EP4035246A4 - Active power filter controlled by machine learning and method thereof - Google Patents
Active power filter controlled by machine learning and method thereof Download PDFInfo
- Publication number
- EP4035246A4 EP4035246A4 EP20866990.3A EP20866990A EP4035246A4 EP 4035246 A4 EP4035246 A4 EP 4035246A4 EP 20866990 A EP20866990 A EP 20866990A EP 4035246 A4 EP4035246 A4 EP 4035246A4
- Authority
- EP
- European Patent Office
- Prior art keywords
- machine learning
- active power
- power filter
- filter controlled
- controlled
- 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
Links
- 238000010801 machine learning Methods 0.000 title 1
- 238000000034 method Methods 0.000 title 1
Classifications
-
- H—ELECTRICITY
- H05—ELECTRIC TECHNIQUES NOT OTHERWISE PROVIDED FOR
- H05B—ELECTRIC HEATING; ELECTRIC LIGHT SOURCES NOT OTHERWISE PROVIDED FOR; CIRCUIT ARRANGEMENTS FOR ELECTRIC LIGHT SOURCES, IN GENERAL
- H05B7/00—Heating by electric discharge
- H05B7/18—Heating by arc discharge
-
- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02J—CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
- H02J3/00—Circuit arrangements for AC mains or AC distribution networks
- H02J3/002—Flicker reduction, e.g. compensation of flicker introduced by non-linear load
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
- G06N20/10—Machine learning using kernel methods, e.g. support vector machines [SVM]
-
- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02J—CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
- H02J3/00—Circuit arrangements for AC mains or AC distribution networks
- H02J3/003—Load forecast, e.g. methods or systems for forecasting future load demand
-
- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02J—CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
- H02J3/00—Circuit arrangements for AC mains or AC distribution networks
- H02J3/01—Arrangements for reducing harmonics or ripples
-
- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02J—CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
- H02J3/00—Circuit arrangements for AC mains or AC distribution networks
- H02J3/18—Arrangements for adjusting, eliminating or compensating reactive power in networks
- H02J3/1821—Arrangements for adjusting, eliminating or compensating reactive power in networks using shunt compensators
- H02J3/1835—Arrangements for adjusting, eliminating or compensating reactive power in networks using shunt compensators with stepless control
- H02J3/1842—Arrangements for adjusting, eliminating or compensating reactive power in networks using shunt compensators with stepless control wherein at least one reactive element is actively controlled by a bridge converter, e.g. active filters
-
- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02P—CONTROL OR REGULATION OF ELECTRIC MOTORS, ELECTRIC GENERATORS OR DYNAMO-ELECTRIC CONVERTERS; CONTROLLING TRANSFORMERS, REACTORS OR CHOKE COILS
- H02P21/00—Arrangements or methods for the control of electric machines by vector control, e.g. by control of field orientation
- H02P21/0003—Control strategies in general, e.g. linear type, e.g. P, PI, PID, using robust control
- H02P21/0014—Control strategies in general, e.g. linear type, e.g. P, PI, PID, using robust control using neural networks
-
- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02P—CONTROL OR REGULATION OF ELECTRIC MOTORS, ELECTRIC GENERATORS OR DYNAMO-ELECTRIC CONVERTERS; CONTROLLING TRANSFORMERS, REACTORS OR CHOKE COILS
- H02P21/00—Arrangements or methods for the control of electric machines by vector control, e.g. by control of field orientation
- H02P21/0003—Control strategies in general, e.g. linear type, e.g. P, PI, PID, using robust control
- H02P21/0025—Control strategies in general, e.g. linear type, e.g. P, PI, PID, using robust control implementing a off line learning phase to determine and store useful data for on-line control
-
- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02P—CONTROL OR REGULATION OF ELECTRIC MOTORS, ELECTRIC GENERATORS OR DYNAMO-ELECTRIC CONVERTERS; CONTROLLING TRANSFORMERS, REACTORS OR CHOKE COILS
