CN111103851B - 基于联合历史和时间序列分析的异常表征的系统和方法 - Google Patents

基于联合历史和时间序列分析的异常表征的系统和方法 Download PDF

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CN111103851B
CN111103851B CN201910931056.1A CN201910931056A CN111103851B CN 111103851 B CN111103851 B CN 111103851B CN 201910931056 A CN201910931056 A CN 201910931056A CN 111103851 B CN111103851 B CN 111103851B
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test data
anomaly
determining
parameter
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CN111103851A (zh
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朴正淏
A·拉客阿凡
R·A·罗西
多鹿阳介
岭岸瞳
小掠哲羲
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Panasonic Holdings Corp
Palo Alto Research Center Inc
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Palo Alto Research Center Inc
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    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B19/00—Programme-control systems
    • G05B19/02—Programme-control systems electric
    • G05B19/418—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM]
    • G05B19/4183—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM] characterised by data acquisition, e.g. workpiece identification
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/24—Querying
    • G06F16/245—Query processing
    • G06F16/2458—Special types of queries, e.g. statistical queries, fuzzy queries or distributed queries
    • G06F16/2465—Query processing support for facilitating data mining operations in structured databases
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00—Error detection; Error correction; Monitoring
    • G06F11/07—Responding to the occurrence of a fault, e.g. fault tolerance
    • G06F11/0703—Error or fault processing not based on redundancy, i.e. by taking additional measures to deal with the error or fault not making use of redundancy in operation, in hardware, or in data representation
    • G06F11/0751—Error or fault detection not based on redundancy
    • G06F11/0754—Error or fault detection not based on redundancy by exceeding limits
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01D—MEASURING NOT SPECIALLY ADAPTED FOR A SPECIFIC VARIABLE; ARRANGEMENTS FOR MEASURING TWO OR MORE VARIABLES NOT COVERED IN A SINGLE OTHER SUBCLASS; TARIFF METERING APPARATUS; MEASURING OR TESTING NOT OTHERWISE PROVIDED FOR
    • G01D21/00—Measuring or testing not otherwise provided for
    • G01D21/02—Measuring two or more variables by means not covered by a single other subclass
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01D—MEASURING NOT SPECIALLY ADAPTED FOR A SPECIFIC VARIABLE; ARRANGEMENTS FOR MEASURING TWO OR MORE VARIABLES NOT COVERED IN A SINGLE OTHER SUBCLASS; TARIFF METERING APPARATUS; MEASURING OR TESTING NOT OTHERWISE PROVIDED FOR
    • G01D9/00—Recording measured values
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/28—Databases characterised by their database models, e.g. relational or object models
    • G06F16/284—Relational databases
    • G06F16/285—Clustering or classification
    • 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
    • G06Q10/20—Administration of product repair or maintenance
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F2216/00—Indexing scheme relating to additional aspects of information retrieval not explicitly covered by G06F16/00 and subgroups
    • G06F2216/03—Data mining

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Databases & Information Systems (AREA)
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CN201910931056.1A 2018-10-25 2019-09-27 基于联合历史和时间序列分析的异常表征的系统和方法 Active CN111103851B (zh)

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US16/170,815 US11061915B2 (en) 2018-10-25 2018-10-25 System and method for anomaly characterization based on joint historical and time-series analysis
US16/170815 2018-10-25

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CN111103851A CN111103851A (zh) 2020-05-05
CN111103851B true CN111103851B (zh) 2022-05-03

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US (1) US11061915B2 (enExample)
EP (1) EP3644184A1 (enExample)
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Families Citing this family (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11157346B2 (en) * 2018-09-26 2021-10-26 Palo Alto Rsearch Center Incorporated System and method for binned inter-quartile range analysis in anomaly detection of a data series
US11108621B1 (en) * 2020-05-29 2021-08-31 Accedian Networks Inc. Network performance metrics anomaly detection
JP7634952B2 (ja) * 2020-09-23 2025-02-25 キヤノン株式会社 情報処理方法、情報処理装置、表示方法、表示装置、プログラム、記録媒体、物品の製造方法、学習用データの取得方法
US11604785B2 (en) * 2021-03-26 2023-03-14 Jpmorgan Chase Bank, N.A. System and method for implementing a data quality check module
EP4352605A1 (en) * 2021-06-09 2024-04-17 Dover Europe Sàrl Methods, systems and devices for implementing remote services
CN113505344B (zh) * 2021-07-16 2023-08-29 长鑫存储技术有限公司 机台插槽的异常侦测方法、修复方法和异常侦测系统
US12149401B2 (en) 2021-11-23 2024-11-19 International Business Machines Corporation Identifying persistent anomalies for failure prediction
CN117870943B (zh) * 2024-01-22 2024-08-20 中国三峡建工(集团)有限公司 基于多传感器的灌浆过程中数据优化采集系统
CN118312908B (zh) * 2024-06-06 2024-09-03 国网湖北省电力有限公司信息通信公司 基于云计算的电力数据处理系统
CN119828036B (zh) * 2025-03-18 2025-07-01 国网山西省电力公司营销服务中心 一种直流充电桩异常检测方法及系统
CN120338204B (zh) * 2025-06-17 2025-10-28 奶酪博士(安徽)食品科技有限公司 基于能耗优化的烘干产线控制方法及系统

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US8000910B2 (en) * 2008-04-30 2011-08-16 Schneider Electric USA , Inc. Automated voltage analysis in an electrical system using contextual data
CN106104496A (zh) * 2014-03-18 2016-11-09 微软技术许可有限责任公司 用于任意时序的不受监督的异常检测
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

Family Cites Families (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7818224B2 (en) * 2001-03-22 2010-10-19 Boerner Sean T Method and system to identify discrete trends in time series
US7139668B2 (en) * 2003-05-12 2006-11-21 Simmonds Precision Products, Inc. Wire event detection
US8688620B2 (en) * 2011-09-23 2014-04-01 Hewlett-Packard Development Company, L.P. Anomaly detection in data centers
US8914317B2 (en) * 2012-06-28 2014-12-16 International Business Machines Corporation Detecting anomalies in real-time in multiple time series data with automated thresholding
MY172616A (en) 2013-03-13 2019-12-06 Telekom Malaysia Berhad A system for analysing network traffic and a method thereof
WO2015095974A1 (en) 2013-12-27 2015-07-02 Metafor Software Inc. System and method for anomaly detection in information technology operations
US11055382B2 (en) * 2015-04-30 2021-07-06 Vmware, Inc. Methods and systems that estimate a degree of abnormality of a complex system

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US8000910B2 (en) * 2008-04-30 2011-08-16 Schneider Electric USA , Inc. Automated voltage analysis in an electrical system using contextual data
CN106104496A (zh) * 2014-03-18 2016-11-09 微软技术许可有限责任公司 用于任意时序的不受监督的异常检测
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

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CN111103851A (zh) 2020-05-05
JP7285187B2 (ja) 2023-06-01
US20200134075A1 (en) 2020-04-30
EP3644184A1 (en) 2020-04-29
US11061915B2 (en) 2021-07-13
JP2020068025A (ja) 2020-04-30

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