EP4248280A4 - Systèmes et procédés de commande prédictive à apprentissage de gains hors ligne et à commande en ligne - Google Patents
Systèmes et procédés de commande prédictive à apprentissage de gains hors ligne et à commande en ligne Download PDFInfo
- Publication number
- EP4248280A4 EP4248280A4 EP21894116.9A EP21894116A EP4248280A4 EP 4248280 A4 EP4248280 A4 EP 4248280A4 EP 21894116 A EP21894116 A EP 21894116A EP 4248280 A4 EP4248280 A4 EP 4248280A4
- Authority
- EP
- European Patent Office
- Prior art keywords
- control
- offline
- gains
- learning
- systems
- 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.)
- Pending
Links
Classifications
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
-
- 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
- G05B13/00—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
- G05B13/02—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
- G05B13/0265—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric the criterion being a learning criterion
- G05B13/027—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric the criterion being a learning criterion using neural networks only
-
- 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
- G05B13/00—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
- G05B13/02—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
- G05B13/04—Adaptive 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
- G05B13/042—Adaptive 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 in which a parameter or coefficient is automatically adjusted to optimise the performance
-
- 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
- G05B13/00—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
- G05B13/02—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
- G05B13/04—Adaptive 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
- G05B13/048—Adaptive 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 using a predictor
-
- 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]
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/045—Combinations of networks
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/0499—Feedforward networks
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
- G06N3/09—Supervised learning
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- C—CHEMISTRY; METALLURGY
- C10—PETROLEUM, GAS OR COKE INDUSTRIES; TECHNICAL GASES CONTAINING CARBON MONOXIDE; FUELS; LUBRICANTS; PEAT
- C10B—DESTRUCTIVE DISTILLATION OF CARBONACEOUS MATERIALS FOR PRODUCTION OF GAS, COKE, TAR, OR SIMILAR MATERIALS
- C10B55/00—Coking mineral oils, bitumen, tar, and the like or mixtures thereof with solid carbonaceous material
-
- C—CHEMISTRY; METALLURGY
- C10—PETROLEUM, GAS OR COKE INDUSTRIES; TECHNICAL GASES CONTAINING CARBON MONOXIDE; FUELS; LUBRICANTS; PEAT
- C10G—CRACKING HYDROCARBON OILS; PRODUCTION OF LIQUID HYDROCARBON MIXTURES, e.g. BY DESTRUCTIVE HYDROGENATION, OLIGOMERISATION, POLYMERISATION; RECOVERY OF HYDROCARBON OILS FROM OIL-SHALE, OIL-SAND, OR GASES; REFINING MIXTURES MAINLY CONSISTING OF HYDROCARBONS; REFORMING OF NAPHTHA; MINERAL WAXES
- C10G9/00—Thermal non-catalytic cracking, in the absence of hydrogen, of hydrocarbon oils
- C10G9/005—Coking (in order to produce liquid products mainly)
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Artificial Intelligence (AREA)
- Evolutionary Computation (AREA)
- Theoretical Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Health & Medical Sciences (AREA)
- Software Systems (AREA)
- General Engineering & Computer Science (AREA)
- Computing Systems (AREA)
- Biomedical Technology (AREA)
- Molecular Biology (AREA)
- Data Mining & Analysis (AREA)
- Computational Linguistics (AREA)
- Biophysics (AREA)
- Mathematical Physics (AREA)
- General Health & Medical Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
- Automation & Control Theory (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Medical Informatics (AREA)
- Quality & Reliability (AREA)
- Manufacturing & Machinery (AREA)
- Feedback Control In General (AREA)
Applications Claiming Priority (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US16/950,643 US12045022B2 (en) | 2018-01-30 | 2020-11-17 | Predictive control systems and methods with offline gains learning and online control |
| PCT/IB2021/057421 WO2022106917A1 (fr) | 2020-11-17 | 2021-08-11 | Systèmes et procédés de commande prédictive à apprentissage de gains hors ligne et à commande en ligne |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| EP4248280A1 EP4248280A1 (fr) | 2023-09-27 |
| EP4248280A4 true EP4248280A4 (fr) | 2024-10-09 |
