JP6513015B2 - 機械の動作を制御する方法、および機械の動作を反復的に制御する制御システム - Google Patents
機械の動作を制御する方法、および機械の動作を反復的に制御する制御システム Download PDFInfo
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- JP6513015B2 JP6513015B2 JP2015218271A JP2015218271A JP6513015B2 JP 6513015 B2 JP6513015 B2 JP 6513015B2 JP 2015218271 A JP2015218271 A JP 2015218271A JP 2015218271 A JP2015218271 A JP 2015218271A JP 6513015 B2 JP6513015 B2 JP 6513015B2
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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
- 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
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Applications Claiming Priority (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US14/552,788 | 2014-11-25 | ||
| US14/552,788 US9983554B2 (en) | 2014-11-25 | 2014-11-25 | Model predictive control with uncertainties |
Publications (3)
| Publication Number | Publication Date |
|---|---|
| JP2016100009A JP2016100009A (ja) | 2016-05-30 |
| JP2016100009A5 JP2016100009A5 (enExample) | 2018-10-18 |
| JP6513015B2 true JP6513015B2 (ja) | 2019-05-15 |
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| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP2015218271A Active JP6513015B2 (ja) | 2014-11-25 | 2015-11-06 | 機械の動作を制御する方法、および機械の動作を反復的に制御する制御システム |
Country Status (2)
| Country | Link |
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| US (1) | US9983554B2 (enExample) |
| JP (1) | JP6513015B2 (enExample) |
Families Citing this family (38)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US9625196B2 (en) * | 2014-06-09 | 2017-04-18 | Mitsubishi Electric Research Laboratories, Inc. | System and method for controlling of vapor compression system |
| US9764858B2 (en) * | 2015-01-07 | 2017-09-19 | Mitsubishi Electric Research Laboratories, Inc. | Model predictive control of spacecraft |
| EP3051367B1 (en) * | 2015-01-28 | 2020-11-25 | Honeywell spol s.r.o. | An approach and system for handling constraints for measured disturbances with uncertain preview |
| US10023300B2 (en) * | 2015-06-05 | 2018-07-17 | University Of North Dakota | Systems and methods for intelligent attitude determination and control |
| US20160378078A1 (en) * | 2015-06-29 | 2016-12-29 | Steffen Lamparter | Triggering an Auto-Tuning Function of a PID Controller |
| US10235818B2 (en) * | 2016-05-13 | 2019-03-19 | Ford Global Technologies, Llc | Adaptive vehicle control |
| US10309059B2 (en) * | 2016-09-23 | 2019-06-04 | Honeywell International Inc. | Method of designing model predictive control for cross directional flat sheet manufacturing processes to guarantee temporal robust stability and performance |
| DE102016224207A1 (de) | 2016-12-06 | 2018-06-07 | Siemens Aktiengesellschaft | Verfahren und Steuereinrichtung zum Steuern eines technischen Systems |
| US20180275621A1 (en) | 2017-03-24 | 2018-09-27 | Mitsubishi Electric Research Laboratories, Inc. | Model Predictive Control with Uncertainties |
| EP3404497B1 (en) * | 2017-05-15 | 2021-11-10 | Siemens Aktiengesellschaft | A method and system for providing an optimized control of a complex dynamical system |
| US10732586B2 (en) * | 2017-07-12 | 2020-08-04 | X Development Llc | Active disturbance compensation for physically changing systems |
| US20190056702A1 (en) * | 2017-08-21 | 2019-02-21 | General Electric Company | Model-based machine learing control system and method for tuning power production emissions |
| CN111279050B (zh) | 2017-09-11 | 2023-01-17 | 吉奥奎斯特系统公司 | 井规划系统 |
| US10613490B2 (en) | 2018-02-05 | 2020-04-07 | Mitsubishi Electric Research Laboratories, Inc. | Method and apparatus for preconditioned predictive control |
| US10860002B2 (en) * | 2018-03-19 | 2020-12-08 | Mitsubishi Electric Research Laboratories, Inc. | Receding horizon reference governor |
| US10619879B2 (en) * | 2018-03-21 | 2020-04-14 | Mitsubishi Electric Research Laboratories, Inc. | System and method for controlling operations of air-conditioning system |
| DE102018109785A1 (de) * | 2018-04-24 | 2019-10-24 | Vaillant Gmbh | Prädiktive Regelung einer Wärmepumpe |
| US11321504B2 (en) * | 2018-05-09 | 2022-05-03 | Palo Alto Research Center Incorporated | Learning constitutive equations of physical components with constraints discovery |
| US11106189B2 (en) * | 2019-03-06 | 2021-08-31 | Mitsubishi Electric Research Laboratories, Inc. | System and method for data-driven control of constrained system |
| US10996639B2 (en) * | 2019-03-11 | 2021-05-04 | Mitsubishi Electric Research Laboratories, Inc. | Model predictive control of systems with continuous and discrete elements of operations |
| WO2020188336A1 (en) | 2019-03-15 | 2020-09-24 | 3M Innovative Properties Company | Manufacturing a product using causal models |
| CN119623613A (zh) | 2019-03-15 | 2025-03-14 | 3M创新有限公司 | 使用因果模型抛光半导体晶圆 |
| JP2022526260A (ja) | 2019-03-15 | 2022-05-24 | スリーエム イノベイティブ プロパティズ カンパニー | 因果モデルを使用した生物学的医薬品の製造 |
