CN113918139B - 利用机器学习来识别非技术性损失 - Google Patents

利用机器学习来识别非技术性损失 Download PDF

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Publication number
CN113918139B
CN113918139B CN202110829239.XA CN202110829239A CN113918139B CN 113918139 B CN113918139 B CN 113918139B CN 202110829239 A CN202110829239 A CN 202110829239A CN 113918139 B CN113918139 B CN 113918139B
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signals
data
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CN113918139A (zh
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托马斯·M·西贝尔
爱德华·Y·阿博
霍曼·比扎迪
阿维德·博斯塔尼
尼基尔·克里什南
赵坤雷
亨里克·奥尔松
路易斯·波里尔
杰里米·柯尔特
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Sirui Artificial Intelligence Co
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Sirui Artificial Intelligence Co
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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F8/00—Arrangements for software engineering
    • G06F8/30—Creation or generation of source code
    • G06F8/34—Graphical or visual programming
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01R—MEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R21/00—Arrangements for measuring electric power or power factor
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01R—MEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R21/00—Arrangements for measuring electric power or power factor
    • G01R21/06—Arrangements for measuring electric power or power factor by measuring current and voltage
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q50/00—Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/06—Energy or water supply
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04B—TRANSMISSION
    • H04B17/00—Monitoring; Testing
    • H04B17/30—Monitoring; Testing of propagation channels
    • H04B17/391—Modelling the propagation channel
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W52/00—Power management, e.g. Transmission Power Control [TPC] or power classes
    • H04W52/04—Transmission power control [TPC]

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Software Systems (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Business, Economics & Management (AREA)
  • General Engineering & Computer Science (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Economics (AREA)
  • Health & Medical Sciences (AREA)
  • Signal Processing (AREA)
  • Evolutionary Computation (AREA)
  • Primary Health Care (AREA)
  • Computing Systems (AREA)
  • Medical Informatics (AREA)
  • Electromagnetism (AREA)
  • Data Mining & Analysis (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Artificial Intelligence (AREA)
  • Public Health (AREA)
  • Water Supply & Treatment (AREA)
  • General Health & Medical Sciences (AREA)
  • Human Resources & Organizations (AREA)
  • Marketing (AREA)
  • Mathematical Physics (AREA)
  • Strategic Management (AREA)
  • Tourism & Hospitality (AREA)
  • General Business, Economics & Management (AREA)
  • Power Engineering (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Supply And Distribution Of Alternating Current (AREA)
  • Remote Monitoring And Control Of Power-Distribution Networks (AREA)
  • Air Conditioning Control Device (AREA)
  • Testing And Monitoring For Control Systems (AREA)
  • Testing Or Calibration Of Command Recording Devices (AREA)
  • Control Of Electric Motors In General (AREA)
  • Operation Control Of Excavators (AREA)
CN202110829239.XA 2014-09-24 2015-09-24 利用机器学习来识别非技术性损失 Active CN113918139B (zh)

Applications Claiming Priority (4)

Application Number Priority Date Filing Date Title
US14/495,848 2014-09-24
US14/495,848 US10296843B2 (en) 2014-09-24 2014-09-24 Systems and methods for utilizing machine learning to identify non-technical loss
CN201580050923.0A CN106716454B (zh) 2014-09-24 2015-09-24 利用机器学习来识别非技术性损失
PCT/US2015/052048 WO2016049369A1 (en) 2014-09-24 2015-09-24 Utilizing machine learning to identify non-technical loss

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CN113918139A CN113918139A (zh) 2022-01-11
CN113918139B true CN113918139B (zh) 2025-06-20

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CN201580050923.0A Active CN106716454B (zh) 2014-09-24 2015-09-24 利用机器学习来识别非技术性损失

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US (4) US10296843B2 (enExample)
EP (2) EP3198529A4 (enExample)
JP (1) JP6734265B2 (enExample)
KR (1) KR20170060031A (enExample)
CN (2) CN113918139B (enExample)
AU (1) AU2015320559A1 (enExample)
CA (1) CA2962226A1 (enExample)
DE (1) DE202015010050U1 (enExample)
MX (1) MX2017003142A (enExample)
WO (1) WO2016049369A1 (enExample)

