JP7191837B2 - 電力不正使用検出のための新しい非パラメトリック統計的挙動識別エコシステム - Google Patents
電力不正使用検出のための新しい非パラメトリック統計的挙動識別エコシステム Download PDFInfo
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- JP7191837B2 JP7191837B2 JP2019542656A JP2019542656A JP7191837B2 JP 7191837 B2 JP7191837 B2 JP 7191837B2 JP 2019542656 A JP2019542656 A JP 2019542656A JP 2019542656 A JP2019542656 A JP 2019542656A JP 7191837 B2 JP7191837 B2 JP 7191837B2
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- 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
- G01R22/061—Details of electronic electricity meters
- G01R22/066—Arrangements for avoiding or indicating fraudulent use
-
- 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
- G01R22/061—Details of electronic electricity meters
- G01R22/063—Details of electronic electricity meters related to remote communication
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/23—Clustering techniques
- G06F18/232—Non-hierarchical techniques
- G06F18/2321—Non-hierarchical techniques using statistics or function optimisation, e.g. modelling of probability density functions
- G06F18/23213—Non-hierarchical techniques using statistics or function optimisation, e.g. modelling of probability density functions with fixed number of clusters, e.g. K-means clustering
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F21/00—Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
- G06F21/50—Monitoring users, programs or devices to maintain the integrity of platforms, e.g. of processors, firmware or operating systems
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- 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
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F2218/00—Aspects of pattern recognition specially adapted for signal processing
- G06F2218/12—Classification; Matching
- G06F2218/16—Classification; Matching by matching signal segments
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- 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
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- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- Business, Economics & Management (AREA)
- Power Engineering (AREA)
- Software Systems (AREA)
- Computer Security & Cryptography (AREA)
- Economics (AREA)
- Health & Medical Sciences (AREA)
- General Engineering & Computer Science (AREA)
- Data Mining & Analysis (AREA)
- Human Resources & Organizations (AREA)
- Marketing (AREA)
- Computer Hardware Design (AREA)
- General Business, Economics & Management (AREA)
- Tourism & Hospitality (AREA)
- Strategic Management (AREA)
- Public Health (AREA)
- Water Supply & Treatment (AREA)
- General Health & Medical Sciences (AREA)
- Primary Health Care (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Artificial Intelligence (AREA)
- Evolutionary Computation (AREA)
- Bioinformatics & Computational Biology (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Life Sciences & Earth Sciences (AREA)
- Probability & Statistics with Applications (AREA)
- Evolutionary Biology (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| JP2022195769A JP7465939B2 (ja) | 2017-04-13 | 2022-12-07 | 電力不正使用検出のための新しい非パラメトリック統計的挙動識別エコシステム |
Applications Claiming Priority (5)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US201762485319P | 2017-04-13 | 2017-04-13 | |
| US62/485,319 | 2017-04-13 | ||
| US15/820,326 | 2017-11-21 | ||
| US15/820,326 US10656190B2 (en) | 2017-04-13 | 2017-11-21 | Non-parametric statistical behavioral identification ecosystem for electricity fraud detection |
| PCT/US2018/022718 WO2018190984A1 (en) | 2017-04-13 | 2018-03-15 | Novel non-parametric statistical behavioral identification ecosystem for electricity fraud detection |
Related Child Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP2022195769A Division JP7465939B2 (ja) | 2017-04-13 | 2022-12-07 | 電力不正使用検出のための新しい非パラメトリック統計的挙動識別エコシステム |
Publications (3)