| EP3938969A1 (en) | 2019-03-15 | 2022-01-19 | 3M Innovative Properties Company | Determining causal models for controlling environments |
| US11366697B2 (en) * | 2019-05-01 | 2022-06-21 | EMC IP Holding Company LLC | Adaptive controller for online adaptation of resource allocation policies for iterative workloads using reinforcement learning |
| US11586474B2 (en) | 2019-06-28 | 2023-02-21 | EMC IP Holding Company LLC | Adaptation of resource allocation for multiple workloads using interference effect of resource allocation of additional workloads on performance |
| US11676064B2 (en) * | 2019-08-16 | 2023-06-13 | Mitsubishi Electric Research Laboratories, Inc. | Constraint adaptor for reinforcement learning control |
| US11327801B2 (en) | 2019-08-29 | 2022-05-10 | EMC IP Holding Company LLC | Initialization of resource allocation for a workload characterized using a regression model |
| KR102231799B1 (ko) * | 2019-10-11 | 2021-03-23 | 서울대학교산학협력단 | 안정화된 비선형 최적 제어 방법 |
| US11868810B2 (en) | 2019-11-15 | 2024-01-09 | EMC IP Holding Company LLC | Resource adaptation using nonlinear relationship between system performance metric and resource usage |
| EP3822999B1 (en) * | 2019-11-15 | 2023-10-04 | Hitachi Energy Switzerland AG | Circuit breaking apparatus |
| JP7288868B2 (ja) * | 2020-01-31 | 2023-06-08 | 株式会社日立製作所 | モデル更新装置及び方法並びにプロセス制御システム |
| EP3904972B1 (de) | 2020-04-28 | 2023-09-06 | Siemens Aktiengesellschaft | Verfahren und regeleinrichtung zum regeln eines technischen systems |
| US11334085B2 (en) * | 2020-05-22 | 2022-05-17 | The Regents Of The University Of California | Method to optimize robot motion planning using deep learning |
| US12246699B2 (en) * | 2020-06-26 | 2025-03-11 | Mitsubishi Electric Research Laboratories, Inc. | System and method for data-driven reference generation |
| EP4016404A1 (en) * | 2020-12-16 | 2022-06-22 | Fujitsu Limited | Method and apparatus for generating a control signal to control a device in accordance with a constrained hierarchy |
| US12038727B2 (en) * | 2021-03-29 | 2024-07-16 | Mitsubishi Electric Research Laboratories, Inc. | System for performing a task according to a reference trajectory |
| CN115835253B (zh) * | 2022-11-30 | 2025-08-22 | 西安电子科技大学 | 一种任务关键型控制系统的最优控制感知传输方法 |
Family Cites Families (16)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| 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 |
| US6826521B1 (en) | 2000-04-06 | 2004-11-30 | Abb Automation Inc. | System and methodology and adaptive, linear model predictive control based on rigorous, nonlinear process model |
| US7797062B2 (en) * | 2001-08-10 | 2010-09-14 | Rockwell Automation Technologies, Inc. | System and method for dynamic multi-objective optimization of machine selection, integration and utilization |
| US7328074B2 (en) * | 2002-12-02 | 2008-02-05 | United Technologies Corporation | Real-time quadratic programming for control of dynamical systems |
| US6882889B2 (en) | 2002-12-02 | 2005-04-19 | United Technologies Corporation | Constrained dynamic inversion control algorithm |
| US7317953B2 (en) | 2003-12-03 | 2008-01-08 | Fisher-Rosemount Systems, Inc. | Adaptive multivariable process controller using model switching and attribute interpolation |
| WO2006021125A1 (en) | 2004-08-27 | 2006-03-02 | Eidgenössische Technische Hochschule Zürich | System for controlling hydroelectric power plants |
| EP1881786B1 (en) | 2005-05-13 | 2017-11-15 | Trustees of Boston University | Fully automated control system for type 1 diabetes |
| US7447554B2 (en) | 2005-08-26 | 2008-11-04 | Cutler Technology Corporation | Adaptive multivariable MPC controller |
| US20070055392A1 (en) | 2005-09-06 | 2007-03-08 | D Amato Fernando J | Method and system for model predictive control of a power plant |
| US7599751B2 (en) | 2006-10-13 | 2009-10-06 | Cutler Technology Corporation | Adaptive multivariable MPC controller with LP constraints |
| US8126575B2 (en) | 2008-03-26 | 2012-02-28 | Fakhruddin T Attarwala | Universal model predictive controller |
| US8032236B2 (en) | 2008-09-30 | 2011-10-04 | Rockwell Automation Technologies, Inc. | Asymetrical process parameter control system and method |
| US20110016610A1 (en) | 2009-07-27 | 2011-01-27 | Steven Wieder | Sweatband with absorbent bamboo inner layer and related method of use |
| JP5569079B2 (ja) * | 2010-03-24 | 2014-08-13 | Jfeスチール株式会社 | オンラインモデル同定を用いたモデル予測制御方法および装置 |
| US8595162B2 (en) * | 2011-08-22 | 2013-11-26 | King Fahd University Of Petroleum And Minerals | Robust controller for nonlinear MIMO systems |
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2014
- 2014-11-25 US US14/552,788 patent/US9983554B2/en active Active
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2015
- 2015-11-06 JP JP2015218271A patent/JP6513015B2/ja active Active
Also Published As
| Publication number | Publication date |
|---|---|
| US20160147203A1 (en) | 2016-05-26 |
| US9983554B2 (en) | 2018-05-29 |
| JP2016100009A (ja) | 2016-05-30 |
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