arranged according to the threshold value of non-control at this time Condition controls oil gear.I.e. if non-control is more than threshold value at this moment, carry out starting spare executing agency very To be alarm operation, according to the actual situation depending on.
(2) threshold value is arranged to control data, pushes back pressure oil groove oil pressure number according to the actual range of multiple non-control is counter According to the numerical value (such mode needs to collect a large amount of available datas and realized) that should have, according to the pressure oil groove oil being derived by Pressure data are compared with threshold value.
The fault tolerant operation to whole automatic control system is realized at this time, i.e., when pressure oil groove oil pressure data and non-control Between there is exception, non-control can be used, system is controlled, rather than directly shut down.
Under normal conditions, there is above-mentioned condition, generally the device efficiency of oil gear reduces or health fails.Because In general, even if higher or lower situation integrally occur in data, in data non-control also can and pressure oil groove Meet correlation rule between oil pressure data, rather than the numerical value of some non-control and/or multiple non-control is not fallen Enter the limit section of corresponding control data.
Specifically, in some cases it may which the quantity of non-control, such as percent are set with the mode of ratio 33 or more non-control does not fall within the limit section of corresponding control data, then it is assumed that pressure oil groove oil pressure data invalid;And It in the case of other, can also be configured according to the quantity of specific non-control, such as 2 non-control are not fallen within In the limit section of the value of corresponding control data, then it is assumed that control data invalid.In addition, in some non-control and pressure oil When slot oil pressure data are strong incidence relation or the extremely important non-control, when the non-control does not fall within corresponding control Pressure oil groove oil pressure data invalid is directly thought in the limit section of data.Above-mentioned several situations need to determine according to the actual situation It is fixed.
It more preferably, in the present embodiment, further include to new collected process data in data correlation processing step S2 Judged:
It is corresponded to when the numerical value of some key non-control and/or multiple non-control falls into pressure oil groove oil pressure data When the limit section of value, then it is assumed that meet related relevance rule between pressure oil groove oil pressure data non-control associated with it Rule, then judge that pressure oil groove oil pressure data are effective, and the control foundation as corresponding oil gear pressure oil groove oil pressure;
Judgement does not fall between the non-control pressure oil groove oil pressure data associated with it in limit section and does not meet simultaneously Related relevance rule, and it is further contemplated that the non-control is invalid data, it reports an error to non-control, and do not made For the diagnosis basis of oil gear pressure oil groove oil pressure.
With being mentioned in above-mentioned data correlation processing step S2 on the contrary, whether the step is for judging pressure oil groove oil pressure data For normal data, specifically, if most of non-control or some crucial non-control fall into the pressure oil groove The limit section of oil pressure data, then it is assumed that pressure oil groove oil pressure data are normal data.
At this point, corresponding to this kind of situation, it is preferable that in the present embodiment, for some non-control and/or multiple non- The value of control data falls into the case where limit section of corresponding control data, judgement do not fall within the non-control in limit section with Related relevance rule is not met between associated pressure oil groove oil pressure data, and is further contemplated that the non-control is invalid Data report an error to non-control and not as the control foundation of diagnosis oil gear pressure oil groove oil pressure.
And then judge to obtain that the element of the non-control or relevant device are abnormal, and take corresponding operating.I.e. at this time not The non-control for falling into deviation profile region can be abnormal data under normal conditions, and artificial/machine is needed accordingly to be judged Operation.
It is preferred that in the present embodiment, when some key non-control and/or multiple non-control When numerical value falls into pressure oil groove oil pressure data and corresponds to the limit section of value, and there are the numerical value of one and/or several non-control When not falling within pressure oil groove oil pressure data and corresponding to the limit section of value, diagnoses it and be not inconsistent between associated pressure oil groove oil pressure data The related relevance rule of conjunction, and according to the situation that reports an error of non-control, shift to an earlier date according to pressure oil groove oil pressure data and/or lags Mode carries out PREDICTIVE CONTROL to oil gear pressure oil groove oil pressure.
