CN103116277B - 预测故障分析 - Google Patents

预测故障分析 Download PDF

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Publication number
CN103116277B
CN103116277B CN201210558333.7A CN201210558333A CN103116277B CN 103116277 B CN103116277 B CN 103116277B CN 201210558333 A CN201210558333 A CN 201210558333A CN 103116277 B CN103116277 B CN 103116277B
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CN
China
Prior art keywords
variable
value
candidate agents
failure
time
Prior art date
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CN201210558333.7A
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English (en)
Chinese (zh)
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CN103116277A (zh
Inventor
周玲
P·K·达利
R·B·哈韦科斯特
T·L·布莱文斯
W·K·沃杰茨尼斯
M·J·尼克松
C·J·沃雷克
P·R·慕斯顿
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Fisher Rosemount Systems Inc
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Fisher Rosemount Systems Inc
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Priority claimed from US13/279,881 external-priority patent/US9323234B2/en
Application filed by Fisher Rosemount Systems Inc filed Critical Fisher Rosemount Systems Inc
Publication of CN103116277A publication Critical patent/CN103116277A/zh
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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
    • G05B17/00—Systems involving the use of models or simulators of said systems
    • G05B17/02—Systems involving the use of models or simulators of said systems electric
    • 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
    • G05B15/00—Systems controlled by a computer
    • G05B15/02—Systems controlled by a computer electric
    • 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
    • G05B23/00—Testing or monitoring of control systems or parts thereof
    • G05B23/02—Electric testing or monitoring
    • G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0218—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults
    • G05B23/0224—Process history based detection method, e.g. whereby history implies the availability of large amounts of data
    • G05B23/0227—Qualitative history assessment, whereby the type of data acted upon, e.g. waveforms, images or patterns, is not relevant, e.g. rule based assessment; if-then decisions
    • G05B23/0235—Qualitative history assessment, whereby the type of data acted upon, e.g. waveforms, images or patterns, is not relevant, e.g. rule based assessment; if-then decisions based on a comparison with predetermined threshold or range, e.g. "classical methods", carried out during normal operation; threshold adaptation or choice; when or how to compare with the threshold
    • 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
    • G05B23/00—Testing or monitoring of control systems or parts thereof
    • G05B23/02—Electric testing or monitoring
    • G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0218—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults
    • G05B23/0224—Process history based detection method, e.g. whereby history implies the availability of large amounts of data
    • G05B23/024—Quantitative history assessment, e.g. mathematical relationships between available data; Functions therefor; Principal component analysis [PCA]; Partial least square [PLS]; Statistical classifiers, e.g. Bayesian networks, linear regression or correlation analysis; Neural networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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"
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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—Systems or methods specially adapted for specific business sectors, e.g. utilities or tourism
    • G06Q50/04—Manufacturing
    • 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
    • G05B2219/00—Program-control systems
    • G05B2219/30—Nc systems
    • G05B2219/32—Operator till task planning
    • G05B2219/32187—Correlation between controlling parameters for influence on quality parameters
    • 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
    • G05B2219/00—Program-control systems
    • G05B2219/30—Nc systems
    • G05B2219/32—Operator till task planning
    • G05B2219/32194—Quality prediction
    • 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
    • G05B2219/00—Program-control systems
    • G05B2219/30—Nc systems
    • G05B2219/32—Operator till task planning
    • G05B2219/32201—Build statistical model of past normal proces, compare with actual process
    • 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
    • Y02P90/30—Computing systems specially adapted for manufacturing
CN201210558333.7A 2011-10-24 2012-10-24 预测故障分析 Active CN103116277B (zh)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US13/279,881 2011-10-24
US13/279,881 US9323234B2 (en) 2009-06-10 2011-10-24 Predicted fault analysis

Publications (2)

Publication Number Publication Date
CN103116277A CN103116277A (zh) 2013-05-22
CN103116277B true CN103116277B (zh) 2018-04-13

Family

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Family Applications (1)

Application Number Title Priority Date Filing Date
CN201210558333.7A Active CN103116277B (zh) 2011-10-24 2012-10-24 预测故障分析

Country Status (4)

Country Link
JP (1) JP6166883B2 (ja)
CN (1) CN103116277B (ja)
DE (1) DE102012110166A1 (ja)
GB (1) GB2496040B (ja)

