CN110268409B - 用于电力欺诈检测的新型非参数统计行为识别生态系统 - Google Patents

用于电力欺诈检测的新型非参数统计行为识别生态系统 Download PDF

Info

Publication number
CN110268409B
CN110268409B CN201880010436.5A CN201880010436A CN110268409B CN 110268409 B CN110268409 B CN 110268409B CN 201880010436 A CN201880010436 A CN 201880010436A CN 110268409 B CN110268409 B CN 110268409B
Authority
CN
China
Prior art keywords
cases
unknown
demand
data
fraud
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.)
Active
Application number
CN201880010436.5A
Other languages
English (en)
Chinese (zh)
Other versions
CN110268409A (zh
Inventor
H·阿巴斯
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.)
Oracle International Corp
Original Assignee
Oracle International Corp
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 Oracle International Corp filed Critical Oracle International Corp
Publication of CN110268409A publication Critical patent/CN110268409A/zh
Application granted granted Critical
Publication of CN110268409B publication Critical patent/CN110268409B/zh
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • 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
    • 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
    • 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)
  • 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)
CN201880010436.5A 2017-04-13 2018-03-15 用于电力欺诈检测的新型非参数统计行为识别生态系统 Active CN110268409B (zh)

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

Publications (2)

Publication Number Publication Date
CN110268409A CN110268409A (zh) 2019-09-20
CN110268409B true CN110268409B (zh) 2023-04-04

Family

ID=63790337

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201880010436.5A Active CN110268409B (zh) 2017-04-13 2018-03-15 用于电力欺诈检测的新型非参数统计行为识别生态系统

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)

* Cited by examiner, † Cited by third party
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 (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7991689B1 (en) * 2008-07-23 2011-08-02 Experian Information Solutions, Inc. Systems and methods for detecting bust out fraud using credit data
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
WO2013112639A1 (en) * 2012-01-23 2013-08-01 Itron, Inc. Analytics in a utility infrastructure
CN103635920A (zh) * 2011-02-22 2014-03-12 维萨国际服务协会 通用电子付款装置、方法与系统

Family Cites Families (13)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
AUPR863001A0 (en) 2001-11-01 2001-11-29 Inovatech Limited Wavelet based fraud detection
JP4261389B2 (ja) * 2004-03-03 2009-04-30 東芝ソリューション株式会社 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
US20080283593A1 (en) * 2007-05-18 2008-11-20 Bank Of America Corporation Compromised Account Detection
JP5084591B2 (ja) * 2008-04-17 2012-11-28 Ｊｘ日鉱日石エネルギー株式会社 異常検知装置
US7936163B2 (en) * 2008-06-20 2011-05-03 General Electric Company Method and system for detecting electricity theft
JP5219783B2 (ja) * 2008-12-24 2013-06-26 三菱電機株式会社 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
US20120098518A1 (en) * 2010-04-23 2012-04-26 Panasonic Corporation Detection apparatus and detection system
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
US9595006B2 (en) * 2013-06-04 2017-03-14 International Business Machines Corporation Detecting electricity theft via meter tampering using statistical methods
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

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7991689B1 (en) * 2008-07-23 2011-08-02 Experian Information Solutions, Inc. Systems and methods for detecting bust out fraud using credit data
CN103635920A (zh) * 2011-02-22 2014-03-12 维萨国际服务协会 通用电子付款装置、方法与系统
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
WO2013112639A1 (en) * 2012-01-23 2013-08-01 Itron, Inc. Analytics in a utility infrastructure

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
Spotting Suspicious Behaviors in Multimodal Data: A General Metric and Algorithms;Meng Jiang等;《网页在线公开：https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7454738》;20160420;第1-14页 *
一种基于相似度计算的无线传感器网络入侵检测方法;钟敦昊等;《技术研究》;20160427(第2期);第22-27页 *

Also Published As

Publication number Publication date
WO2018190984A1 (en) 2018-10-18
US20200241057A1 (en) 2020-07-30
US20180299495A1 (en) 2018-10-18
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
JP7191837B2 (ja) 2022-12-19

Similar Documents

Publication Publication Date Title
JP7465939B2 (ja) 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
CN110383308B (zh) 预测管道泄漏的新型自动人工智能系统
US11915195B2 (en) Systems and methods for intelligent field matching and anomaly detection
US10069891B2 (en) Channel accessible single function micro service data collection process for light analytics
US11570214B2 (en) Crowdsourced innovation laboratory and process implementation system
KR20190075972A (ko) 로그 파일들로부터 프로세스 흐름들을 식별하고 흐름을 시각화하기 위한 시스템들 및 방법들
US20160132904A1 (en) Influence score of a brand
CN110023901A (zh) 用于更新基于云的多层应用栈的系统和方法
US12299687B2 (en) Abnormal behavior detection method and apparatus, electronic device, and computer-readable storage medium
US10755344B2 (en) System framework processor for channel contacts
US12001984B2 (en) Enhanced user selection for communication workflows using machine-learning techniques
CN110717597A (zh) 利用机器学习模型获取时序特征的方法和装置
CN115151926A (zh) 使用机器学习技术的用于通信工作流的增强的处理
US12321933B2 (en) Systems and methods for generating aggregate records
US12307389B2 (en) Predicting events based on time series data
Juola Data Integrity
Hultquist Data Fusion
CN120563192A (zh) 商品的异常检测方法、装置及电子设备
CN113807957A (zh) 基于机器学习确定数据对象的类别

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant