AU2012216257A1 - Systems and methods for data anomaly detection - Google Patents

Systems and methods for data anomaly detection Download PDF

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Publication number
AU2012216257A1
AU2012216257A1 AU2012216257A AU2012216257A AU2012216257A1 AU 2012216257 A1 AU2012216257 A1 AU 2012216257A1 AU 2012216257 A AU2012216257 A AU 2012216257A AU 2012216257 A AU2012216257 A AU 2012216257A AU 2012216257 A1 AU2012216257 A1 AU 2012216257A1
Authority
AU
Australia
Prior art keywords
energy consumption
algorithm
consumption data
data
anomaly detection
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.)
Abandoned
Application number
AU2012216257A
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English (en)
Inventor
Jason Black
Weiwei Chen
Bethany Hoogs
Ming Li
Yi Zhang
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.)
General Electric Co
Original Assignee
General Electric Co
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 General Electric Co filed Critical General Electric Co
Publication of AU2012216257A1 publication Critical patent/AU2012216257A1/en
Abandoned legal-status Critical Current

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Classifications

    • 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
    • G06Q10/00—Administration; Management
    • G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063—Operations research, analysis or management
    • G06Q10/0631—Resource planning, allocation, distributing or scheduling for enterprises or organisations
    • 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
    • G06Q10/00—Administration; Management
    • G06Q10/04—Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
    • H—ELECTRICITY
    • H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
    • H02J—CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
    • H02J3/00—Circuit arrangements for AC mains or AC distribution networks
    • H—ELECTRICITY
    • H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
    • H02J—CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
    • H02J3/00—Circuit arrangements for AC mains or AC distribution networks
    • H02J3/003—Load forecast, e.g. methods or systems for forecasting future load demand
    • H—ELECTRICITY
    • H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
    • H02J—CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
    • H02J2203/00—Indexing scheme relating to details of circuit arrangements for AC mains or AC distribution networks
    • H02J2203/20—Simulating, e g planning, reliability check, modelling or computer assisted design [CAD]
    • 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
    • Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02E—REDUCTION OF GREENHOUSE GAS [GHG] EMISSIONS, RELATED TO ENERGY GENERATION, TRANSMISSION OR DISTRIBUTION
    • Y02E60/00—Enabling technologies; Technologies with a potential or indirect contribution to GHG emissions mitigation
    • 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
    • Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02P—CLIMATE CHANGE MITIGATION TECHNOLOGIES IN THE PRODUCTION OR PROCESSING OF GOODS
    • Y02P90/00—Enabling technologies with a potential contribution to greenhouse gas [GHG] emissions mitigation
    • Y02P90/80—Management or planning
    • Y02P90/82—Energy audits or management systems therefor
    • 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
    • Y04S10/00—Systems supporting electrical power generation, transmission or distribution
    • Y04S10/50—Systems or methods supporting the power network operation or management, involving a certain degree of interaction with the load-side end user applications
    • 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

  • Business, Economics & Management (AREA)
  • Engineering & Computer Science (AREA)
  • Human Resources & Organizations (AREA)
  • Strategic Management (AREA)
  • Economics (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Marketing (AREA)
  • General Business, Economics & Management (AREA)
  • Game Theory and Decision Science (AREA)
  • Development Economics (AREA)
  • Theoretical Computer Science (AREA)
  • Operations Research (AREA)
  • Quality & Reliability (AREA)
  • Tourism & Hospitality (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Educational Administration (AREA)
  • Power Engineering (AREA)
  • Remote Monitoring And Control Of Power-Distribution Networks (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Supply And Distribution Of Alternating Current (AREA)
  • Power Sources (AREA)
  • Debugging And Monitoring (AREA)
AU2012216257A 2011-08-19 2012-08-16 Systems and methods for data anomaly detection Abandoned AU2012216257A1 (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US13/213,899 2011-08-19
US13/213,899 US8781767B2 (en) 2011-08-19 2011-08-19 Systems and methods for data anomaly detection

Publications (1)

Publication Number Publication Date
AU2012216257A1 true AU2012216257A1 (en) 2013-03-07

Family

ID=47189699

Family Applications (1)

Application Number Title Priority Date Filing Date
AU2012216257A Abandoned AU2012216257A1 (en) 2011-08-19 2012-08-16 Systems and methods for data anomaly detection

