AU6294999A - Method and system for monitoring and controlling a manufacturing system - Google Patents
Method and system for monitoring and controlling a manufacturing system Download PDFInfo
- Publication number
- AU6294999A AU6294999A AU62949/99A AU6294999A AU6294999A AU 6294999 A AU6294999 A AU 6294999A AU 62949/99 A AU62949/99 A AU 62949/99A AU 6294999 A AU6294999 A AU 6294999A AU 6294999 A AU6294999 A AU 6294999A
- Authority
- AU
- Australia
- Prior art keywords
- model
- performance data
- data
- performance
- neural network
- 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.)
- Abandoned
Links
- 238000004519 manufacturing process Methods 0.000 title claims description 114
- 238000000034 method Methods 0.000 title claims description 83
- 238000012544 monitoring process Methods 0.000 title description 8
- 238000003062 neural network model Methods 0.000 claims description 69
- 230000008569 process Effects 0.000 claims description 56
- 238000004891 communication Methods 0.000 claims description 40
- 238000013528 artificial neural network Methods 0.000 claims description 22
- 238000010977 unit operation Methods 0.000 claims description 22
- 238000012546 transfer Methods 0.000 claims description 9
- 238000004458 analytical method Methods 0.000 description 16
- 230000005611 electricity Effects 0.000 description 13
- 239000000446 fuel Substances 0.000 description 12
- 238000005457 optimization Methods 0.000 description 12
- 238000012545 processing Methods 0.000 description 9
- 230000008901 benefit Effects 0.000 description 8
- 238000007726 management method Methods 0.000 description 8
- 238000005259 measurement Methods 0.000 description 8
- 238000010586 diagram Methods 0.000 description 7
- 238000005516 engineering process Methods 0.000 description 5
- 230000001537 neural effect Effects 0.000 description 5
- 238000004088 simulation Methods 0.000 description 5
- 238000013459 approach Methods 0.000 description 4
- 230000006399 behavior Effects 0.000 description 3
- 238000004364 calculation method Methods 0.000 description 3
- 230000007613 environmental effect Effects 0.000 description 3
- 230000002708 enhancing effect Effects 0.000 description 2
- 238000013386 optimize process Methods 0.000 description 2
- 239000000047 product Substances 0.000 description 2
- 230000002123 temporal effect Effects 0.000 description 2
- 238000012369 In process control Methods 0.000 description 1
- 230000004075 alteration Effects 0.000 description 1
- 230000003466 anti-cipated effect Effects 0.000 description 1
- 230000005540 biological transmission Effects 0.000 description 1
- 230000015556 catabolic process Effects 0.000 description 1
- 239000003054 catalyst Substances 0.000 description 1
- 230000008859 change Effects 0.000 description 1
- 239000007795 chemical reaction product Substances 0.000 description 1
- 239000002131 composite material Substances 0.000 description 1
- 238000013500 data storage Methods 0.000 description 1
- 238000006731 degradation reaction Methods 0.000 description 1
- 230000000593 degrading effect Effects 0.000 description 1
- 238000011161 development Methods 0.000 description 1
- 230000000694 effects Effects 0.000 description 1
- 238000010965 in-process control Methods 0.000 description 1
- 230000003993 interaction Effects 0.000 description 1
- 230000002452 interceptive effect Effects 0.000 description 1
- 239000000203 mixture Substances 0.000 description 1
- 238000013433 optimization analysis Methods 0.000 description 1
- 239000003208 petroleum Substances 0.000 description 1
- 238000011112 process operation Methods 0.000 description 1
- 239000002994 raw material Substances 0.000 description 1
- 238000012394 real-time manufacturing Methods 0.000 description 1
- 238000007670 refining Methods 0.000 description 1
- 238000003860 storage Methods 0.000 description 1
- 238000006467 substitution reaction Methods 0.000 description 1
- 238000012360 testing method Methods 0.000 description 1
- 238000012549 training Methods 0.000 description 1
- 238000010200 validation analysis Methods 0.000 description 1
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—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]