Family
ID=81708454
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| EP21894116.9A Pending EP4248280A4 (fr) | 2020-11-17 | 2021-08-11 | Systèmes et procédés de commande prédictive à apprentissage de gains hors ligne et à commande en ligne |
Country Status (2)
| Country | Link |
|---|---|
| EP (1) | EP4248280A4 (fr) |
| WO (1) | WO2022106917A1 (fr) |
Families Citing this family (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN116116181B (zh) * | 2023-04-18 | 2023-07-18 | 科扬环境科技有限责任公司 | 一种基于模型优化的废气废水处理方法及装置 |
| US12599848B2 (en) | 2024-06-03 | 2026-04-14 | Marathon Petroleum Company Lp | Systems, analyzers, controllers, and associated methods to enhance fluid separation for distillation operations |
| WO2025255047A1 (fr) * | 2024-06-03 | 2025-12-11 | Marathon Petroleum Company Lp | Systèmes, analyseurs, dispositifs de commande et procédés associés de fonctionnement d'une unité de destruction de résidus |
| CN120779756B (zh) * | 2025-09-05 | 2026-01-23 | 中控技术股份有限公司 | 适用于流程工业的自适应深度学习预测控制方法与装置 |
Citations (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20150185717A1 (en) * | 2004-02-19 | 2015-07-02 | Rockwell Automation Technologies, Inc. | Parametric universal nonlinear dynamics approximator and use |
| US20190236447A1 (en) * | 2018-01-30 | 2019-08-01 | Imubit Israel Ltd. | Controller training based on historical data |
| US20200311547A1 (en) * | 2018-01-30 | 2020-10-01 | Imubit Israel Ltd | Systems and methods for optimizing refinery coker process |
Family Cites Families (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US9926852B2 (en) * | 2015-03-03 | 2018-03-27 | General Electric Company | Methods and systems for enhancing control of power plant generating units |
-
2021
- 2021-08-11 WO PCT/IB2021/057421 patent/WO2022106917A1/fr not_active Ceased
- 2021-08-11 EP EP21894116.9A patent/EP4248280A4/fr active Pending
Patent Citations (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20150185717A1 (en) * | 2004-02-19 | 2015-07-02 | Rockwell Automation Technologies, Inc. | Parametric universal nonlinear dynamics approximator and use |
| US20190236447A1 (en) * | 2018-01-30 | 2019-08-01 | Imubit Israel Ltd. | Controller training based on historical data |
| US20200311547A1 (en) * | 2018-01-30 | 2020-10-01 | Imubit Israel Ltd | Systems and methods for optimizing refinery coker process |
Non-Patent Citations (3)
| Title |
|---|
| "Wave Motion, Intelligent Structures and Nonlinear Mechanics", vol. 1, 1 June 1995, WORLD SCIENTIFIC, ISSN: 1793-0715, article GURAN ARDÉSHIR ET AL: "ON NEURAL NETWORKS IN IDENTIFICATION AND CONTROL OF DYNAMIC SYSTEMS", pages: 194 - 225, XP093200324, DOI: 10.1142/9789812796455_0007 * |
| JADLOVSKÁ ANNA ET AL: "Predictive Control Design Based on Neural Model of a Non-linear System", 31 December 2008 (2008-12-31), XP093200317, Retrieved from the Internet <URL:https://acta.uni-obuda.hu/Jadlovska_Kabakov_Sarnovsky_16.pdf> * |
| See also references of WO2022106917A1 * |
Also Published As
| Publication number | Publication date |
|---|---|
| WO2022106917A1 (fr) | 2022-05-27 |
| EP4248280A1 (fr) | 2023-09-27 |
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Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| STAA | Information on the status of an ep patent application or granted ep patent |
Free format text: STATUS: THE INTERNATIONAL PUBLICATION HAS BEEN MADE |
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| PUAI | Public reference made under article 153(3) epc to a published international application that has entered the european phase |
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| STAA | Information on the status of an ep patent application or granted ep patent |
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| 17P | Request for examination filed |
Effective date: 20230516 |
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| AK | Designated contracting states |
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| DAX | Request for extension of the european patent (deleted) | ||
| A4 | Supplementary search report drawn up and despatched |
Effective date: 20240911 |
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| RIC1 | Information provided on ipc code assigned before grant |
Ipc: G05B 19/418 20060101ALI20240905BHEP Ipc: G06N 3/08 20230101ALI20240905BHEP Ipc: C10G 9/00 20060101ALI20240905BHEP Ipc: C10B 55/00 20060101ALI20240905BHEP Ipc: G06N 3/045 20230101ALI20240905BHEP Ipc: G05B 13/04 20060101ALI20240905BHEP Ipc: G05B 13/02 20060101ALI20240905BHEP Ipc: G06N 20/00 20190101ALI20240905BHEP Ipc: G05B 13/00 20060101AFI20240905BHEP |