DE102011102034B4 - Online-Abgleich eines prozessanalytischen Modells mit effektivem Prozessbetrieb - Google Patents

Online-Abgleich eines prozessanalytischen Modells mit effektivem Prozessbetrieb Download PDF

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DE102011102034B4
DE102011102034B4 DE102011102034.2A DE102011102034A DE102011102034B4 DE 102011102034 B4 DE102011102034 B4 DE 102011102034B4 DE 102011102034 A DE102011102034 A DE 102011102034A DE 102011102034 B4 DE102011102034 B4 DE 102011102034B4
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model
online
batch
distance
variable
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DE102011102034A1 (de
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Wilhelm K. Wojsznis
Terrence L. Blevins
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Fisher Rosemount Systems Inc
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Fisher Rosemount Systems Inc
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    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B13/00Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
    • G05B13/02Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
    • G05B13/04Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00Testing or monitoring of control systems or parts thereof
    • G05B23/02Electric testing or monitoring
    • G05B23/0205Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0218Electric 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
    • G05B23/0224Process history based detection method, e.g. whereby history implies the availability of large amounts of data
    • G05B23/024Quantitative 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
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B19/00Programme-control systems
    • G05B19/02Programme-control systems electric
    • G05B19/418Total 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]
    • G05B19/41875Total 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 quality surveillance of production
    • YGENERAL 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
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02PCLIMATE CHANGE MITIGATION TECHNOLOGIES IN THE PRODUCTION OR PROCESSING OF GOODS
    • Y02P90/00Enabling technologies with a potential contribution to greenhouse gas [GHG] emissions mitigation
    • Y02P90/02Total factory control, e.g. smart factories, flexible manufacturing systems [FMS] or integrated manufacturing systems [IMS]

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Automation & Control Theory (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Mathematical Physics (AREA)
  • Manufacturing & Machinery (AREA)
  • General Engineering & Computer Science (AREA)
  • Quality & Reliability (AREA)
  • Health & Medical Sciences (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • Software Systems (AREA)
  • Testing And Monitoring For Control Systems (AREA)
  • Feedback Control In General (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
DE102011102034.2A 2010-05-21 2011-05-19 Online-Abgleich eines prozessanalytischen Modells mit effektivem Prozessbetrieb Active DE102011102034B4 (de)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US12/784,689 US8880203B2 (en) 2010-05-21 2010-05-21 On-line alignment of a process analytical model with actual process operation
US12/784,689 2010-05-21

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DE102011102034A1 DE102011102034A1 (de) 2011-11-24
DE102011102034B4 true DE102011102034B4 (de) 2023-09-28

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US (1) US8880203B2 (enExample)
JP (2) JP5922343B2 (enExample)
CN (1) CN102298319B (enExample)
DE (1) DE102011102034B4 (enExample)
GB (1) GB2482367B (enExample)
PH (1) PH12011000157A1 (enExample)