- H02P21/00—Arrangements or methods for the control of electric machines by vector control, e.g. by control of field orientation
- H02P21/50—Vector control arrangements or methods not otherwise provided for in H02P21/00- H02P21/36
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/044—Recurrent networks, e.g. Hopfield networks
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/045—Combinations of networks
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
-
- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02J—CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
- H02J13/00—Circuit arrangements for providing remote indication of network conditions, e.g. an instantaneous record of the open or closed condition of each circuitbreaker in the network; Circuit arrangements for providing remote control of switching means in a power distribution network, e.g. switching in and out of current consumers by using a pulse code signal carried by the network
- H02J13/00002—Circuit arrangements for providing remote indication of network conditions, e.g. an instantaneous record of the open or closed condition of each circuitbreaker in the network; Circuit arrangements for providing remote control of switching means in a power distribution network, e.g. switching in and out of current consumers by using a pulse code signal carried by the network characterised by monitoring
-
- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02J—CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
- H02J2203/00—Indexing scheme relating to details of circuit arrangements for AC mains or AC distribution networks
- H02J2203/20—Simulating, e g planning, reliability check, modelling or computer assisted design [CAD]
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02E—REDUCTION OF GREENHOUSE GAS [GHG] EMISSIONS, RELATED TO ENERGY GENERATION, TRANSMISSION OR DISTRIBUTION
- Y02E40/00—Technologies for an efficient electrical power generation, transmission or distribution
- Y02E40/20—Active power filtering [APF]
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02E—REDUCTION OF GREENHOUSE GAS [GHG] EMISSIONS, RELATED TO ENERGY GENERATION, TRANSMISSION OR DISTRIBUTION
- Y02E40/00—Technologies for an efficient electrical power generation, transmission or distribution
- Y02E40/70—Smart grids as climate change mitigation technology in the energy generation sector
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02E—REDUCTION OF GREENHOUSE GAS [GHG] EMISSIONS, RELATED TO ENERGY GENERATION, TRANSMISSION OR DISTRIBUTION
- Y02E60/00—Enabling technologies; Technologies with a potential or indirect contribution to GHG emissions mitigation
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y04—INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
- Y04S—SYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
- Y04S10/00—Systems supporting electrical power generation, transmission or distribution
- Y04S10/22—Flexible AC transmission systems [FACTS] or power factor or reactive power compensating or correcting units
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y04—INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
- Y04S—SYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
- Y04S40/00—Systems for electrical power generation, transmission, distribution or end-user application management characterised by the use of communication or information technologies, or communication or information technology specific aspects supporting them
- Y04S40/20—Information technology specific aspects, e.g. CAD, simulation, modelling, system security
Landscapes
- Engineering & Computer Science (AREA)
- Power Engineering (AREA)
- Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- Software Systems (AREA)
- Artificial Intelligence (AREA)
- Evolutionary Computation (AREA)
- General Physics & Mathematics (AREA)
- Computing Systems (AREA)
- General Engineering & Computer Science (AREA)
- Medical Informatics (AREA)
- Mathematical Physics (AREA)
- Data Mining & Analysis (AREA)
- Nonlinear Science (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Plasma & Fusion (AREA)
- Databases & Information Systems (AREA)
- Supply And Distribution Of Alternating Current (AREA)
- Power Conversion In General (AREA)
- Control Of Electric Motors In General (AREA)
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
SE1951080A SE544845C2 (en) | 2019-09-25 | 2019-09-25 | Machine learning active power filter control method and device |
PCT/SE2020/050891 WO2021061040A1 (en) | 2019-09-25 | 2020-09-23 | Active power filter controlled by machine learning and method thereof |
Publications (2)
Publication Number | Publication Date |
---|---|
EP4035246A1 EP4035246A1 (en) | 2022-08-03 |
EP4035246A4 true EP4035246A4 (en) | 2023-10-25 |
Family
ID=75167057
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
EP20866990.3A Pending EP4035246A4 (en) | 2019-09-25 | 2020-09-23 | Active power filter controlled by machine learning and method thereof |
Country Status (3)
Country | Link |
---|---|
EP (1) | EP4035246A4 (en) |
SE (1) | SE544845C2 (en) |
WO (1) | WO2021061040A1 (en) |
Families Citing this family (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN113690888B (en) * | 2021-07-23 | 2023-08-01 | 辽宁荣信电力电子技术有限公司 | Method for optimizing and processing APF control bandwidth and higher harmonic wave by FPGA |
US11923899B2 (en) * | 2021-12-01 | 2024-03-05 | Hewlett Packard Enterprise Development Lp | Proactive wavelength synchronization |
DE102022211107A1 (en) * | 2022-10-20 | 2024-04-25 | Fraunhofer-Gesellschaft zur Förderung der angewandten Forschung eingetragener Verein | Monitoring three-phase periodic electrical signals using an artificial neural network |
Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO2009020684A1 (en) * | 2007-05-16 | 2009-02-12 | Edsa Micro Corporation | Real-time predictive systems for intelligent energy monitoring and management of electrical power networks |
WO2009042581A1 (en) * | 2007-09-24 | 2009-04-02 | Edsa Micro Corporation | Real-time stability indexing for intelligent energy monitoring and management of electrical power network system |
CN106374490A (en) * | 2016-09-21 | 2017-02-01 | 河海大学常州校区 | Active power filter control method based on dynamic surface fuzzy sliding mode control |
Family Cites Families (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US8131401B2 (en) * | 2006-07-19 | 2012-03-06 | Power Analytics Corporation | Real-time stability indexing for intelligent energy monitoring and management of electrical power network system |
CN100461580C (en) | 2007-06-29 | 2009-02-11 | 清华大学 | A harmonic current prediction method for compensating control delay |
US20130253718A1 (en) * | 2012-03-23 | 2013-09-26 | Power Analytics Corporation | Systems and methods for integrated, model, and role-based management of a microgrid based on real-time power management |
CN104201680A (en) * | 2014-09-17 | 2014-12-10 | 国家电网公司 | Integral power quality regulator and control method |
CN106532702B (en) * | 2016-11-25 | 2018-12-18 | 电子科技大学 | A kind of Active Power Filter-APF improvement adaptive repetitive control of wideband |
EP3791236A4 (en) * | 2018-05-07 | 2022-06-08 | Strong Force Iot Portfolio 2016, LLC | Methods and systems for data collection, learning, and streaming of machine signals for analytics and maintenance using the industrial internet of things |
-
2019
- 2019-09-25 SE SE1951080A patent/SE544845C2/en unknown
-
2020
- 2020-09-23 WO PCT/SE2020/050891 patent/WO2021061040A1/en unknown
- 2020-09-23 EP EP20866990.3A patent/EP4035246A4/en active Pending
Patent Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO2009020684A1 (en) * | 2007-05-16 | 2009-02-12 | Edsa Micro Corporation | Real-time predictive systems for intelligent energy monitoring and management of electrical power networks |
WO2009042581A1 (en) * | 2007-09-24 | 2009-04-02 | Edsa Micro Corporation | Real-time stability indexing for intelligent energy monitoring and management of electrical power network system |
CN106374490A (en) * | 2016-09-21 | 2017-02-01 | 河海大学常州校区 | Active power filter control method based on dynamic surface fuzzy sliding mode control |
Non-Patent Citations (3)
Title |
---|
BALOUJI EBRAHIM ET AL: "Exponential Smoothing of Multiple Reference Frame Components With GPUs for Real-Time Detection of Time-Varying Harmonics and Interharmonics of EAF Currents", IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, IEEE SERVICE CENTER, PISCATAWAY, NJ, US, vol. 54, no. 6, 1 November 2018 (2018-11-01), pages 6566 - 6575, XP011691305, ISSN: 0093-9994, [retrieved on 20181010], DOI: 10.1109/TIA.2018.2849059 * |
MR. BHUSHAN S. RAKHONDE ET AL: "Harmonic Mitigation using Modified Synchronous Reference Frame Theory", INTERNATIONAL RESEARCH JOURNAL OF ENGINEERING AND TECHNOLOGY (IRJET), vol. 04, no. 08, 1 August 2017 (2017-08-01), pages 2340 - 2345, XP055811621 * |
See also references of WO2021061040A1 * |
Also Published As
Publication number | Publication date |
---|---|
WO2021061040A1 (en) | 2021-04-01 |
SE1951080A1 (en) | 2021-03-26 |
EP4035246A1 (en) | 2022-08-03 |
SE544845C2 (en) | 2022-12-13 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
EP3890409A4 (en) | Power control method and power control apparatus | |
EP3903240A4 (en) | Device and method for compressing machine learning model | |
EP3831102A4 (en) | Apparatus and method for communicating by using bluetooth low energy | |
EP4053125A4 (en) | Herbicide and production method for intermediate thereof | |
EP3720200A4 (en) | Power control method and apparatus | |
EP3893560A4 (en) | Power control method and apparatus | |
EP3864772A4 (en) | Method and apparatus for power control | |
EP4035246A4 (en) | Active power filter controlled by machine learning and method thereof | |
EP3917224A4 (en) | Power control method and power control apparatus | |
EP3920304A4 (en) | Solid-state battery and method for producing same | |
EP4019207A4 (en) | Model generation device, model generation method, control device, and control method | |
EP4019691A4 (en) | Clothing care apparatus and control method therefor | |
EP4040853A4 (en) | Power control method and apparatus | |
EP3782771A4 (en) | Robot and control method therefor | |
EP3930181A4 (en) | Power control method and power control device | |
EP3990339A4 (en) | Power unit and method | |
EP4007158A4 (en) | Control method and controller | |
EP3742822A4 (en) | Power control method and communication apparatus | |
EP4013137A4 (en) | Power control method and device | |
EP3889107A4 (en) | Negative-electrode active material and method for producing same | |
EP3618763A4 (en) | A method for stimulating retinal cells and treating vision loss | |
EP3967371A4 (en) | Hair treatment method | |
EP3764430A4 (en) | Apparatus for manufacturing battery and method for manufacturing battery by using same | |
EP3893542A4 (en) | Configuration method and controller | |
EP3652996A4 (en) | Power control method and communication apparatus |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
STAA | Information on the status of an ep patent application or granted ep patent |
Free format text: STATUS: THE INTERNATIONAL PUBLICATION HAS BEEN MADE |
|
PUAI | Public reference made under article 153(3) epc to a published international application that has entered the european phase |
Free format text: ORIGINAL CODE: 0009012 |
|
STAA | Information on the status of an ep patent application or granted ep patent |
Free format text: STATUS: REQUEST FOR EXAMINATION WAS MADE |
|
17P | Request for examination filed |
Effective date: 20220413 |
|
AK | Designated contracting states |
Kind code of ref document: A1 Designated state(s): AL AT BE BG CH CY CZ DE DK EE ES FI FR GB GR HR HU IE IS IT LI LT LU LV MC MK MT NL NO PL PT RO RS SE SI SK SM TR |
|
DAV | Request for validation of the european patent (deleted) | ||
DAX | Request for extension of the european patent (deleted) | ||
REG | Reference to a national code |
Ref country code: DE Ref legal event code: R079 Free format text: PREVIOUS MAIN CLASS: H02J0003000000 Ipc: H05B0007180000 |
|
A4 | Supplementary search report drawn up and despatched |
Effective date: 20230921 |
|
RIC1 | Information provided on ipc code assigned before grant |
Ipc: H02J 3/14 20060101ALI20230915BHEP Ipc: H02J 3/01 20060101ALI20230915BHEP Ipc: G06N 20/10 20190101ALI20230915BHEP Ipc: H02J 3/00 20060101ALI20230915BHEP Ipc: H05B 7/18 20060101AFI20230915BHEP |