GB201801984D0 - Method and apparatus for monitoring electrical power consumption - Google Patents
Method and apparatus for monitoring electrical power consumptionInfo
- 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
Links
Classifications
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01R—MEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
- G01R21/00—Arrangements for measuring electric power or power factor
- G01R21/133—Arrangements for measuring electric power or power factor by using digital technique
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01R—MEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
- G01R21/00—Arrangements for measuring electric power or power factor
- G01R21/133—Arrangements for measuring electric power or power factor by using digital technique
- G01R21/1331—Measuring real or reactive component, measuring apparent energy
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01D—MEASURING 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
- G01D4/00—Tariff metering apparatus
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01R—MEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
- G01R22/00—Arrangements for measuring time integral of electric power or current, e.g. electricity meters
- G01R22/06—Arrangements for measuring time integral of electric power or current, e.g. electricity meters by electronic methods
- G01R22/10—Arrangements for measuring time integral of electric power or current, e.g. electricity meters by electronic methods using digital techniques
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/24—Classification techniques
- G06F18/241—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
- G06F18/2413—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on distances to training or reference patterns
- G06F18/24133—Distances to prototypes
-
- 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
- G06N7/00—Computing arrangements based on specific mathematical models
- G06N7/01—Probabilistic graphical models, e.g. probabilistic networks
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
- G06V10/82—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F2218/00—Aspects of pattern recognition specially adapted for signal processing
- G06F2218/08—Feature extraction
-
- 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]
-
- 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
- G06N3/082—Learning methods modifying the architecture, e.g. adding, deleting or silencing nodes or connections
-
- 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
- Y04S20/00—Management or operation of end-user stationary applications or the last stages of power distribution; Controlling, monitoring or operating thereof
- Y04S20/30—Smart 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)
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)
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)
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)
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 |
-
2018
- 2018-02-07 GB GB1801984.4A patent/GB2570890B/en active Active
-
2019
- 2019-02-07 WO PCT/GB2019/050332 patent/WO2019155214A1/en active Application Filing
Cited By (6)
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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