- G05B19/41885—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 modeling, simulation of the manufacturing system
-
- 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
- Y02E20/00—Combustion technologies with mitigation potential
- Y02E20/14—Combined heat and power generation [CHP]
-
- 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
- Y02P90/02—Total factory control, e.g. smart factories, flexible manufacturing systems [FMS] or integrated manufacturing systems [IMS]
Landscapes
- Engineering & Computer Science (AREA)
- Manufacturing & Machinery (AREA)
- General Engineering & Computer Science (AREA)
- Quality & Reliability (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Automation & Control Theory (AREA)
- Feedback Control In General (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
- General Factory Administration (AREA)
Applications Claiming Priority (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US16706398A | 1998-10-06 | 1998-10-06 | |
| US09167063 | 1998-10-06 | ||
| PCT/US1999/023379 WO2000020939A1 (fr) | 1998-10-06 | 1999-10-06 | Procede et systeme de surveillance et de commande d'un systeme de fabrication |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| AU6294999A true AU6294999A (en) | 2000-04-26 |
Family
ID=22605782
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| AU62949/99A Abandoned AU6294999A (en) | 1998-10-06 | 1999-10-06 | Method and system for monitoring and controlling a manufacturing system |
Country Status (5)
| Country | Link |
|---|---|
| EP (1) | EP1042706A1 (fr) |
| JP (1) | JP2002526852A (fr) |
| AU (1) | AU6294999A (fr) |
| CA (1) | CA2313134A1 (fr) |
| WO (1) | WO2000020939A1 (fr) |
Families Citing this family (28)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| FR2808909B1 (fr) * | 2000-05-11 | 2005-06-03 | Jean Marie Billiotte | Procede de simulation stochastique centralisee et teletransmission de scenarios probables pour l'optimisation probabiliste des parametres de systemes industriels distants |
| DE50009037D1 (de) * | 2000-07-27 | 2005-01-27 | Abb Research Ltd | Verfahren und Computerprogramm zum Herstellen einer Regelung oder Steuerung |
| US7117161B2 (en) * | 2000-08-21 | 2006-10-03 | Bruce Elisa M | Decision dynamics |
| DE10119853A1 (de) * | 2001-04-24 | 2003-01-09 | Bayer Ag | Hybridmodell und Verfahren zur Bestimmung von mechanischen Eigenschaften und von Verarbeitungseigenschaften eines Spritzgiessformteils |
| US7032816B2 (en) | 2001-12-28 | 2006-04-25 | Kimberly-Clark Worldwide, Inc. | Communication between machines and feed-forward control in event-based product manufacturing |
| US7380213B2 (en) | 2001-12-28 | 2008-05-27 | Kimberly-Clark Worldwide, Inc. | User interface for reporting event-based production information in product manufacturing |
| US7357298B2 (en) | 2001-12-28 | 2008-04-15 | Kimberly-Clark Worldwide, Inc. | Integrating event-based production information with financial and purchasing systems in product manufacturing |
| US8799113B2 (en) | 2001-12-28 | 2014-08-05 | Binforma Group Limited Liability Company | Quality management by validating a bill of materials in event-based product manufacturing |
| US6968250B2 (en) | 2001-12-28 | 2005-11-22 | Kimberly-Clark Worldwide, Inc. | Intelligent agent system and method for evaluating data integrity in process information databases |
| US7035877B2 (en) | 2001-12-28 | 2006-04-25 | Kimberly-Clark Worldwide, Inc. | Quality management and intelligent manufacturing with labels and smart tags in event-based product manufacturing |
| US20050228511A1 (en) * | 2002-01-15 | 2005-10-13 | Suvajit Das | Computer-implemented system and method for measuring and improving manufacturing processes and maximizing product research and development speed and efficiency |
| US7137019B2 (en) | 2003-04-30 | 2006-11-14 | International Business Machines Corporation | Adaptive throttling system for data processing systems |
| WO2005015476A2 (fr) * | 2003-08-07 | 2005-02-17 | Hsb Solomon Associates, Llc | Systeme et procede pour determiner des coefficients d'equivalence a utiliser en analyse de performance comparative d'installations industrielles |
| US8145748B2 (en) | 2004-12-13 | 2012-03-27 | American Power Conversion Corporation | Remote monitoring system |