Specifically, when limit section due to being in pressure oil groove oil pressure data in most of non-control, non-controlling number According to the control foundation not as oil gear, but its non-control for going beyond the limit of process section can also illustrate related content Go wrong (collection terminal itself goes wrong or data acquisition goes wrong), therefore can be reported an error at this time according to non-control Situation, in advance and/or lag is implemented to control oil gear pressure oil groove oil pressure.
At this point, realizing when non-control occurs abnormal and carrying out PREDICTIVE CONTROL according to pressure oil groove oil pressure data.
In the present embodiment, oil gear pressure oil groove oil pressure is in certain pressure oil groove oil pressure value, pressure oil groove oil pressure rise/fall Speed, pressure oil groove oil level, oil return fuel level in tank, pressure oil groove oil temperature, servomotor stroke, oil pump operation/dwell time, motor current Corresponding limit section is compared respectively with the actual value of motor voltage, if only pressure oil groove oil level is beyond corresponding to Limit section, therefore the pressure oil groove oil level of oil gear is reported an error.
Meanwhile by the way of PREDICTIVE CONTROL, exceed corresponding limit section or other situations, root in pressure oil groove oil level According to the actual conditions of pressure oil groove oil pressure, in advance/lag is carried out to oil gear and is controlled.
It wherein, can be to oil pressure when threshold value of the pressure oil groove oil pressure data beyond setting for above-mentioned any situation Device executes relevant operation.And for PREDICTIVE CONTROL, threshold value can be adjusted according to reporting an error for non-control, so that pressure Oil groove oil pressure data are controlled before reaching the threshold value of script.
Wherein, PREDICTIVE CONTROL and faults-tolerant control are existing for the relationship of "and/or".
In addition, the realization based on above-mentioned any content, in the present embodiment, the limit section replace with positive and negative deviation Range, wherein the acquisition modes of the positive and negative deviation range the following steps are included:
In oil gear actual motion, it is continual detect the oil gear include pressure oil groove oil pressure data and and Data including associated non-control;
The average value relation curve of correspondence non-control of the pressure oil groove oil pressure data in specified value is obtained, and is established Standardized normal distribution law curve;
The positive and negative deviation of data correlation is determined according to the average value relation curve and standardized normal distribution law curve Range.
That is, the present embodiment also provides a kind of diagnostic method, judgement in data can be made from limit process area Between replace with positive and negative deviation range, when determine including control data and non-control including process data be more than positive negative bias Poor range when not meeting normal distribution law requirement, reports an error to oil gear pressure oil groove oil pressure and above-mentioned preferred embodiment In faults-tolerant control and PREDICTIVE CONTROL.
Wherein, be arranged positive and negative deviation range mode it is identical as the mode in above-mentioned setting limit process section, herein not into Row repeats.
Specifically, in data correlation establishment step S1, since mass data is carried out standardized normal distribution calculating, new When collected data are under normal circumstances, the non-control in data is certain to fall into corresponding pressure oil groove oil pressure data Deviation profile region.
It specifically, in this step, can be using the control data in the process data of the oil gear as axis of abscissas X, while using the non-control in the process data of the oil gear as axis of ordinates y establishes control data and each non- The incidence relation y=f (x) of data is controlled, while obtaining the average value curve of corresponding non-control.
Under normal conditions, in the lesser situation of Primary Stage Data amount, the deviation profile region can be set to percentage 60, and in the biggish situation of later data amount, the deviation profile region can be set to 95 percent very To being 99 percent.
Embodiment 2
The present embodiment provides the diagnostic control system based on oil gear pressure oil groove oil pressure data correlation, the inventions of the system Conceive it is same as Example 1, be applied to various automatic control systems in, can according to the actual change situation of process data, When the equipment that some generates process data occurs abnormal, is reported an error rather than shut down to oil gear, avoid whole shutdown Caused by influence.