Families Citing this family (59)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9135286B2 (en) * 2005-03-18 2015-09-15 Beyondcore, Inc. Identifying contributors that explain differences between subsets of a data set
US9940405B2 (en) 2011-04-05 2018-04-10 Beyondcore Holdings, Llc Automatically optimizing business process platforms
US8782087B2 (en) 2005-03-18 2014-07-15 Beyondcore, Inc. Analyzing large data sets to find deviation patterns
US10127130B2 (en) 2005-03-18 2018-11-13 Salesforce.Com Identifying contributors that explain differences between a data set and a subset of the data set
KR101073553B1 (ko) * 2010-03-09 2011-10-17 삼성모바일디스플레이주식회사 반도체 생산 공정에서 임계 치수 제어 방법 및 이를 지원하는 반도체 제조 라인
US9335042B2 (en) 2010-08-16 2016-05-10 Emerson Process Management Power & Water Solutions, Inc. Steam temperature control using dynamic matrix control
US9217565B2 (en) 2010-08-16 2015-12-22 Emerson Process Management Power & Water Solutions, Inc. Dynamic matrix control of steam temperature with prevention of saturated steam entry into superheater
US9447963B2 (en) 2010-08-16 2016-09-20 Emerson Process Management Power & Water Solutions, Inc. Dynamic tuning of dynamic matrix control of steam temperature
US9110452B2 (en) 2011-09-19 2015-08-18 Fisher-Rosemount Systems, Inc. Inferential process modeling, quality prediction and fault detection using multi-stage data segregation
MX2014004721A (es) * 2011-10-17 2015-02-05 Nestec Sa Principios y aplicaciones de software para garantizar que los productos alimenticios nutricionales fabricados cumplan con sus especificaciones.
US9163828B2 (en) 2011-10-31 2015-10-20 Emerson Process Management Power & Water Solutions, Inc. Model-based load demand control
US10796232B2 (en) 2011-12-04 2020-10-06 Salesforce.Com, Inc. Explaining differences between predicted outcomes and actual outcomes of a process
US10802687B2 (en) 2011-12-04 2020-10-13 Salesforce.Com, Inc. Displaying differences between different data sets of a process
AU2013243238B2 (en) 2012-04-05 2017-05-18 Rubicon Research Pty Ltd Supervisory control of automated irrigation channels
US20140052425A1 (en) * 2012-08-16 2014-02-20 Sankar Selvaraj Method and apparatus for evaluating a model of an industrial plant process
US9898167B2 (en) 2013-03-15 2018-02-20 Palantir Technologies Inc. Systems and methods for providing a tagging interface for external content
CN103245759A (zh) * 2013-03-28 2013-08-14 杭州电子科技大学 基于自回归全潜结构投影模型的产品质量监测方法
DE102013103627A1 (de) * 2013-04-11 2014-10-16 Endress + Hauser Flowtec Ag Feldgerät mit einer Schutzschaltung
US10018997B2 (en) * 2013-06-28 2018-07-10 Fisher-Rosemount Systems, Inc. Non-intrusive data analytics in a process control system
US10437203B2 (en) * 2013-10-08 2019-10-08 General Electric Company Methods and systems for dynamic workflow prioritization and tasking
WO2015116326A1 (en) * 2014-01-30 2015-08-06 Exxonmobil Research And Engineering Company Real time optimization of batch processes
EP2930579A3 (en) * 2014-03-28 2016-06-22 Hitachi High-Technologies Corporation State monitoring system, state monitoring method and state monitoring program
US9419992B2 (en) 2014-08-13 2016-08-16 Palantir Technologies Inc. Unwanted tunneling alert system
US20160055434A1 (en) * 2014-08-21 2016-02-25 Lenovo Enterprise Solutions (Singapore) Pte. Ltd. Dynamic risk assessment based product sampling
EP3243169A4 (en) * 2015-01-05 2018-10-03 Anki, Inc. Adaptive data analytics service
MY192904A (en) 2015-02-17 2022-09-14 Fujitsu Ltd Determination device, determination method, and determination program
JP6733164B2 (ja) * 2015-02-26 2020-07-29 富士電機株式会社 プロセス監視装置、プロセス監視方法及びプログラム
US9407652B1 (en) 2015-06-26 2016-08-02 Palantir Technologies Inc. Network anomaly detection
US9537880B1 (en) 2015-08-19 2017-01-03 Palantir Technologies Inc. Anomalous network monitoring, user behavior detection and database system
US10503156B2 (en) * 2015-09-18 2019-12-10 Fisher-Rosemount Systems, Inc. Methods and apparatus to define stages for multi-variate batch control analytics
US10044745B1 (en) 2015-10-12 2018-08-07 Palantir Technologies, Inc. Systems for computer network security risk assessment including user compromise analysis associated with a network of devices
US10394973B2 (en) * 2015-12-18 2019-08-27 Fisher-Rosemount Systems, Inc. Methods and apparatus for using analytical/statistical modeling for continued process verification (CPV)
US10901407B2 (en) * 2016-05-31 2021-01-26 Applied Materials, Inc. Semiconductor device search and classification
JP6608778B2 (ja) * 2016-08-01 2019-11-20 株式会社日立製作所 作業動作指示装置
ES2895459T3 (es) * 2016-08-31 2022-02-21 Sartorius Stedim Biotech Gmbh Control y supervisión de un proceso para producir un producto químico, farmacéutico o biotecnológico
KR101883277B1 (ko) * 2016-08-31 2018-07-31 고려대학교 산학협력단 Dtwep 기반 제조공정의 이상탐지 방법 및 장치
JP2018067051A (ja) * 2016-10-17 2018-04-26 富士電機株式会社 品質監視装置、品質監視システム、品質監視方法及びプログラム
GB201621434D0 (en) 2016-12-16 2017-02-01 Palantir Technologies Inc Processing sensor logs
GB201621631D0 (en) * 2016-12-19 2017-02-01 Palantir Technologies Inc Predictive modelling
US11087080B1 (en) 2017-12-06 2021-08-10 Palantir Technologies Inc. Systems and methods for collaborative data entry and integration
DE102018100424A1 (de) * 2018-01-10 2019-07-11 Schuler Pressen Gmbh Verfahren und Vorrichtung zur Steuerung und/oder Überwachung eines sich wiederholenden Prozessablaufs
US11032149B2 (en) * 2018-02-05 2021-06-08 Crenacrans Consulting Services Classification and relationship correlation learning engine for the automated management of complex and distributed networks
US11614733B2 (en) * 2018-04-30 2023-03-28 Aspentech Corporation Computer system and method for automated batch data alignment in batch process modeling, monitoring and control
US10810076B1 (en) 2018-08-28 2020-10-20 Palantir Technologies Inc. Fault clustering for remedial action analysis
CN110926496B (zh) * 2018-12-14 2021-06-22 青岛中海潮科技有限公司 水下运载器运动异常检测方法、装置及系统
CN109491349B (zh) * 2018-12-18 2020-06-23 江南大学 应用于连续搅拌反应釜中的批次运行轨迹和空间的调整方法
EP3702439B1 (en) * 2019-02-26 2024-01-17 Sartorius Stedim Data Analytics AB Multivariate process chart to control a process to produce a chemical, pharmaceutical, biopharmaceutical and/or biological product
EP3705964B1 (en) * 2019-03-04 2022-11-23 Technische Universität Berlin A method for the scalable real-time state recognition of processes and/or sub-processes during production with electrically driven production plants
EP3726316B1 (en) * 2019-04-17 2022-06-29 ABB Schweiz AG Controlling technical equipment through quality indicators using parameterized batch-run monitoring
EP3726317B1 (en) * 2019-04-17 2022-08-10 ABB Schweiz AG Computer-implemented determination of a quality indicator of a production batch-run of a production process
EP3726318B1 (en) * 2019-04-17 2022-07-13 ABB Schweiz AG Computer-implemented determination of a quality indicator of a production batch-run that is ongoing
US11899417B2 (en) * 2019-05-02 2024-02-13 Fisher-Rosemount Systems, Inc. Methods and apparatus to implement predictive analytics for continuous control system processes
DE102019213019B4 (de) * 2019-08-29 2024-08-14 Wago Verwaltungsgesellschaft Mbh Verfahren und vorrichtung zum analysieren eines ablaufprozesses
US11194300B2 (en) * 2019-12-06 2021-12-07 Yokogawa Electric Corporation Methods, systems and computer program products for monitoring field device states in a process control system
US11526155B2 (en) 2020-07-30 2022-12-13 Aspentech Corporation Computer system and method for batch data alignment with active learning in batch process modeling, monitoring, and control
KR102883346B1 (ko) * 2020-09-09 2025-11-07 삼성전자주식회사 호스트 프로세서 및 가속기의 동작 방법 및 이들을 포함한 전자 장치
EP4020101A1 (en) * 2020-12-23 2022-06-29 ABB Schweiz AG Automatic identification of important batch events
CN117882020A (zh) * 2021-08-13 2024-04-12 巴斯夫欧洲公司 材料的自动多目标优化
JP2025011004A (ja) * 2023-07-10 2025-01-23 創一 大上 情報提示方法

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5682464A (en) 1992-06-29 1997-10-28 Kurzweil Applied Intelligence, Inc. Word model candidate preselection for speech recognition using precomputed matrix of thresholded distance values
DE102007041917A1 (de) 2006-09-06 2008-05-21 Fisher-Rosemount Systems, Inc., Austin Prozessanlagenüberwachung auf der Grundlage von multivariater statistischer Analyse und Online-Prozesssimulation
JP2009157787A (ja) 2007-12-27 2009-07-16 Yamatake Corp 標準時系列データ算出方法、異常検出方法、標準時系列データ算出装置、および異常検出装置
EP2172820A1 (de) 2008-10-06 2010-04-07 Basf Se Verfahren und System zur automatisierten Analyse von Prozessdaten

Family Cites Families (20)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5386492A (en) * 1992-06-29 1995-01-31 Kurzweil Applied Intelligence, Inc. Speech recognition system utilizing vocabulary model preselection
US7461040B1 (en) * 1999-10-31 2008-12-02 Insyst Ltd. Strategic method for process control
US7167773B2 (en) * 2001-03-21 2007-01-23 Signature Control Systems Process and apparatus for improving and controlling the curing of natural and synthetic moldable compounds
US7523384B2 (en) 2002-06-28 2009-04-21 Umetrics Ab Method and device for monitoring and fault detection in industrial processes
US20040006470A1 (en) * 2002-07-03 2004-01-08 Pioneer Corporation Word-spotting apparatus, word-spotting method, and word-spotting program
US6885907B1 (en) 2004-05-27 2005-04-26 Dofasco Inc. Real-time system and method of monitoring transient operations in continuous casting process for breakout prevention
US7409260B2 (en) * 2005-08-22 2008-08-05 Applied Materials, Inc. Substrate thickness measuring during polishing
US8260446B2 (en) * 2005-08-22 2012-09-04 Applied Materials, Inc. Spectrographic monitoring of a substrate during processing using index values
US7853431B2 (en) * 2006-09-29 2010-12-14 Fisher-Rosemount Systems, Inc. On-line monitoring and diagnostics of a process using multivariate statistical analysis
US20080103747A1 (en) * 2006-10-31 2008-05-01 Macharia Maina A Model predictive control of a stillage sub-process in a biofuel production process
US8571689B2 (en) * 2006-10-31 2013-10-29 Rockwell Automation Technologies, Inc. Model predictive control of fermentation in biofuel production
US8065251B2 (en) * 2007-09-28 2011-11-22 Fisher-Rosemount Systems, Inc. Dynamic management of a process model repository for a process control system
US8761909B2 (en) * 2007-11-30 2014-06-24 Honeywell International Inc. Batch process monitoring using local multivariate trajectories
US20090287320A1 (en) * 2008-05-13 2009-11-19 Macgregor John System and Method for the Model Predictive Control of Batch Processes using Latent Variable Dynamic Models
US8140330B2 (en) * 2008-06-13 2012-03-20 Robert Bosch Gmbh System and method for detecting repeated patterns in dialog systems
US8494798B2 (en) 2008-09-02 2013-07-23 Mks Instruments, Inc. Automated model building and batch model building for a manufacturing process, process monitoring, and fault detection
JP5675617B2 (ja) * 2008-09-04 2015-02-25 アプライド マテリアルズ インコーポレイテッドApplied Materials,Incorporated 加工時における基板の分光モニタリングを使用した研磨速度の調整
US8090676B2 (en) 2008-09-11 2012-01-03 Honeywell International Inc. Systems and methods for real time classification and performance monitoring of batch processes
WO2010138930A2 (en) * 2009-05-29 2010-12-02 Advanced Technology Materials, Inc. Tpir apparatus for monitoring tungsten hexafluoride processing to detect gas phase nucleation, and method and system utilizing same
US9134711B2 (en) * 2010-05-04 2015-09-15 Frito-Lay North America, Inc. Advanced batch control

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5682464A (en) 1992-06-29 1997-10-28 Kurzweil Applied Intelligence, Inc. Word model candidate preselection for speech recognition using precomputed matrix of thresholded distance values
DE102007041917A1 (de) 2006-09-06 2008-05-21 Fisher-Rosemount Systems, Inc., Austin Prozessanlagenüberwachung auf der Grundlage von multivariater statistischer Analyse und Online-Prozesssimulation
JP2009157787A (ja) 2007-12-27 2009-07-16 Yamatake Corp 標準時系列データ算出方法、異常検出方法、標準時系列データ算出装置、および異常検出装置
EP2172820A1 (de) 2008-10-06 2010-04-07 Basf Se Verfahren und System zur automatisierten Analyse von Prozessdaten

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
KASSIDAS, A., MacGREGOR, J. F. and TAYLOR, P. A.: Synchronization of batch trajectories using dynamic time warping. In: AIChE Journal, April 1998, Vol. 44, No. 4: p. 864-875.

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Publication number Publication date
US8880203B2 (en) 2014-11-04
GB201107729D0 (en) 2011-06-22
CN102298319B (zh) 2017-07-18
JP5922343B2 (ja) 2016-05-24
GB2482367B (en) 2017-09-27
CN102298319A (zh) 2011-12-28
DE102011102034A1 (de) 2011-11-24
JP6163526B2 (ja) 2017-07-12
JP2011248885A (ja) 2011-12-08
JP2016006699A (ja) 2016-01-14
US20110288660A1 (en) 2011-11-24
PH12011000157A1 (en) 2012-11-26
GB2482367A (en) 2012-02-01

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