CA2714619C - Method for the computer-assisted learning of control and/or regulation of a technical system - Google Patents
Method for the computer-assisted learning of control and/or regulation of a technical system Download PDFInfo
- Publication number
- CA2714619C CA2714619C CA2714619A CA2714619A CA2714619C CA 2714619 C CA2714619 C CA 2714619C CA 2714619 A CA2714619 A CA 2714619A CA 2714619 A CA2714619 A CA 2714619A CA 2714619 C CA2714619 C CA 2714619C
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- 238000000034 method Methods 0.000 title claims abstract description 126
- 230000013016 learning Effects 0.000 title claims abstract description 43
- 230000006870 function Effects 0.000 claims abstract description 91
- 230000009471 action Effects 0.000 claims abstract description 82
- 238000012549 training Methods 0.000 claims abstract description 28
- 239000011159 matrix material Substances 0.000 claims abstract description 19
- 238000009826 distribution Methods 0.000 claims description 55
- 238000011156 evaluation Methods 0.000 claims description 39
- 230000001419 dependent effect Effects 0.000 claims description 4
- 230000015654 memory Effects 0.000 abstract description 12
- 230000007704 transition Effects 0.000 description 19
- 230000000875 corresponding effect Effects 0.000 description 14
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- 238000002474 experimental method Methods 0.000 description 7
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- 238000004364 calculation method Methods 0.000 description 3
- 238000005259 measurement Methods 0.000 description 3
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- 238000013476 bayesian approach Methods 0.000 description 2
- 238000004590 computer program Methods 0.000 description 2
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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
- 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
Landscapes
- Engineering & Computer Science (AREA)
- Artificial Intelligence (AREA)
- Health & Medical Sciences (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Evolutionary Computation (AREA)
- Medical Informatics (AREA)
- Software Systems (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)
- Machine Translation (AREA)
Applications Claiming Priority (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| DE102009040770 | 2009-09-09 | ||
| DE102009040770.7 | 2009-09-09 |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| CA2714619A1 CA2714619A1 (en) | 2011-03-09 |
| CA2714619C true CA2714619C (en) | 2018-01-16 |
Family
ID=43216336
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CA2714619A Active CA2714619C (en) | 2009-09-09 | 2010-09-07 | Method for the computer-assisted learning of control and/or regulation of a technical system |
Country Status (6)
| Country | Link |
|---|---|
| US (1) | US8380646B2 (enExample) |
| EP (1) | EP2296062B1 (enExample) |
| JP (1) | JP5737890B2 (enExample) |
| CN (1) | CN102023570B (enExample) |
| CA (1) | CA2714619C (enExample) |
| NZ (1) | NZ587705A (enExample) |
Families Citing this family (28)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| DE102008020380B4 (de) * | 2008-04-23 | 2010-04-08 | Siemens Aktiengesellschaft | Verfahren zum rechnergestützten Lernen einer Steuerung und/oder Regelung eines technischen Systems |
| US20110100004A1 (en) * | 2009-10-30 | 2011-05-05 | Wael Faisal Al-Mazeedi | Adaptive control of a concentrated solar power-enabled power plant |
| EP2649567B1 (de) * | 2010-12-10 | 2016-08-17 | Siemens Aktiengesellschaft | Verfahren zur rechnergestützten modellierung eines technischen systems |
| CN103362734B (zh) * | 2012-03-30 | 2015-10-28 | 北京能高自动化技术股份有限公司 | 变速变桨风力发电机组基于传动摩擦阻尼补偿的最大功率追踪控制方法 |
| CN103362736B (zh) * | 2012-04-05 | 2015-09-02 | 北京能高自动化技术股份有限公司 | 变速变桨风力发电机组基于内模控制的最大功率追踪控制方法 |
| CN103362738B (zh) * | 2012-04-11 | 2016-03-30 | 北京能高自动化技术股份有限公司 | 变速变桨风力发电机组基于前馈解耦控制的最大功率追踪控制方法 |
| JP5908350B2 (ja) | 2012-06-21 | 2016-04-26 | 本田技研工業株式会社 | 行動制御システム |
| US9043263B2 (en) | 2012-07-24 | 2015-05-26 | General Electric Company | Systems and methods for control reliability operations using TMR |
| US9665090B2 (en) | 2012-07-24 | 2017-05-30 | General Electric Company | Systems and methods for rule-based control system reliability |
| US9218233B2 (en) | 2012-07-24 | 2015-12-22 | Paul Venditti | Systems and methods for control reliability operations |
| US9201113B2 (en) | 2012-12-17 | 2015-12-01 | General Electric Company | Systems and methods for performing redundancy tests on turbine controls |
| CN105074586A (zh) * | 2013-03-26 | 2015-11-18 | 西门子公司 | 用于计算机辅助地控制和/或调节技术系统的方法 |
| US10330018B2 (en) | 2014-03-24 | 2019-06-25 | Rolls-Royce Corporation | Integrating design and field management of gas turbine engine components with a probabilistic model |