Specifically, as shown in Fig. 2, the system includes that pressure oil groove oil pressure data correlation establishes module and pressure oil groove oil pressure Data correlation processing module, the pressure oil groove oil pressure data correlation establish module and include:
Data associating unit: for establishing the incidence relation of data, the data include a control data and at least one A non-control;The control data are pressure oil groove oil pressure, and the non-control is associated with the pressure oil groove oil pressure Other data, including pressure oil groove oil pressure rise/fall speed, pressure oil groove oil level, oil return fuel level in tank, pressure oil groove oil temperature, relay One or more of device stroke, oil pump operation/dwell time, motor current and motor voltage;
Limit section setting unit: for the limit region of non-control of the pressure oil groove oil pressure in specified value to be arranged Between;
The pressure oil groove oil pressure data correlation processing module is for judging the data acquired in real time, comprising:
Control data determining unit: for the numerical value when some key non-control and/or multiple non-control When not falling within pressure oil groove oil pressure and corresponding to the limit section of value, then it is assumed that between pressure oil groove oil pressure non-control associated with it Related relevance rule is not met, is reported an error to pressure oil groove oil pressure data diagnosis.
More preferably, in the present embodiment, in the control data determining unit during being judged, when some The numerical value of key non-control and/or multiple non-control does not fall within the limit section that pressure oil groove oil pressure corresponds to value When, judge the pressure oil groove oil pressure corrupt data, is not intended as the control foundation of corresponding oil gear pressure oil groove oil pressure, and with non-control Data processed carry out faults-tolerant control according to oil gear pressure oil groove oil pressure as control, i.e., are according to oil pressure with non-control Device pressure oil groove oil pressure is indirectly controlled.
More preferably, in the present embodiment, the pressure oil groove oil pressure data correlation processing module further include:
Non-control judging unit: for the number when some key non-control and/or multiple non-control When value falls into pressure oil groove oil pressure data and corresponds to the limit section of value, then it is assumed that pressure oil groove oil pressure data non-controlling associated with it Meet related relevance rule between data, then judge that pressure oil groove oil pressure data are effective, and as corresponding oil gear pressure oil groove The control foundation of oil pressure;
Judgement does not fall between the non-control pressure oil groove oil pressure data associated with it in limit section and does not meet simultaneously Related relevance rule, and it is further contemplated that the non-control is invalid data, it reports an error to non-control, and do not made For the diagnosis basis of oil gear pressure oil groove oil pressure.
More preferably, in the present embodiment, in non-control judging unit when some key non-control and/or When the numerical value of multiple non-control falls into pressure oil groove oil pressure data and corresponds to the limit section of value, and there is one and/or several When the numerical value of non-control does not fall within pressure oil groove oil pressure data and corresponds to the limit section of value, itself and associated pressure oil groove are diagnosed Related relevance rule is not met between oil pressure data, and according to the situation that reports an error of non-control, according to pressure oil groove oil pressure number Shift to an earlier date accordingly and/or hysteresis manner carries out PREDICTIVE CONTROL to oil gear pressure oil groove oil pressure.
More preferably, in the present embodiment, further, non-controlling number of the setting pressure oil groove oil pressure in specified value According to limit section include:
By the way that the limiting condition of oil gear under normal operation is artificially arranged, the oil pressure under limiting condition is obtained The limit section of device pressure oil groove oil pressure data and non-control incidence relation, i.e., the described oil gear go out in normal operation When existing limiting condition, the maximum value and minimum value of non-control of the pressure oil groove oil pressure in specified value;Or:
According to the pressure oil groove oil pressure data and non-control that detect in oil gear operation, the limit is set automatically Process section, i.e., the described oil gear in operation, obtain and non-control when pressure oil groove oil pressure specifies value are arranged automatically Maximum value and minimum value;Or:
By way of software emulation, simulation oil gear pressure oil groove oil pressure occurs under limiting condition in operation, obtains The maximum value and minimum value of non-control when pressure oil groove oil pressure specifies value, Lai Jinhang pressure oil groove oil pressure is in specified value The limit section of non-control is arranged.
