CA2313134A1 - Procede et systeme de surveillance et de commande d'un systeme de fabrication - Google Patents
Procede et systeme de surveillance et de commande d'un systeme de fabrication Download PDFInfo
- Publication number
- CA2313134A1 CA2313134A1 CA002313134A CA2313134A CA2313134A1 CA 2313134 A1 CA2313134 A1 CA 2313134A1 CA 002313134 A CA002313134 A CA 002313134A CA 2313134 A CA2313134 A CA 2313134A CA 2313134 A1 CA2313134 A1 CA 2313134A1
- Authority
- CA
- Canada
- Prior art keywords
- performance data
- model
- neural network
- real
- performance
- 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 abstract description 117
- 238000000034 method Methods 0.000 title claims abstract description 83
- 238000012544 monitoring process Methods 0.000 title description 8
- 238000003062 neural network model Methods 0.000 claims abstract description 77
- 230000008569 process Effects 0.000 claims abstract description 56
- 238000004891 communication Methods 0.000 claims abstract description 42
- 238000012546 transfer Methods 0.000 claims abstract description 10
- 238000013528 artificial neural network Methods 0.000 claims description 22
- 238000010977 unit operation Methods 0.000 claims description 22
- 238000004458 analytical method Methods 0.000 abstract description 17
- 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
- 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
- 241000102542 Kara Species 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
- 230000001537 neural effect Effects 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
- LLYYNOVSVPBRGV-MVNKZKPCSA-N valnemulin Chemical compound CC(C)[C@@H](N)C(=O)NCC(C)(C)SCC(=O)O[C@@H]1C[C@@](C)(C=C)[C@@H](O)[C@H](C)[C@@]23CC[C@@H](C)[C@]1(C)[C@@H]2C(=O)CC3 LLYYNOVSVPBRGV-MVNKZKPCSA-N 0.000 description 1
Classifications
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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]
- G05B19/41885—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)
Abstract
La présente invention concerne une interface de modèles de réseau neuronal comportant des systèmes de commande répartis associés à une unité de production pour former une unité de production complète. Les modèles de réseau neuronal reçoivent des variables mesurées du processus de production afin de prédire les données de rendement du processus, et fournissent au serveur de communications des données de rendement sur une base de temps réel. Une interface graphique d'utilisateur communique via un réseau, tel qu'Internet ou un Intranet de société, pour recevoir les données de rendement en temps réel, notamment les mesures de rendement tels que les analyseurs de rendement clés en temps réel, et les présenter aux gestionnaires qui prennent les décisions en fonction du processus de production. Le serveur de communication est également relié à un moteur de modèles indépendant afin de transférer les données de rendement en temps réel et les données de modèles de réseau neural qui seront analysées dans le moteur indépendant. Une boîte orienté objet transforme la publication et l'abonnement des données de rendement provenant des modèles de réseau neuronal.
Applications Claiming Priority (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US16706398A | 1998-10-06 | 1998-10-06 | |
| US09/167,063 | 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 |
|---|---|
| CA2313134A1 true CA2313134A1 (fr) | 2000-04-13 |
Family
ID=22605782
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CA002313134A Abandoned CA2313134A1 (fr) | 1998-10-06 | 1999-10-06 | Procede et systeme de surveillance et de commande d'un systeme de fabrication |
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 |
| 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 |
| US7032816B2 (en) | 2001-12-28 | 2006-04-25 | Kimberly-Clark Worldwide, Inc. | Communication between machines and feed-forward control in event-based product manufacturing |
| 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 |
| US7380213B2 (en) | 2001-12-28 | 2008-05-27 | Kimberly-Clark Worldwide, Inc. | User interface for reporting event-based production information 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 |
| IL164428A0 (en) * | 2002-01-15 | 2005-12-18 | Thierry Cresson | 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 |
| US20180356811A1 (en) | 2017-06-12 | 2018-12-13 | Honeywell International Inc. | Apparatus and method for automated identification and diagnosis of constraint violations |
| JP7460657B2 (ja) | 2019-05-09 | 2024-04-02 | アスペンテック・コーポレーション | 機械学習を専門知識及び第一原理と組み合わせて行うプロセス産業のモデリング |
| WO2020255173A2 (fr) * | 2019-06-20 | 2020-12-24 | Tata Consultancy Services Limited | Procédé et système permettant d'optimiser le fonctionnement d'une turbine à gaz à cycle combiné |
| 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 |
|---|---|---|---|---|
| CA2157198A1 (fr) * | 1993-03-02 | 1994-09-15 | James David Keeler | Methode et appareil pour analyser un reseau neuronal avec des contraintes sur les parametres de fonctionnement |
| 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 JP JP2000575000A patent/JP2002526852A/ja not_active Withdrawn
- 1999-10-06 AU AU62949/99A patent/AU6294999A/en not_active Abandoned
- 1999-10-06 EP EP99950252A patent/EP1042706A1/fr not_active Withdrawn
- 1999-10-06 WO PCT/US1999/023379 patent/WO2000020939A1/fr not_active Application Discontinuation
- 1999-10-06 CA CA002313134A patent/CA2313134A1/fr not_active Abandoned
Also Published As
| Publication number | Publication date |
|---|---|
| WO2000020939A9 (fr) | 2000-08-24 |
| AU6294999A (en) | 2000-04-26 |
| WO2000020939A1 (fr) | 2000-04-13 |
| JP2002526852A (ja) | 2002-08-20 |
| EP1042706A1 (fr) | 2000-10-11 |
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Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| FZDE | Dead |