GB201801984D0 - Method and apparatus for monitoring electrical power consumption - Google Patents

Method and apparatus for monitoring electrical power consumption

Info

Publication number
GB201801984D0
GB201801984D0 GBGB1801984.4A GB201801984A GB201801984D0 GB 201801984 D0 GB201801984 D0 GB 201801984D0 GB 201801984 A GB201801984 A GB 201801984A GB 201801984 D0 GB201801984 D0 GB 201801984D0
Authority
GB
United Kingdom
Prior art keywords
power consumption
electrical power
monitoring electrical
monitoring
consumption
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.)
Granted
Application number
GBGB1801984.4A
Other versions
GB2570890A (en
GB2570890B (en
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Green Running Ltd
Original Assignee
Green Running Ltd
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 Green Running Ltd filed Critical Green Running Ltd
Priority to GB1801984.4A priority Critical patent/GB2570890B/en
Publication of GB201801984D0 publication Critical patent/GB201801984D0/en
Priority to PCT/GB2019/050332 priority patent/WO2019155214A1/en
Publication of GB2570890A publication Critical patent/GB2570890A/en
Application granted granted Critical
Publication of GB2570890B publication Critical patent/GB2570890B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • GPHYSICS
    • G01MEASURING; TESTING
    • G01RMEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R21/00Arrangements for measuring electric power or power factor
    • G01R21/133Arrangements for measuring electric power or power factor by using digital technique
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01RMEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R21/00Arrangements for measuring electric power or power factor
    • G01R21/133Arrangements for measuring electric power or power factor by using digital technique
    • G01R21/1331Measuring real or reactive component, measuring apparent energy
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01DMEASURING NOT SPECIALLY ADAPTED FOR A SPECIFIC VARIABLE; ARRANGEMENTS FOR MEASURING TWO OR MORE VARIABLES NOT COVERED IN A SINGLE OTHER SUBCLASS; TARIFF METERING APPARATUS; MEASURING OR TESTING NOT OTHERWISE PROVIDED FOR
    • G01D4/00Tariff metering apparatus
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01RMEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R22/00Arrangements for measuring time integral of electric power or current, e.g. electricity meters
    • G01R22/06Arrangements for measuring time integral of electric power or current, e.g. electricity meters by electronic methods
    • G01R22/10Arrangements for measuring time integral of electric power or current, e.g. electricity meters by electronic methods using digital techniques
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/24Classification techniques
    • G06F18/241Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G06F18/2413Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on distances to training or reference patterns
    • G06F18/24133Distances to prototypes
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/044Recurrent networks, e.g. Hopfield networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/045Combinations of networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N7/00Computing arrangements based on specific mathematical models
    • G06N7/01Probabilistic graphical models, e.g. probabilistic networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/70Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/82Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F2218/00Aspects of pattern recognition specially adapted for signal processing
    • G06F2218/08Feature extraction
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • G06N20/10Machine learning using kernel methods, e.g. support vector machines [SVM]
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/082Learning methods modifying the architecture, e.g. adding, deleting or silencing nodes or connections
    • YGENERAL 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
    • Y04INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
    • Y04SSYSTEMS 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
    • Y04S20/00Management or operation of end-user stationary applications or the last stages of power distribution; Controlling, monitoring or operating thereof
    • Y04S20/30Smart metering, e.g. specially adapted for remote reading

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Computing Systems (AREA)
  • Software Systems (AREA)
  • Power Engineering (AREA)
  • Data Mining & Analysis (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • General Engineering & Computer Science (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Mathematical Physics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • Multimedia (AREA)
  • Molecular Biology (AREA)
  • Medical Informatics (AREA)
  • Databases & Information Systems (AREA)
  • Computational Mathematics (AREA)
  • Algebra (AREA)
  • Probability & Statistics with Applications (AREA)
  • Mathematical Analysis (AREA)
  • Mathematical Optimization (AREA)
  • Pure & Applied Mathematics (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Remote Monitoring And Control Of Power-Distribution Networks (AREA)
GB1801984.4A 2018-02-07 2018-02-07 Method and apparatus for monitoring electrical power consumption Active GB2570890B (en)

Priority Applications (2)

Application Number Priority Date Filing Date Title
GB1801984.4A GB2570890B (en) 2018-02-07 2018-02-07 Method and apparatus for monitoring electrical power consumption
PCT/GB2019/050332 WO2019155214A1 (en) 2018-02-07 2019-02-07 Method and apparatus for power signal disaggragation using a convolutional neural network

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
GB1801984.4A GB2570890B (en) 2018-02-07 2018-02-07 Method and apparatus for monitoring electrical power consumption

Publications (3)

Publication Number Publication Date
GB201801984D0 true GB201801984D0 (en) 2018-03-28
GB2570890A GB2570890A (en) 2019-08-14
GB2570890B GB2570890B (en) 2020-05-06