More preferably, in the present embodiment, the limit section replaces with positive and negative deviation range;
Wherein, limit section setting unit replaces with positive and negative deviation range setting unit, and the positive and negative deviation range is set Setting unit includes following subelement: data acquisition subelement: in oil gear actual motion, continual detection should Oil gear including pressure oil groove oil pressure data and and associated non-control including data;Data computation subunit: For obtaining the average value relation curve of correspondence non-control of the pressure oil groove oil pressure data in specified value, and establish standard Normal distribution law curve;Positive and negative deviation range determines subelement: for according to the average value relation curve and standard just State regularity of distribution curve determines the positive and negative deviation range of data correlation.
More preferably, in the present embodiment, the non-control further includes leading to the pressure oil groove oil pressure data variation Other data and the pressure oil groove oil pressure data variation lead to other changed data of other data.
It is related in diagnostic control system provided in an embodiment of the present invention based on oil gear pressure oil groove oil pressure data correlation Partial explanation refers to the diagnosis control side based on oil gear pressure oil groove oil pressure data correlation of the offer of the embodiment of the present invention 1 The detailed description of corresponding part in method, details are not described herein.In addition, in above-mentioned technical proposal provided in an embodiment of the present invention and now There is in technology the consistent part of corresponding technical solution realization principle and unspecified, in order to avoid excessively repeat.
Embodiment 3
Based on the realization of embodiment 1, the present embodiment also provides a kind of storage medium, is stored thereon with computer instruction, institute The diagnosis control based on oil gear pressure oil groove oil pressure data correlation described in embodiment 1 is executed when stating computer instruction operation The step of method.
Based on this understanding, the technical solution of the present embodiment substantially the part that contributes to existing technology in other words Or the part of the technical solution can be embodied in the form of software products, which is stored in one and deposits In storage media, including some instructions are used so that a computer equipment (can be personal computer, server or network Equipment etc.) it performs all or part of the steps of the method described in the various embodiments of the present invention.And storage medium above-mentioned include: USB flash disk, Mobile hard disk, read-only memory (Read-OnlyMemory, ROM), random access memory (RandomAccessMemory, RAM), the various media that can store program code such as magnetic or disk.
Embodiment 4
Based on the realization of embodiment 1, the present embodiment also provides a kind of terminal, including memory and processor, the storage The computer instruction that can be run on the processor is stored on device, the processor executes when running the computer instruction The step of diagnosis control method described in embodiment 1 based on oil gear pressure oil groove oil pressure data correlation.
Each functional unit in embodiment provided by the invention can integrate in a processor, be also possible to each Unit physically exists alone, and can also be integrated in one unit with two or more units.
Obviously, the above embodiments are merely examples for clarifying the description, and does not limit the embodiments, right For those of ordinary skill in the art, can also make on the basis of the above description other it is various forms of variation or It changes.There is no necessity and possibility to exhaust all the enbodiments.And thus amplify out it is obvious variation or It changes still within the protection scope of the invention.

Claims (16)

1. the diagnosis control method based on oil gear pressure oil groove oil pressure data correlation, it is characterised in that: including pressure oil groove oil pressure Data correlation establishment step and pressure oil groove oil pressure data correlation processing step, the pressure oil groove oil pressure data correlation establishment step Including following sub-step:
The incidence relation of data is established, the data include a control data and at least one non-control;The control Data are pressure oil groove oil pressure, and the non-control is other data associated with the pressure oil groove oil pressure, including pressure oil groove When oil pressure rise/fall speed, pressure oil groove oil level, oil return fuel level in tank, pressure oil groove oil temperature, servomotor stroke, oil pump run/stop Between, one or more of motor current and motor voltage;
The limit section of non-control of the pressure oil groove oil pressure in specified value is set;
The data correlation processing step includes following sub-step:
The data acquired in real time are judged, comprising:
Value is corresponded to when the numerical value of some key non-control and/or multiple non-control does not fall within pressure oil groove oil pressure When limit section, then it is assumed that related relevance rule is not met between pressure oil groove oil pressure non-control associated with it, to pressure Oil groove oil pressure data diagnosis reports an error.