Country Status (6)

Country Link
US (1) US8781767B2 (enExample)
EP (1) EP2560135A1 (enExample)
JP (1) JP5996966B2 (enExample)
AU (1) AU2012216257A1 (enExample)
BR (1) BR102012020440A2 (enExample)
CA (1) CA2786359A1 (enExample)

Cited By (2)

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CN104616211A (zh) * 2015-02-06 2015-05-13 宁波永耀信息科技有限公司 基于水电用量比值聚类的异常水电用户检测方法及系统
CN104657912A (zh) * 2015-02-06 2015-05-27 宁波永耀信息科技有限公司 基于水电量比和支持向量聚类异常用户检测方法及系统

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US10088335B2 (en) * 2012-04-13 2018-10-02 International Business Machines Corporation Anomaly detection using usage data for metering system
US9239760B2 (en) * 2013-10-24 2016-01-19 General Electric Company Systems and methods for detecting, correcting, and validating bad data in data streams
WO2015119607A1 (en) * 2014-02-06 2015-08-13 Hewlett-Packard Development Company, L.P. Resource management
JP6301791B2 (ja) 2014-09-17 2018-03-28 株式会社東芝 配電網の故障予兆診断システムおよびその方法
US11062230B2 (en) 2017-02-28 2021-07-13 International Business Machines Corporation Detecting data anomalies
EP3376446A1 (en) * 2017-03-18 2018-09-19 Tata Consultancy Services Limited Method and system for anomaly detection, missing data imputation and consumption prediction in energy data
US10776231B2 (en) 2018-11-29 2020-09-15 International Business Machines Corporation Adaptive window based anomaly detection
CN110390301A (zh) * 2019-07-24 2019-10-29 厦门理工学院 一种从海量历史谐波数据中查找异常数据的智能识别方法
US12055602B2 (en) * 2019-11-14 2024-08-06 Vigyanlabs Innovations Private Limited System and method of monitoring electrical devices to detect anomaly in the electrical devices
CN112650741B (zh) * 2020-12-29 2023-07-14 平安消费金融有限公司 异常数据的识别与修正方法、系统、设备及可读存储介质
CN113484468A (zh) * 2021-06-25 2021-10-08 广州市广软科技有限公司 基于四分位数算法的机动车环保检测分析方法和系统
CN114069644B (zh) * 2021-12-06 2023-08-15 国网山东省电力公司汶上县供电公司 一种基于数据匹配算法的电力需求响应方法、系统、介质及设备

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JPH08322147A (ja) * 1995-05-25 1996-12-03 Hitachi Ltd 電力需要予測システム
US6816811B2 (en) * 2001-06-21 2004-11-09 Johnson Controls Technology Company Method of intelligent data analysis to detect abnormal use of utilities in buildings
US20030101009A1 (en) 2001-10-30 2003-05-29 Johnson Controls Technology Company Apparatus and method for determining days of the week with similar utility consumption profiles
US7146288B1 (en) 2002-07-18 2006-12-05 Johnson Controls Technology Company System and method for estimating quantization error in sampled data
JP2005102428A (ja) 2003-09-25 2005-04-14 Kansai Electric Power Co Inc:The 消費電力量監視による異常検知装置
US7519485B2 (en) 2005-12-21 2009-04-14 Sterling Planet, Inc. Method and apparatus for determining energy savings by using a baseline energy use model that incorporates a neural network algorithm
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Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104616211A (zh) * 2015-02-06 2015-05-13 宁波永耀信息科技有限公司 基于水电用量比值聚类的异常水电用户检测方法及系统
CN104657912A (zh) * 2015-02-06 2015-05-27 宁波永耀信息科技有限公司 基于水电量比和支持向量聚类异常用户检测方法及系统

Also Published As

Publication number Publication date
JP2013048545A (ja) 2013-03-07
BR102012020440A2 (pt) 2014-03-18
US8781767B2 (en) 2014-07-15
NZ601885A (en) 2014-02-28
JP5996966B2 (ja) 2016-09-21
US20130046493A1 (en) 2013-02-21
CA2786359A1 (en) 2013-02-19
EP2560135A1 (en) 2013-02-20

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