Family

ID=61731150

Family Applications (1)

Application Number Title Priority Date Filing Date
GB1801984.4A Active GB2570890B (en) 2018-02-07 2018-02-07 Method and apparatus for monitoring electrical power consumption

Country Status (2)

Country Link
GB (1) GB2570890B (en)
WO (1) WO2019155214A1 (en)

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110516788A (en) * 2019-08-07 2019-11-29 深圳供电局有限公司 Bi-LSTM algorithm-based non-invasive load detection method and system
CN114330461A (en) * 2022-03-16 2022-04-12 北京智芯微电子科技有限公司 V-I track generation method and device for non-invasive load identification and neural network
CN115601603A (en) * 2022-11-29 2023-01-13 北京志翔科技股份有限公司(Cn) Model training and electrical appliance type identification method, device and storage medium
CN116861316A (en) * 2023-09-04 2023-10-10 国网浙江省电力有限公司余姚市供电公司 Electrical appliance monitoring method and device

Families Citing this family (15)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11544632B2 (en) 2019-11-27 2023-01-03 Oracle International Corporation Non-intrusive load monitoring using ensemble machine learning techniques
US11593645B2 (en) 2019-11-27 2023-02-28 Oracle International Corporation Non-intrusive load monitoring using machine learning
US11636356B2 (en) 2019-11-27 2023-04-25 Oracle International Corporation Non-intrusive load monitoring using machine learning and processed training data
CN111345816B (en) * 2020-02-25 2022-11-04 广州视源电子科技股份有限公司 Multi-lead QRS complex detection method, device, equipment and storage medium
JP2021140303A (en) * 2020-03-03 2021-09-16 トヨタ自動車株式会社 Learning method, learning system and learning program
CN111352086B (en) * 2020-03-06 2022-08-02 电子科技大学 Unknown target identification method based on deep convolutional neural network
US11474132B2 (en) * 2020-11-03 2022-10-18 Honeywell International Inc. Method and apparatus for detecting and reporting tampering of an energy meter
CN112560977B (en) * 2020-12-23 2022-09-27 华北电力大学(保定) Non-invasive load decomposition method based on sparse classifier hierarchical algorithm
US11893487B2 (en) 2021-06-23 2024-02-06 Oracle International Corporation Trained models for discovering target device presence
CN114109793B (en) * 2021-11-25 2023-09-01 深圳市卓立智能制造有限公司 Output power stable control method and system for reciprocating electromagnetic pump and electronic equipment
ES2959540A1 (en) * 2022-07-28 2024-02-26 Univ Oviedo PROCEDURE FOR ESTIMATING THE OPERATING REGIME OF A SYSTEM FROM THE SIGNATURE OF ITS ELECTRICAL CONSUMPTION
CN115277791B (en) * 2022-09-26 2023-01-03 邹城市美安电子科技有限公司 Construction project on-site detection management system based on digital twins
CN115456034A (en) * 2022-11-09 2022-12-09 广东浩迪创新科技有限公司 Automatic identification and monitoring method and system for electric bicycle charging
CN117293826B (en) * 2023-11-27 2024-04-05 山东大学 Distributed photovoltaic missing power real-time prediction method, system, medium and equipment
CN117554885B (en) * 2023-12-13 2024-05-07 浙江万昌电力设备有限公司 Intelligent metering box operation abnormality detection method and system

Family Cites Families (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9443195B2 (en) * 2014-11-26 2016-09-13 Sense Labs, Inc. Assisted labeling of devices with disaggregation
GB2553514B (en) * 2016-08-31 2022-01-26 Green Running Ltd A utility consumption signal processing system and a method of processing a utility consumption signal

Cited By (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110516788A (en) * 2019-08-07 2019-11-29 深圳供电局有限公司 Bi-LSTM algorithm-based non-invasive load detection method and system
CN110516788B (en) * 2019-08-07 2023-05-02 深圳供电局有限公司 Non-invasive load detection method and system based on Bi-LSTM algorithm
CN114330461A (en) * 2022-03-16 2022-04-12 北京智芯微电子科技有限公司 V-I track generation method and device for non-invasive load identification and neural network
CN115601603A (en) * 2022-11-29 2023-01-13 北京志翔科技股份有限公司(Cn) Model training and electrical appliance type identification method, device and storage medium
CN116861316A (en) * 2023-09-04 2023-10-10 国网浙江省电力有限公司余姚市供电公司 Electrical appliance monitoring method and device
CN116861316B (en) * 2023-09-04 2023-12-15 国网浙江省电力有限公司余姚市供电公司 Electrical appliance monitoring method and device

Also Published As

Publication number Publication date
WO2019155214A1 (en) 2019-08-15
GB2570890A (en) 2019-08-14
GB2570890B (en) 2020-05-06

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