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US20140379626A1 (en) * 2013-06-20 2014-12-25 Rockwell Automation Technologies, Inc. Information platform for industrial automation stream-based data processing
US10018997B2 (en) * 2013-06-28 2018-07-10 Fisher-Rosemount Systems, Inc. Non-intrusive data analytics in a process control system
CN106796432B (zh) * 2014-09-02 2019-08-23 庞巴迪公司 确定用于检查复合部件的采样方案的方法和系统
US11042128B2 (en) * 2015-03-18 2021-06-22 Accenture Global Services Limited Method and system for predicting equipment failure
WO2017039667A1 (en) * 2015-09-03 2017-03-09 General Electric Company Method and apparatus for providing case histories and case progressions
WO2017039665A1 (en) * 2015-09-03 2017-03-09 General Electric Company Method and apparatus for rating failure data structures
WO2017044118A1 (en) * 2015-09-11 2017-03-16 General Electric Company Method and appartus for providing case assessments of threats versus work plans
CN105740975B (zh) * 2016-01-26 2019-08-27 云南电网有限责任公司电力科学研究院 一种基于数据关联关系的设备缺陷评估与预测方法
EP3246777A1 (de) * 2016-05-19 2017-11-22 ETM professional control GmbH System zum steuern und überwachen technischer prozesse und anlagen
JP6780576B2 (ja) * 2017-04-27 2020-11-04 トヨタ自動車株式会社 解析手法提示システム、方法及びプログラム
CN107817684A (zh) * 2017-11-21 2018-03-20 北京宇航系统工程研究所 一种运载火箭快速故障检测策略优化方法
US11537271B2 (en) * 2018-04-16 2022-12-27 Ebay Inc. System and method for aggregation and comparison of multi-tab content
KR102244169B1 (ko) * 2018-04-19 2021-04-23 미쓰비시덴키 가부시키가이샤 이상 설비를 특정하는 장치, 방법, 및 기록 매체에 저장된 컴퓨터 프로그램
DE102018109816B3 (de) * 2018-04-24 2019-10-24 Yxlon International Gmbh Verfahren zur Gewinnung mindestens eines signifikanten Merkmals in einer Serie von Bauteilen gleichen Typs und Verfahren zur Klassifikation eines Bauteils eienr solchen Serie
CN108919776B (zh) * 2018-06-19 2021-04-09 深圳市元征科技股份有限公司 一种故障评估方法及终端
JP7163117B2 (ja) * 2018-09-14 2022-10-31 株式会社東芝 プロセス監視支援装置、プロセス監視支援システム、プロセス監視支援方法及びプロセス監視支援プログラム
JP7398443B2 (ja) * 2018-09-27 2023-12-14 テトラ ラバル ホールディングス アンド ファイナンス エス エイ 包装機における故障予測の方法
JP7012888B2 (ja) * 2019-01-21 2022-01-28 三菱電機株式会社 異常要因推定装置、異常要因推定方法、及びプログラム
US11899417B2 (en) * 2019-05-02 2024-02-13 Fisher-Rosemount Systems, Inc. Methods and apparatus to implement predictive analytics for continuous control system processes
JP2020190956A (ja) * 2019-05-22 2020-11-26 株式会社東芝 製造条件出力装置、品質管理システム及びプログラム
EP3764179A1 (en) * 2019-07-08 2021-01-13 ABB Schweiz AG Assessing conditions of instustrial equipment and processes
CN113721557B (zh) * 2020-05-25 2022-12-20 中国石油化工股份有限公司 基于关联参数的石化装置运行工艺参数监测方法及装置
CN112233420B (zh) * 2020-10-14 2023-12-15 腾讯科技（深圳）有限公司 一种智能交通控制系统的故障诊断的方法及装置
CN113433907B (zh) * 2021-06-24 2022-05-10 中国航空综合技术研究所 基于可靠性关键特性的航空机电产品设计可靠性控制方法
WO2023136032A1 (ja) * 2022-01-14 2023-07-20 富士フイルム株式会社 情報処理装置、方法及びプログラム

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JP4167282B2 (ja) * 2006-10-27 2008-10-15 日精樹脂工業株式会社 射出成形機の支援装置
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US8571696B2 (en) * 2009-06-10 2013-10-29 Fisher-Rosemount Systems, Inc. Methods and apparatus to predict process quality in a process control system
CN201898519U (zh) * 2010-09-01 2011-07-13 燕山大学 带有风险控制的设备维修预警装置

Also Published As

Publication number Publication date
CN103116277A (zh) 2013-05-22
DE102012110166A1 (de) 2013-04-25
GB2496040A (en) 2013-05-01
JP2013093027A (ja) 2013-05-16
GB2496040B (en) 2019-04-03
GB201219049D0 (en) 2012-12-05
JP6166883B2 (ja) 2017-07-19

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