| Publication Number | Publication Date |
|---|---|
| JP2020516979A JP2020516979A (ja) | 2020-06-11 |
| JP2020516979A5 JP2020516979A5 (enExample) | 2021-04-22 |
| JP7191837B2 true JP7191837B2 (ja) | 2022-12-19 |
Family
ID=63790337
Family Applications (2)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP2019542656A Active JP7191837B2 (ja) | 2017-04-13 | 2018-03-15 | 電力不正使用検出のための新しい非パラメトリック統計的挙動識別エコシステム |
| JP2022195769A Active JP7465939B2 (ja) | 2017-04-13 | 2022-12-07 | 電力不正使用検出のための新しい非パラメトリック統計的挙動識別エコシステム |
Family Applications After (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP2022195769A Active JP7465939B2 (ja) | 2017-04-13 | 2022-12-07 | 電力不正使用検出のための新しい非パラメトリック統計的挙動識別エコシステム |
Country Status (5)
| Country | Link |
|---|---|
| US (2) | US10656190B2 (enExample) |
| EP (1) | EP3610402B1 (enExample) |
| JP (2) | JP7191837B2 (enExample) |
| CN (1) | CN110268409B (enExample) |
| WO (1) | WO2018190984A1 (enExample) |
Families Citing this family (22)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20130232074A1 (en) * | 2012-03-05 | 2013-09-05 | Mark Carlson | System and Method for Providing Alert Messages with Modified Message Elements |
| US10969413B2 (en) | 2017-10-13 | 2021-04-06 | Honeywell International Inc. | Energy theft detection device |
| US10637239B2 (en) | 2017-10-13 | 2020-04-28 | Honeywell International Inc. | Utility network monitoring device |
| US11477667B2 (en) * | 2018-06-14 | 2022-10-18 | Mark Cummings | Using orchestrators for false positive detection and root cause analysis |
| KR102302631B1 (ko) * | 2018-10-30 | 2021-09-16 | 제노테크 주식회사 | 인공지능 서비스를 위한 연결된 데이터 아키텍처 시스템 및 이에 대한 제어방법 |
| US20200265119A1 (en) * | 2019-02-14 | 2020-08-20 | Accenture Global Solutions Limited | Site-specific anomaly detection |
| CN110738415A (zh) * | 2019-10-15 | 2020-01-31 | 国网山西省电力公司晋中供电公司 | 基于用电采集系统和离群点算法的窃电用户分析方法 |
| US11611576B2 (en) * | 2019-12-11 | 2023-03-21 | GE Precision Healthcare LLC | Methods and systems for securing an imaging system |
| RU2762241C2 (ru) * | 2020-02-26 | 2021-12-16 | Акционерное общество "Лаборатория Касперского" | Система и способ выявления мошеннических активностей при взаимодействии пользователя с банковскими сервисами |
| CN111539843B (zh) * | 2020-04-17 | 2022-07-12 | 国网新疆电力有限公司营销服务中心(资金集约中心、计量中心) | 基于数据驱动的反窃电智能预警方法 |
| KR102408152B1 (ko) * | 2020-04-20 | 2022-06-15 | (주)제타미디어 | 인공지능 기반의 히스토리 데이터 관리 방법 |
| TWI747334B (zh) * | 2020-06-17 | 2021-11-21 | 王其宏 | 檢測數據詐欺裝置、方法、程式產品及電腦可讀取媒體 |
| RU2758359C1 (ru) * | 2020-06-19 | 2021-10-28 | Акционерное общество "Лаборатория Касперского" | Система и способ выявления массовых мошеннических активностей при взаимодействии пользователей с банковскими сервисами |
| CN112215721A (zh) * | 2020-09-04 | 2021-01-12 | 国网青海省电力公司信息通信公司 | 基于大数据的电力窃电精准识别及窃电反馈数据分析模型 |
| US11671512B2 (en) * | 2020-10-30 | 2023-06-06 | Oracle International Corporation | Concatenating reactive publisher for use with a microservices or other computing environment |
| CN112527783B (zh) * | 2020-11-27 | 2024-05-24 | 中科曙光南京研究院有限公司 | 一种基于Hadoop的数据质量探查系统 |
| CN113762306A (zh) * | 2021-01-13 | 2021-12-07 | 北京沃东天骏信息技术有限公司 | 模型训练方法、装置、电子设备和计算机可读介质 |
| CN114518488B (zh) * | 2022-01-19 | 2025-05-06 | 浙江正泰仪器仪表有限责任公司 | 基于电能参数搜索量测高精度物联智能电表分布式光储充放系统 |
| US12056231B2 (en) * | 2022-04-29 | 2024-08-06 | Truist Bank | Training an artificial intelligence engine for real-time monitoring to eliminate false positives |
| US12355786B2 (en) * | 2022-06-14 | 2025-07-08 | Microsoft Technology Licensing, Llc | Machine learning approach for solving the cold start problem in stateful models |
| WO2025097093A1 (en) | 2023-11-03 | 2025-05-08 | Spindrift Innovations, LLC | Differential dual sensor contactless magnetic-mode electrical current sensors with tamper detection |
| CN118822571B (zh) * | 2024-08-07 | 2025-05-06 | 广东电网有限责任公司信息中心 | 一种电力营销稽查粒度预警管控方法 |
Citations (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2005250802A (ja) | 2004-03-03 | 2005-09-15 | Toshiba Solutions Corp | 不正アクセス検出装置及び不正アクセス検出プログラム |
| JP2009259020A (ja) | 2008-04-17 | 2009-11-05 | Japan Energy Corp | 異常検知装置 |
| JP2010152431A (ja) | 2008-12-24 | 2010-07-08 | Mitsubishi Electric Corp | 不正アクセス検知装置及び不正アクセス検知プログラム及び記録媒体及び不正アクセス検知方法 |
| WO2011132377A1 (ja) | 2010-04-23 | 2011-10-27 | パナソニック株式会社 | 検知装置及び検知システム |
| JP2013105497A (ja) | 2011-11-15 | 2013-05-30 | Fujitsu Ltd | エネルギー消費のプロファイリング |
| US20140358838A1 (en) | 2013-06-04 | 2014-12-04 | International Business Machines Corporation | Detecting electricity theft via meter tampering using statistical methods |
Family Cites Families (11)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| AUPR863001A0 (en) | 2001-11-01 | 2001-11-29 | Inovatech Limited | Wavelet based fraud detection |
| US20080283593A1 (en) * | 2007-05-18 | 2008-11-20 | Bank Of America Corporation | Compromised Account Detection |
| US7936163B2 (en) * | 2008-06-20 | 2011-05-03 | General Electric Company | Method and system for detecting electricity theft |
| US7991689B1 (en) * | 2008-07-23 | 2011-08-02 | Experian Information Solutions, Inc. | Systems and methods for detecting bust out fraud using credit data |
| US10223691B2 (en) * | 2011-02-22 | 2019-03-05 | Visa International Service Association | Universal electronic payment apparatuses, methods and systems |
| WO2013112639A1 (en) | 2012-01-23 | 2013-08-01 | Itron, Inc. | Analytics in a utility infrastructure |
| US9305028B2 (en) * | 2012-04-11 | 2016-04-05 | Zynga Inc. | Gaming platform utilizing a fraud detection platform |
| CN102967735A (zh) | 2012-12-04 | 2013-03-13 | 辽宁省电力有限公司抚顺供电公司 | 反窃电异常分析系统 |
| US9098553B2 (en) | 2013-03-15 | 2015-08-04 | Gridglo Llc | System and method for remote activity detection |
| US20160161539A1 (en) | 2014-12-09 | 2016-06-09 | Powerhive, Inc. | Electricity theft detection system |
| CN205193128U (zh) | 2015-12-10 | 2016-04-27 | 丁泽术 | 一种三相电表防窃电检测模块 |
-
2017
- 2017-11-21 US US15/820,326 patent/US10656190B2/en active Active
-
2018
- 2018-03-15 WO PCT/US2018/022718 patent/WO2018190984A1/en not_active Ceased
- 2018-03-15 EP EP18715872.0A patent/EP3610402B1/en active Active
- 2018-03-15 CN CN201880010436.5A patent/CN110268409B/zh active Active
- 2018-03-15 JP JP2019542656A patent/JP7191837B2/ja active Active
-
2020
- 2020-04-15 US US16/849,632 patent/US10948526B2/en active Active
-
2022
- 2022-12-07 JP JP2022195769A patent/JP7465939B2/ja active Active
Patent Citations (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2005250802A (ja) | 2004-03-03 | 2005-09-15 | Toshiba Solutions Corp | 不正アクセス検出装置及び不正アクセス検出プログラム |
| JP2009259020A (ja) | 2008-04-17 | 2009-11-05 | Japan Energy Corp | 異常検知装置 |
| JP2010152431A (ja) | 2008-12-24 | 2010-07-08 | Mitsubishi Electric Corp | 不正アクセス検知装置及び不正アクセス検知プログラム及び記録媒体及び不正アクセス検知方法 |
| WO2011132377A1 (ja) | 2010-04-23 | 2011-10-27 | パナソニック株式会社 | 検知装置及び検知システム |
| JP2013105497A (ja) | 2011-11-15 | 2013-05-30 | Fujitsu Ltd | エネルギー消費のプロファイリング |
| US20140358838A1 (en) | 2013-06-04 | 2014-12-04 | International Business Machines Corporation | Detecting electricity theft via meter tampering using statistical methods |
Non-Patent Citations (1)
| Title |
|---|
| 奥村晃弘ほか2名,"スマートハウスにおける電力変動からの不正アクセス検知の検討",FIT2013 第12回情報科学技術フォーラム 講演論文集 第4分冊,一般社団法人情報処理学会,2013年08月20日,pp.87~90 |
Also Published As
| Publication number | Publication date |
|---|---|
| WO2018190984A1 (en) | 2018-10-18 |
| US20200241057A1 (en) | 2020-07-30 |
| US20180299495A1 (en) | 2018-10-18 |
| CN110268409B (zh) | 2023-04-04 |
| EP3610402A1 (en) | 2020-02-19 |
| JP2023029983A (ja) | 2023-03-07 |
| US10948526B2 (en) | 2021-03-16 |
| CN110268409A (zh) | 2019-09-20 |
| JP2020516979A (ja) | 2020-06-11 |
| US10656190B2 (en) | 2020-05-19 |
| EP3610402B1 (en) | 2022-04-13 |
| JP7465939B2 (ja) | 2024-04-11 |
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