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

Info

Publication number
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
Authority
CN
China
Prior art keywords
data
test data
anomaly
determining
parameter
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
CN201910931056.1A
Other languages
English (en)
Chinese (zh)
Other versions
CN111103851A (zh
Inventor
朴正淏
A·拉客阿凡
R·A·罗西
多鹿阳介
岭岸瞳
小掠哲羲
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.)
Panasonic Holdings Corp
Palo Alto Research Center Inc
Original Assignee
Matsushita Electric Industrial Co Ltd
Palo Alto Research Center Inc
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 Matsushita Electric Industrial Co Ltd, Palo Alto Research Center Inc filed Critical Matsushita Electric Industrial Co Ltd
Publication of CN111103851A publication Critical patent/CN111103851A/zh
Application granted granted Critical
Publication of CN111103851B publication Critical patent/CN111103851B/zh
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • 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—Program-control systems
    • G05B19/02—Program-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

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Databases & Information Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Quality & Reliability (AREA)
  • Business, Economics & Management (AREA)
  • Data Mining & Analysis (AREA)
  • Human Resources & Organizations (AREA)
  • Fuzzy Systems (AREA)
  • Mathematical Physics (AREA)
  • Probability & Statistics with Applications (AREA)
  • Software Systems (AREA)
  • Computational Linguistics (AREA)
  • Marketing (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Economics (AREA)
  • Operations Research (AREA)
  • Strategic Management (AREA)
  • Tourism & Hospitality (AREA)
  • General Business, Economics & Management (AREA)
  • Manufacturing & Machinery (AREA)
  • Automation & Control Theory (AREA)
  • Testing And Monitoring For Control Systems (AREA)
  • General Factory Administration (AREA)
  • Debugging And Monitoring (AREA)
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)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
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

Publications (2)

Publication Number Publication Date
CN111103851A CN111103851A (zh) 2020-05-05
CN111103851B true CN111103851B (zh) 2022-05-03

Family

ID=68387137

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201910931056.1A Active CN111103851B (zh) 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

Country Status (4)

Country Link
US (1) US11061915B2 (https=)
EP (1) EP3644184A1 (https=)
JP (1) JP7285187B2 (https=)
CN (1) CN111103851B (https=)

Families Citing this family (14)

* 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
WO2022258789A1 (en) * 2021-06-09 2022-12-15 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
US12526302B1 (en) * 2025-05-30 2026-01-13 Intuit Inc. Signed bi-directional anomaly neighborhood algorithm
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
CN120744831A (zh) * 2025-07-02 2025-10-03 杭州彩路科技有限公司 多层次融合的建筑系统传感装置数据异常归因方法与系统
CN121071755B (zh) * 2025-11-07 2026-03-17 国网江西省电力有限公司电力科学研究院 一种电力碳排放测算数据异常辨识方法及系统

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
US10103960B2 (en) 2013-12-27 2018-10-16 Splunk Inc. Spatial and temporal anomaly detection in a multiple server environment
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

Also Published As

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

Similar Documents

Publication Publication Date Title
CN111103851B (zh) 基于联合历史和时间序列分析的异常表征的系统和方法
US11157346B2 (en) System and method for binned inter-quartile range analysis in anomaly detection of a data series
CN111656418B (zh) 用于监测工业自动化系统的方法以及工业工厂监测设备
US20150193325A1 (en) Method and system for determining hardware life expectancy and failure prevention
CN105637432A (zh) 识别被监控实体的异常行为
JP2019121162A (ja) 監視装置、監視方法および監視プログラム
CN116804957A (zh) 一种系统监控方法及装置
CN106371958A (zh) 一种服务器故障诊断系统及方法
CN107077135A (zh) 用于识别设备中的干扰的方法和辅助系统
CN111581044A (zh) 集群优化方法、装置、服务器及介质
WO2023184237A1 (zh) 计算电子系统的剩余使用寿命的方法、装置及计算机介质
JP2011170518A (ja) 状態監視装置及び方法
JP7481976B2 (ja) 異常スコア算出装置、異常スコア算出方法およびプログラム
WO2017150286A1 (ja) システム分析装置、システム分析方法、及び、コンピュータ読み取り可能な記録媒体
WO2024001208A1 (zh) 空调故障检测方法、装置、空调及电子设备
JP6902550B2 (ja) 動的統計メーターデータ検証を提供するためのシステムおよび方法
CN119917330B (zh) 闪存问题的定位方法、装置、设备及存储介质
TW202013186A (zh) 資料處理方法、裝置與系統、以及電腦可讀取記錄媒體
CN111651503B (zh) 一种配电网数据异常识别方法、系统及终端设备
CN119629657A (zh) 一种无线网卡的通信组网方法及系统
TW201620057A (zh) 晶圓的良率判斷方法以及晶圓合格測試的多變量偵測方法
CN117881973A (zh) 用于多维动态零件平均测试的系统和方法
CN110703721B (zh) 用于监控生产过程的方法和装置
CN114924142A (zh) 工作状态检测方法、装置、设备和存储介质
US11720435B2 (en) Electronic device and fault diagnosis method of electronic device

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
CP01 Change in the name or title of a patent holder

Address after: California, USA

Patentee after: PALO ALTO RESEARCH CENTER Inc.

Patentee after: Panasonic Holding Co.,Ltd.

Address before: California, USA

Patentee before: PALO ALTO RESEARCH CENTER Inc.

Patentee before: Matsushita Electric Industrial Co.,Ltd.

CP01 Change in the name or title of a patent holder