JP5996966B2 - データ異常検出システムおよび方法 - Google Patents

データ異常検出システムおよび方法 Download PDF

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Publication number
JP5996966B2
JP5996966B2 JP2012180001A JP2012180001A JP5996966B2 JP 5996966 B2 JP5996966 B2 JP 5996966B2 JP 2012180001 A JP2012180001 A JP 2012180001A JP 2012180001 A JP2012180001 A JP 2012180001A JP 5996966 B2 JP5996966 B2 JP 5996966B2
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JP
Japan
Prior art keywords
energy consumption
data
consumption data
algorithm
anomaly detection
Prior art date
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Expired - Fee Related
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JP2012180001A
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English (en)
Japanese (ja)
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JP2013048545A (ja
JP2013048545A5 (enExample
Inventor
べサニー・フーグス
ジェイソン・ブラック
イ・ツァン
ウェイウェイ・ツェン
ミン・リ
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General Electric Co
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General Electric Co
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Publication of JP2013048545A5 publication Critical patent/JP2013048545A5/ja
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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)
JP2012180001A 2011-08-19 2012-08-15 データ異常検出システムおよび方法 Expired - Fee Related JP5996966B2 (ja)

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 (3)

Publication Number Publication Date
JP2013048545A JP2013048545A (ja) 2013-03-07
JP2013048545A5 JP2013048545A5 (enExample) 2015-09-24
JP5996966B2 true JP5996966B2 (ja) 2016-09-21

Family

ID=47189699

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2012180001A Expired - Fee Related JP5996966B2 (ja) 2011-08-19 2012-08-15 データ異常検出システムおよび方法

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)

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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
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
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
US7881889B2 (en) 2005-12-21 2011-02-01 Barclay Kenneth B Method and apparatus for determining energy savings by using a baseline energy use model that incorporates an artificial intelligence algorithm
US7343267B1 (en) 2006-09-21 2008-03-11 International Business Machines Corporation Methods and systems for statistical based monitoring and power management
WO2009039500A1 (en) 2007-09-20 2009-03-26 Sterling Planet, Inc. Method and apparatus for determining energy savings by using a baseline energy use model that incorporates an artificial intelligence algorithm
US8239244B2 (en) 2007-11-30 2012-08-07 Sap Ag System and method for transaction log cleansing and aggregation
US8626889B2 (en) 2008-02-22 2014-01-07 Hewlett-Packard Development Company, L.P. Detecting anomalies in a sensor-networked environment
US8600556B2 (en) 2009-06-22 2013-12-03 Johnson Controls Technology Company Smart building manager
US8532839B2 (en) 2009-06-22 2013-09-10 Johnson Controls Technology Company Systems and methods for statistical control and fault detection in a building management system
US8788097B2 (en) 2009-06-22 2014-07-22 Johnson Controls Technology Company Systems and methods for using rule-based fault detection in a building management system

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
US20130046493A1 (en) 2013-02-21
AU2012216257A1 (en) 2013-03-07
CA2786359A1 (en) 2013-02-19
EP2560135A1 (en) 2013-02-20

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