| GB2449518B (en) * | 2007-03-08 | 2011-08-03 | American Power Conv Corp | Remote monitoring system |
| US8965539B2 (en) | 2008-09-27 | 2015-02-24 | Jda Software Group, Inc. | System and method for a demand driven lean production control system |
| US8989879B2 (en) | 2008-09-27 | 2015-03-24 | Jda Software Group, Inc. | System and method for a demand driven lean production control system |
| US9529348B2 (en) | 2012-01-24 | 2016-12-27 | Emerson Process Management Power & Water Solutions, Inc. | Method and apparatus for deploying industrial plant simulators using cloud computing technologies |
| US10386827B2 (en) * | 2013-03-04 | 2019-08-20 | Fisher-Rosemount Systems, Inc. | Distributed industrial performance monitoring and analytics platform |
| EP3482261B1 (fr) * | 2016-07-07 | 2021-05-05 | Aspen Technology Inc. | Système et procédé informatique servant à la construction dynamique et au déploiement en ligne d'un modèle de processus de premier principe centré sur le fonctionnement servant à une analyse prédictive |
| US10643167B2 (en) * | 2016-07-28 | 2020-05-05 | Honeywell International Inc. | MPC with unconstrained dependent variables for KPI performance analysis |
| US10761496B2 (en) | 2017-06-12 | 2020-09-01 | Honeywell International Inc. | Apparatus and method for identifying impacts and causes of variability or control giveaway on model-based controller performance |
| US11853032B2 (en) | 2019-05-09 | 2023-12-26 | Aspentech Corporation | Combining machine learning with domain knowledge and first principles for modeling in the process industries |
| US20220235676A1 (en) * | 2019-06-20 | 2022-07-28 | Tata Consultancy Services Limited | Method and system for optimization of combination cycle gas turbine operation |
| US11782401B2 (en) | 2019-08-02 | 2023-10-10 | Aspentech Corporation | Apparatus and methods to build deep learning controller using non-invasive closed loop exploration |
| WO2021076760A1 (fr) | 2019-10-18 | 2021-04-22 | Aspen Technology, Inc. | Système et procédés de développement de modèle automatisé à partir de données historiques de plante pour une commande de processus avancé |
| WO2022098929A1 (fr) * | 2020-11-06 | 2022-05-12 | Energy Internet Corporation | Commande et configuration de machines définies par logiciel |
| US11630446B2 (en) | 2021-02-16 | 2023-04-18 | Aspentech Corporation | Reluctant first principles models |
Family Cites Families (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| AU6358394A (en) * | 1993-03-02 | 1994-09-26 | Pavilion Technologies, Inc. | Method and apparatus for analyzing a neural network within desired operating parameter constraints |
| US5408406A (en) * | 1993-10-07 | 1995-04-18 | Honeywell Inc. | Neural net based disturbance predictor for model predictive control |
| US5692107A (en) * | 1994-03-15 | 1997-11-25 | Lockheed Missiles & Space Company, Inc. | Method for generating predictive models in a computer system |
| US5659667A (en) * | 1995-01-17 | 1997-08-19 | The Regents Of The University Of California Office Of Technology Transfer | Adaptive model predictive process control using neural networks |
| TWI249760B (en) * | 1996-07-31 | 2006-02-21 | Canon Kk | Remote maintenance system |
| US5859964A (en) * | 1996-10-25 | 1999-01-12 | Advanced Micro Devices, Inc. | System and method for performing real time data acquisition, process modeling and fault detection of wafer fabrication processes |
-
1999
- 1999-10-06 CA CA002313134A patent/CA2313134A1/fr not_active Abandoned
- 1999-10-06 EP EP99950252A patent/EP1042706A1/fr not_active Withdrawn
- 1999-10-06 JP JP2000575000A patent/JP2002526852A/ja not_active Withdrawn
- 1999-10-06 WO PCT/US1999/023379 patent/WO2000020939A1/fr not_active Application Discontinuation
- 1999-10-06 AU AU62949/99A patent/AU6294999A/en not_active Abandoned
Also Published As
| Publication number | Publication date |
|---|---|
| CA2313134A1 (fr) | 2000-04-13 |
| EP1042706A1 (fr) | 2000-10-11 |
| WO2000020939A1 (fr) | 2000-04-13 |
| WO2000020939A9 (fr) | 2000-08-24 |
| JP2002526852A (ja) | 2002-08-20 |
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Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| MK1 | Application lapsed section 142(2)(a) - no request for examination in relevant period |