2. the diagnosis control method according to claim 1 based on oil gear pressure oil groove oil pressure data correlation, feature It is: corresponds to value when the numerical value of some key non-control and/or multiple non-control does not fall within pressure oil groove oil pressure The limit section when, judge the pressure oil groove oil pressure corrupt data, be not intended as the control of corresponding oil gear pressure oil groove oil pressure according to According to, and using non-control as control according to faults-tolerant control is carried out to oil gear pressure oil groove oil pressure, i.e., with non-control Oil gear pressure oil groove oil pressure is indirectly controlled for foundation.
3. the diagnosis control method according to claim 1 or 2 based on oil gear pressure oil groove oil pressure data correlation, special Sign is: further include that real-time collected data are judged in data correlation processing step:
Value is corresponded to when the numerical value of some key non-control and/or multiple non-control falls into pressure oil groove oil pressure data The limit section when, then it is assumed that meet related relevance rule between pressure oil groove oil pressure data non-control associated with it, Then judge that pressure oil groove oil pressure data are effective, and the control foundation as corresponding oil gear pressure oil groove oil pressure;
Judgement simultaneously does not fall between the non-control pressure oil groove oil pressure data associated with it in limit section and does not meet correlation Relevance rule, and it is further contemplated that the non-control is invalid data, it reports an error to non-control, and not as oil The diagnosis basis of pressure device pressure oil groove oil pressure.
4. the diagnosis control method according to claim 3 based on oil gear pressure oil groove oil pressure data correlation, feature It is: is taken when the numerical value of some key non-control and/or multiple non-control falls into pressure oil groove oil pressure data correspondence When the limit section of value, and there is the numerical value of one and/or several non-control not fall within pressure oil groove oil pressure data and correspond to value The limit section when, diagnose it and do not meet related relevance rule between associated pressure oil groove oil pressure data, and according to non-control The situation that reports an error of data processed, according to pressure oil groove oil pressure data in advance and/or hysteresis manner to oil gear pressure oil groove oil pressure into Row PREDICTIVE CONTROL.
5. the diagnosis control based on oil gear pressure oil groove oil pressure data correlation described according to claim 1~any one of 4 Method processed, it is characterised in that: the limit section of non-control of the setting pressure oil groove oil pressure in specified value includes following son Step:
By the way that the limiting condition of oil gear under normal operation is artificially arranged, the oil gear under limiting condition is obtained There is pole in normal operation in the limit section of pressure oil groove oil pressure data and non-control incidence relation, i.e., the described oil gear When limiting operating condition, the maximum value and minimum value of non-control of the pressure oil groove oil pressure in specified value;Or:
According to the pressure oil groove oil pressure data and non-control that detect in oil gear operation, limit process is set automatically Section, i.e., the described oil gear in operation, obtain and automatically setting pressure oil groove oil pressure specified value when non-control most Big value and minimum value;Or:
By way of software emulation, simulation oil gear pressure oil groove oil pressure occurs under limiting condition in operation, obtains pressure oil The maximum value and minimum value of non-control when slot oil pressure specifies value, non-control of the Lai Jinhang pressure oil groove oil pressure in specified value The limit section of data processed is arranged.
6. the diagnosis control based on oil gear pressure oil groove oil pressure data correlation described according to claim 1~any one of 4 Method processed, it is characterised in that: the limit section replaces with positive and negative deviation range, the acquisition side of the positive and negative deviation range Formula the following steps are included:
In oil gear actual motion, the continual detection oil gear includes pressure oil groove oil pressure data and and its pass Data including the non-control of connection;
The average value relation curve of correspondence non-control of the pressure oil groove oil pressure data in specified value is obtained, and establishes standard Normal distribution law curve;
The positive and negative deviation range of data correlation is determined according to the average value relation curve and standardized normal distribution law curve.