Families Citing this family (21)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US10296843B2 (en) 2014-09-24 2019-05-21 C3 Iot, Inc. Systems and methods for utilizing machine learning to identify non-technical loss
US10592564B2 (en) 2016-01-22 2020-03-17 Aerinet Solutions, L.L.C. Real-time outage analytics and reliability benchmarking system
US20170301044A1 (en) * 2016-04-15 2017-10-19 Oracle International Corporation Systems and methods for managing outages in utility systems
CA2936212A1 (fr) 2016-07-14 2018-01-14 Hydro-Quebec Detection de non-conformites electriques par observation d'ecarts a une modelisation de reseau
US10212024B2 (en) * 2017-06-02 2019-02-19 Sas Institute Inc. Techniques for multi-stage analysis of measurement data with event stream processing
US11067618B2 (en) * 2017-07-20 2021-07-20 The Southern Company Systems and methods of diagnosing root causes of anomalous AMI information
US10637239B2 (en) 2017-10-13 2020-04-28 Honeywell International Inc. Utility network monitoring device
WO2019075431A1 (en) * 2017-10-13 2019-04-18 Honeywell International, Inc. DEVICE FOR DETECTING ENERGY FLIGHT
EP3518152B1 (en) * 2018-01-29 2025-12-10 Panasonic Intellectual Property Corporation of America Information processing method and information processing system
CA3096405A1 (en) * 2018-04-09 2019-10-17 Veda Data Solutions, Inc. Processing personal data using machine learning algorithms, and applications thereof
US11062036B2 (en) 2018-05-11 2021-07-13 Paypal, Inc. System and method for generating privacy data containment and reporting
US11562315B2 (en) 2018-08-31 2023-01-24 Accenture Global Solutions Limited Detecting an issue related to a report
US10803174B2 (en) * 2018-09-15 2020-10-13 Quantum Star Technologies LLC Bit-level data generation and artificial intelligence techniques and architectures for data protection
US10713143B1 (en) * 2019-06-24 2020-07-14 Accenture Global Solutions Limited Calibratable log projection and error remediation system
JP7682168B2 (ja) * 2019-09-11 2025-05-23 シー３．エーアイ， インコーポレイテッド 製造プロセスリスクを予測するためのシステムおよび方法
KR102126577B1 (ko) * 2019-10-29 2020-06-25 (주)대은 다채널 모듈센서를 이용한 태양광발전 모니터링 시스템
US20220269784A1 (en) 2021-02-25 2022-08-25 Quantum Star Technologies Inc. N-dimensional model techniques and architectures for data protection
US11294929B1 (en) 2021-06-09 2022-04-05 Aeec Smart water data analytics
US12468961B2 (en) 2021-11-30 2025-11-11 T-Mobile Usa, Inc. Algorithm selector for profiling application usage based on network signals
US12307301B2 (en) * 2023-07-10 2025-05-20 Cipher Technology Inc. Operational value optimization for data center power and computational load
KR20250062948A (ko) * 2023-10-31 2025-05-08 서울과학기술대학교 산학협력단 다종 에너지 이상 소비량 탐지 장치, 방법 및 기록매체