| US9912733B2 (en) | 2014-07-31 | 2018-03-06 | General Electric Company | System and method for maintaining the health of a control system |
| JP5956662B1 (ja) * | 2015-07-31 | 2016-07-27 | ファナック株式会社 | 電源回生を調整するモータ制御装置、順変換器の制御装置、ならびに機械学習装置およびその方法 |
| CN107066967B (zh) * | 2017-04-12 | 2020-06-02 | 清华大学 | 一种利用局部观测信息的主动人脸寻的方法及装置 |
| JP6958808B2 (ja) * | 2017-09-15 | 2021-11-02 | 富士通株式会社 | 方策改善プログラム、方策改善方法、および方策改善装置 |
| DE102017218811A1 (de) * | 2017-10-20 | 2019-04-25 | Robert Bosch Gmbh | Verfahren und Vorrichtung zum Betreiben eines Aktorregelungssystems, Computerprogramm und maschinenlesbares Speichermedium |
| EP3489773B1 (de) * | 2017-11-24 | 2024-12-25 | Siemens Aktiengesellschaft | Verfahren zum rechnergestützten steuern eines technischen systems, insbesondere einer energieerzeugungsanlage |
| CN108427828B (zh) * | 2018-02-07 | 2022-04-26 | 李荣陆 | 一种自动评估平面设计布局质量与优化的装置 |
| EP3547048A1 (de) * | 2018-03-27 | 2019-10-02 | Linde Aktiengesellschaft | Verfahren zum dimensionieren einer prozessanlage |
| CN113168556B (zh) * | 2018-11-30 | 2025-08-19 | Asml荷兰有限公司 | 用于降低机器学习模型预测中的不确定性的方法 |
| DE102019208263A1 (de) * | 2019-06-06 | 2020-12-10 | Robert Bosch Gmbh | Verfahren und Vorrichtung zum Ermitteln einer Regelungsstrategie für ein technisches System |
| EP3839666B1 (de) * | 2019-12-18 | 2023-10-11 | Siemens Aktiengesellschaft | Steuereinrichtung zum steuern eines technischen systems und verfahren zum konfigurieren der steuereinrichtung |
| CN112506334B (zh) * | 2020-11-06 | 2023-08-01 | 霸州嘉明扬科技有限公司 | 具有自主学习功能的系统功耗优化的轻量级系统及方法 |
| DE102021212008A1 (de) * | 2021-10-25 | 2023-04-27 | Robert Bosch Gesellschaft mit beschränkter Haftung | Verfahren zur Erzeugung eines ein steuerbares System beschreibenden Zustandsmodells |
| US12417439B2 (en) * | 2022-03-23 | 2025-09-16 | Nec Corporation | Offline machine learning for automatic action determination or decision making support |
| CN119992913A (zh) * | 2025-03-18 | 2025-05-13 | 中国船舶集团有限公司第七〇三研究所 | 一种基于虚拟现实的燃气轮机教员示教方法 |
Family Cites Families (14)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP3221497B2 (ja) * | 1991-06-20 | 2001-10-22 | 三菱電機株式会社 | 制御方法およびその制御方法を用いた電力系統電圧−無効電力制御装置 |
| GB2283320B (en) | 1993-10-04 | 1997-12-10 | Ford Motor Co | Diagnostic technique for exhaust gas oxygen sensor operation |
| EP0777881B1 (de) * | 1994-08-24 | 1998-05-27 | Siemens Aktiengesellschaft | Verfahren zur festlegung des gültigkeitsbereichs für ein künstliches neuronales netzwerk |
| US6353814B1 (en) * | 1997-10-08 | 2002-03-05 | Michigan State University | Developmental learning machine and method |
| JP3086206B2 (ja) * | 1998-07-17 | 2000-09-11 | 科学技術振興事業団 | エージェント学習装置 |
| EP1058169A1 (de) * | 1999-06-03 | 2000-12-06 | Abb Research Ltd. | Einrichtung und Verfahren zur Datenvalidierung |
| US20010032029A1 (en) * | 1999-07-01 | 2001-10-18 | Stuart Kauffman | System and method for infrastructure design |
| US7194320B2 (en) * | 2003-06-05 | 2007-03-20 | Neuco, Inc. | Method for implementing indirect controller |
| CN1746797A (zh) * | 2005-08-09 | 2006-03-15 | 东华大学 | 智能优化参数自整定控制方法 |
| US8484146B2 (en) * | 2006-01-18 | 2013-07-09 | Sony Corporation | Interaction device implementing a bayesian's estimation |
| DE102007001025B4 (de) * | 2007-01-02 | 2008-11-20 | Siemens Ag | Verfahren zur rechnergestützten Steuerung und/oder Regelung eines technischen Systems |
| DE102007001026B4 (de) * | 2007-01-02 | 2008-09-04 | Siemens Ag | Verfahren zur rechnergestützten Steuerung und/oder Regelung eines technischen Systems |
| US8060454B2 (en) * | 2007-10-11 | 2011-11-15 | International Business Machines Corporation | Method and apparatus for improved reward-based learning using nonlinear dimensionality reduction |
| WO2010011918A2 (en) * | 2008-07-24 | 2010-01-28 | University Of Cincinnati | Methods for prognosing mechanical systems |
-
2010
- 2010-07-29 EP EP10171180.2A patent/EP2296062B1/de active Active
- 2010-08-31 NZ NZ587705A patent/NZ587705A/en not_active IP Right Cessation
- 2010-09-03 US US12/875,159 patent/US8380646B2/en active Active
- 2010-09-07 CA CA2714619A patent/CA2714619C/en active Active
- 2010-09-09 JP JP2010202137A patent/JP5737890B2/ja active Active
- 2010-09-09 CN CN201010279903.XA patent/CN102023570B/zh active Active
Also Published As
| Publication number | Publication date |
|---|---|
| JP5737890B2 (ja) | 2015-06-17 |
| EP2296062A1 (de) | 2011-03-16 |
| CN102023570B (zh) | 2015-06-17 |
| EP2296062B1 (de) | 2021-06-23 |
| CN102023570A (zh) | 2011-04-20 |
| NZ587705A (en) | 2011-11-25 |
| US20110059427A1 (en) | 2011-03-10 |
| JP2011060290A (ja) | 2011-03-24 |
| US8380646B2 (en) | 2013-02-19 |
| CA2714619A1 (en) | 2011-03-09 |
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Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| EEER | Examination request |
Effective date: 20140916 |