7. the diagnosis control method according to claim 1 based on oil gear pressure oil groove oil pressure data correlation, feature Be: the non-control further includes leading to other data and pressure oil groove oil of the pressure oil groove oil pressure data variation Pressure data variation leads to other changed data of other data.
8. the diagnostic control system based on oil gear pressure oil groove oil pressure data correlation, it is characterised in that: including pressure oil groove oil pressure Data correlation establishes module and pressure oil groove oil pressure data correlation processing module, and the pressure oil groove oil pressure data correlation establishes module Include:
Data associating unit: for establishing the incidence relation of data, the data include a control data and at least one is non- Control data;The control data be pressure oil groove oil pressure, the non-control be it is associated with the pressure oil groove oil pressure its His data, including pressure oil groove oil pressure rise/fall speed, pressure oil groove oil level, oil return fuel level in tank, pressure oil groove oil temperature, servomotor row One or more of journey, oil pump operation/dwell time, motor current and motor voltage;
Limit section setting unit: for the limit section of non-control of the pressure oil groove oil pressure in specified value to be arranged;
The pressure oil groove oil pressure data correlation processing module is for judging the data acquired in real time, comprising:
Control data determining unit: for not fallen when the numerical value of some key non-control and/or multiple non-control When entering pressure oil groove oil pressure and corresponding to the limit section of value, then it is assumed that be not inconsistent between pressure oil groove oil pressure non-control associated with it Related relevance rule is closed, is reported an error to pressure oil groove oil pressure data diagnosis.
9. the diagnostic control system according to claim 8 based on oil gear pressure oil groove oil pressure data correlation, feature It is: in the control data determining unit during being judged, when some key non-control and/or more When the numerical value of a non-control does not fall within pressure oil groove oil pressure and corresponds to the limit section of value, judge that the pressure oil groove oil pressure data go out Mistake is not intended as the control foundation of corresponding oil gear pressure oil groove oil pressure, and using non-control as control according to oil pressure Device pressure oil groove oil pressure carries out faults-tolerant control, i.e., is that foundation controls oil gear pressure oil groove oil pressure indirectly with non-control System.
10. the diagnostic control system based on oil gear pressure oil groove oil pressure data correlation according to claim 8 or claim 9, It is characterized in that: the pressure oil groove oil pressure data correlation processing module further include:
Non-control judging unit: for being fallen when the numerical value of some key non-control and/or multiple non-control When entering pressure oil groove oil pressure data and corresponding to the limit section of value, then it is assumed that pressure oil groove oil pressure data non-control associated with it Between meet related relevance rule, then judge that pressure oil groove oil pressure data are effective, and as corresponding oil gear pressure oil groove oil pressure Control foundation;
Judgement simultaneously does not fall between the non-control pressure oil groove oil pressure data associated with it in limit section and does not meet correlation Relevance rule, and it is further contemplated that the non-control is invalid data, it reports an error to non-control, and not as oil The diagnosis basis of pressure device pressure oil groove oil pressure.
11. the diagnostic control system according to claim 10 based on oil gear pressure oil groove oil pressure data correlation, special Sign is: in non-control judging unit, when the numerical value of some key non-control and/or multiple non-control When falling into pressure oil groove oil pressure data and corresponding to the limit section of value, and there is one and/or the numerical value of several non-control is not fallen When entering pressure oil groove oil pressure data and corresponding to the limit section of value, diagnoses it and do not meet phase between associated pressure oil groove oil pressure data Relevance rule is closed, and according to the situation that reports an error of non-control, according to pressure oil groove oil pressure data in advance and/or hysteresis manner PREDICTIVE CONTROL is carried out to oil gear pressure oil groove oil pressure.