Family Cites Families (28)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN1333552C (zh) * 2005-03-23 2007-08-22 北京首信科技有限公司 基于机器学习的用户行为异常的检测方法
JP5529114B2 (ja) * 2008-04-21 2014-06-25 アダプティブ コンピューティング エンタープライジズ インク 計算環境内のエネルギ消費を管理するシステムおよび方法
US8156055B2 (en) 2009-05-04 2012-04-10 ThinkEco, Inc. System and method for utility usage, monitoring and management
US20110231316A1 (en) * 2010-03-09 2011-09-22 Cummins Intellectual Properties, Inc. Method, system and computer readable media containing a program for identifying whether a product is genuine
US8924033B2 (en) * 2010-05-12 2014-12-30 Alstom Grid Inc. Generalized grid security framework
KR101420784B1 (ko) * 2010-08-06 2014-07-17 엠파이어 테크놀로지 디벨롭먼트 엘엘씨 통신 네트워크 모니터링
FR2968145B1 (fr) * 2010-11-25 2012-11-23 Schneider Electric Ind Sas Procede et dispositif de determination de la structure d'un reseau de distribution d'electricite
US9013283B1 (en) * 2010-12-10 2015-04-21 Tackaberry Electronics, LLC Smart electrical outlet, and smart grid electrical management system
US9200591B2 (en) * 2011-07-06 2015-12-01 Honeywell International Inc. Automatic identification of operating parameters for power plants
US9207735B2 (en) * 2011-08-02 2015-12-08 Gram Power, Inc. Power management device and system
US20130124436A1 (en) * 2011-11-15 2013-05-16 Fujitsu Limited Profiling Energy Consumption
US9130825B2 (en) * 2011-12-27 2015-09-08 Tektronix, Inc. Confidence intervals for key performance indicators in communication networks
US20140046603A1 (en) * 2012-08-08 2014-02-13 International Business Machines Corporation Estimating losses in a smart fluid-distribution system
CN102866321B (zh) * 2012-08-13 2014-10-22 广东电网公司电力科学研究院 一种自适应的防窃漏电诊断方法
US8768795B2 (en) 2012-09-12 2014-07-01 General Electric Company Methods and systems for estimating recoverable utility revenue
WO2015105523A1 (en) * 2014-01-12 2015-07-16 Kevin Friesth Automated hybrid aquaponics and bioreactor system including product processing and storage facilities with integrated robotics, control system, and renewable energy system cross-reference to related applications
WO2014080515A1 (ja) * 2012-11-26 2014-05-30 三菱電機株式会社 データ分析装置及びプログラム
US20140149128A1 (en) * 2012-11-29 2014-05-29 Verizon Patent And Licensing Inc. Healthcare fraud detection with machine learning
US9945889B2 (en) 2013-02-19 2018-04-17 Mitsubishi Electric Research Laboratories, Inc. Method for detecting power theft in a power distribution system
US10373065B2 (en) * 2013-03-08 2019-08-06 Oracle International Corporation Generating database cluster health alerts using machine learning
US9098553B2 (en) 2013-03-15 2015-08-04 Gridglo Llc System and method for remote activity detection
US9595006B2 (en) * 2013-06-04 2017-03-14 International Business Machines Corporation Detecting electricity theft via meter tampering using statistical methods
WO2015021322A2 (en) * 2013-08-09 2015-02-12 Utilidata, Inc. Systems and methods for estimating conservation allocation with partial ami
US9092741B1 (en) * 2014-04-21 2015-07-28 Amber Flux Private Limited Cognitive platform and method for energy management for enterprises
CN103942453A (zh) * 2014-05-07 2014-07-23 华北电力大学 一种针对非技术性损失的智能用电异常检测方法
US10296843B2 (en) 2014-09-24 2019-05-21 C3 Iot, Inc. Systems and methods for utilizing machine learning to identify non-technical loss
US10379146B2 (en) * 2015-09-23 2019-08-13 International Business Machines Corporation Detecting non-technical losses in electrical networks based on multi-layered statistical techniques from smart meter data
CN111366889B (zh) * 2020-04-29 2022-01-25 云南电网有限责任公司电力科学研究院 一种智能电表异常用电检测方法

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
Non-Technical Loss analysis for detection of electricity theft using support vector machines;J. Nagi et al;2008 IEEE 2nd International Power and Energy Conference;20081203;第907-912页 *

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Publication number Publication date
EP3198529A4 (en) 2018-05-02
CN106716454A (zh) 2017-05-24
KR20170060031A (ko) 2017-05-31
AU2015320559A1 (en) 2017-03-23
CN106716454B (zh) 2021-08-17
EP3198529A1 (en) 2017-08-02
DE202015010050U1 (de) 2025-06-10
US20190340535A1 (en) 2019-11-07
CN113918139A (zh) 2022-01-11
CA2962226A1 (en) 2016-03-31
US11886843B2 (en) 2024-01-30
EP4557207A3 (en) 2025-09-10
WO2016049369A1 (en) 2016-03-31
US20240045659A1 (en) 2024-02-08
EP4557207A2 (en) 2025-05-21
JP2017536604A (ja) 2017-12-07
US20180107941A1 (en) 2018-04-19
US20230027296A1 (en) 2023-01-26
MX2017003142A (es) 2017-09-12
US11449315B2 (en) 2022-09-20
US10296843B2 (en) 2019-05-21
JP6734265B2 (ja) 2020-08-05

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