12. the diagnosis based on oil gear pressure oil groove oil pressure data correlation according to any one of claim 8~11 Control system, it is characterised in that: the limit section of non-control of the setting pressure oil groove oil pressure in specified value includes:
By the way that the limiting condition of oil gear under normal operation is artificially arranged, the oil gear under limiting condition is obtained There is pole in normal operation in the limit section of pressure oil groove oil pressure data and non-control incidence relation, i.e., the described oil gear When limiting operating condition, the maximum value and minimum value of non-control of the pressure oil groove oil pressure in specified value;Or:
According to the pressure oil groove oil pressure data and non-control that detect in oil gear operation, limit process is set automatically Section, i.e., the described oil gear in operation, obtain and automatically setting pressure oil groove oil pressure specified value when non-control most Big value and minimum value;Or:
By way of software emulation, simulation oil gear pressure oil groove oil pressure occurs under limiting condition in operation, obtains pressure oil The maximum value and minimum value of non-control when slot oil pressure specifies value, non-control of the Lai Jinhang pressure oil groove oil pressure in specified value The limit section of data processed is arranged.
13. the diagnosis based on oil gear pressure oil groove oil pressure data correlation according to any one of claim 8~11 Control system, it is characterised in that: the limit section replaces with positive and negative deviation range;
Wherein, limit section setting unit replaces with positive and negative deviation range setting unit, and the positive and negative deviation range is arranged single Member includes following subelement: data acquisition subelement: being used for continual detection oil pressure in oil gear actual motion Device including pressure oil groove oil pressure data and and associated non-control including data;Data computation subunit: it is used for The average value relation curve of correspondence non-control of the pressure oil groove oil pressure data in specified value is obtained, and establishes standard normal Regularity of distribution curve;Positive and negative deviation range determines subelement: for according to the average value relation curve and standard normal point Cloth law curve determines the positive and negative deviation range of data correlation.
14. the diagnostic control system according to claim 8 based on oil gear pressure oil groove oil pressure data correlation, feature Be: the non-control further includes leading to other data and pressure oil groove oil of the pressure oil groove oil pressure data variation Pressure data variation leads to other changed data of other data.
15. a kind of storage medium, is stored thereon with computer instruction, it is characterised in that: the computer instruction executes when running The step of diagnosis control method based on oil gear pressure oil groove oil pressure data correlation described in any one of claims 1 to 7.
16. a kind of terminal, including memory and processor, the meter that can be run on the processor is stored on the memory Calculation machine instruction, which is characterized in that perform claim requires any one of 1 to 7 institute when the processor runs the computer instruction The step of diagnosis control method based on oil gear pressure oil groove oil pressure data correlation stated.
CN201910330233.0A 2019-04-23 2019-04-23 Diagnosis control method, system, storage medium and terminal based on oil gear pressure oil groove oil pressure data correlation Pending CN110333705A (en)

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CN1589370A (en) * 2001-11-27 2005-03-02 艾劳埃斯·乌本 Method for monitoring a sensor
CN1650109A (en) * 2002-05-03 2005-08-03 费希尔控制国际公司 Method and apparatus for performing diagnostics in a control loop of a control valve
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CN106774229A (en) * 2016-12-16 2017-05-31 杭州和利时自动化有限公司 A kind of SOE parameters unusual fluctuation analysis method and device

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6205376B1 (en) * 1999-06-22 2001-03-20 Rockwell Collins, Inc. Blocked pitot-static monitor
CN1589370A (en) * 2001-11-27 2005-03-02 艾劳埃斯·乌本 Method for monitoring a sensor
CN1650109A (en) * 2002-05-03 2005-08-03 费希尔控制国际公司 Method and apparatus for performing diagnostics in a control loop of a control valve
US20090025683A1 (en) * 2007-07-24 2009-01-29 Thomas Raymond Culbertson Detection of fuel system problems
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Application publication date: 20191015