JP2012528392A5 - - Google Patents

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JP2012528392A5
JP2012528392A5 JP2012513153A JP2012513153A JP2012528392A5 JP 2012528392 A5 JP2012528392 A5 JP 2012528392A5 JP 2012513153 A JP2012513153 A JP 2012513153A JP 2012513153 A JP2012513153 A JP 2012513153A JP 2012528392 A5 JP2012528392 A5 JP 2012528392A5
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JP2012513153A 2009-05-29 2010-05-24 多変数プロセス制御においてモデルの品質を推定しモデルを適応させる装置およびその方法 Active JP5734961B2 (ja)

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US21737009P 2009-05-29 2009-05-29
US61/217,370 2009-05-29
PCT/US2010/035960 WO2010138452A1 (en) 2009-05-29 2010-05-24 Apparatus and method for model quality estimation and model adaptation in multivariable process control

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JP2012528392A JP2012528392A (ja) 2012-11-12
JP2012528392A5 true JP2012528392A5 (cg-RX-API-DMAC7.html) 2014-06-19
JP5734961B2 JP5734961B2 (ja) 2015-06-17

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US (1) US8560092B2 (cg-RX-API-DMAC7.html)
EP (1) EP2419796B1 (cg-RX-API-DMAC7.html)
JP (1) JP5734961B2 (cg-RX-API-DMAC7.html)
CA (1) CA2762484A1 (cg-RX-API-DMAC7.html)
WO (1) WO2010138452A1 (cg-RX-API-DMAC7.html)

Families Citing this family (56)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101641807A (zh) * 2007-03-30 2010-02-03 佳能安内华股份有限公司 制造磁性器件的方法
US9141911B2 (en) 2009-05-29 2015-09-22 Aspen Technology, Inc. Apparatus and method for automated data selection in model identification and adaptation in multivariable process control
JP6193891B2 (ja) 2012-02-08 2017-09-06 アスペン テクノロジー インコーポレイテッド 調整可能なトレードオフ係数を用いて非干渉性の閉ループステップ試験を行う装置および方法
US9923787B2 (en) * 2012-04-27 2018-03-20 International Business Machines Corporation Network configuration predictive analytics engine
JP6359524B2 (ja) * 2012-05-11 2018-07-18 アスペン テクノロジー インコーポレイテッド 多変数プロセス制御でのモデル同定・適応のためにデータを自動的に選択する装置および方法
US9727035B2 (en) 2013-05-02 2017-08-08 Aspen Technology, Inc. Computer apparatus and method using model structure information of model predictive control
EP2735924A1 (en) * 2013-05-03 2014-05-28 ABB Technology Ltd Providing improvements in relation to a model of a process
US20160237163A1 (en) * 2013-10-02 2016-08-18 Suri Technologies Ltd. Patient-specific immunotherapy for treating heterogeneous tumors
US20160275402A1 (en) * 2013-10-31 2016-09-22 Hewlett-Packard Development Company, L.P. Determining model quality
US20150268645A1 (en) 2014-03-18 2015-09-24 Honeywell Asca Inc. Method and apparatus for specifying and visualizing robust tuning of model-based controllers
US9733627B2 (en) * 2014-08-13 2017-08-15 Honeywell International Inc. Cloud computing system and method for advanced process control
US9733628B2 (en) * 2014-08-13 2017-08-15 Honeywell International Inc. System and method for advanced process control
EP3304223A4 (en) * 2015-06-03 2019-01-23 Honeywell Limited/Honeywell Limitée METHOD AND DEVICE FOR ROBUST VOTING MODEL-BASED PROCESS CONTROL DEVICES WITH UNMISTAKED MIMO PROCESSES
US10768586B2 (en) 2015-06-05 2020-09-08 Shell Oil Company System and method for background element switching for models in model predictive estimation and control applications
JP6579163B2 (ja) * 2016-07-06 2019-09-25 Jfeスチール株式会社 プロセスの状態診断方法及び状態診断装置
US10643167B2 (en) 2016-07-28 2020-05-05 Honeywell International Inc. MPC with unconstrained dependent variables for KPI performance analysis
US10809674B2 (en) 2016-09-16 2020-10-20 Honeywell Limited Model-plant mismatch detection using model parameter data clustering for paper machines or other systems
US10761522B2 (en) 2016-09-16 2020-09-01 Honeywell Limited Closed-loop model parameter identification techniques for industrial model-based process controllers
US11449046B2 (en) 2016-09-16 2022-09-20 Honeywell Limited Model-plant mismatch detection with support vector machine for cross-directional process behavior monitoring
US10298012B2 (en) 2016-09-29 2019-05-21 Enel X North America, Inc. Network operations center including automated validation, estimation, and editing configuration engine
US10461533B2 (en) * 2016-09-29 2019-10-29 Enel X North America, Inc. Apparatus and method for automated validation, estimation, and editing configuration
US10423186B2 (en) 2016-09-29 2019-09-24 Enel X North America, Inc. Building control system including automated validation, estimation, and editing rules configuration engine
US10191506B2 (en) 2016-09-29 2019-01-29 Enel X North America, Inc. Demand response dispatch prediction system including automated validation, estimation, and editing rules configuration engine
US10170910B2 (en) * 2016-09-29 2019-01-01 Enel X North America, Inc. Energy baselining system including automated validation, estimation, and editing rules configuration engine
US10203714B2 (en) * 2016-09-29 2019-02-12 Enel X North America, Inc. Brown out prediction system including automated validation, estimation, and editing rules configuration engine
US10566791B2 (en) 2016-09-29 2020-02-18 Enel X North America, Inc. Automated validation, estimation, and editing processor
US10291022B2 (en) 2016-09-29 2019-05-14 Enel X North America, Inc. Apparatus and method for automated configuration of estimation rules in a network operations center
US10281902B2 (en) 2016-11-01 2019-05-07 Xometry, Inc. Methods and apparatus for machine learning predictions of manufacture processes
CN110178236B (zh) * 2017-01-24 2023-09-26 国立大学法人东北大学 隧道磁阻元件的制造方法
EP3635493B1 (en) 2017-06-02 2022-12-14 AspenTech Corporation Computer system and method for building and deploying predictive inferential models online
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
US10061300B1 (en) * 2017-09-29 2018-08-28 Xometry, Inc. Methods and apparatus for machine learning predictions and multi-objective optimization of manufacturing processes
CN109725526B (zh) * 2017-10-31 2020-12-25 中国科学院沈阳自动化研究所 一种多变量半自适应预测控制方法
CN108828941B (zh) * 2018-06-15 2021-11-12 北京空天技术研究所 基于参数辨识的分离控制方法
US11934159B2 (en) 2018-10-30 2024-03-19 Aspentech Corporation Apparatus and methods for non-invasive closed loop step testing with controllable optimization relaxation
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
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 (en) 2019-10-18 2021-04-22 Aspen Technology, Inc. System and methods for automated model development from plant historical data for advanced process control
US11455561B2 (en) 2019-11-14 2022-09-27 International Business Machines Corporation Alerting to model degradation based on distribution analysis using risk tolerance ratings
US11768917B2 (en) 2019-11-14 2023-09-26 International Business Machines Corporation Systems and methods for alerting to model degradation based on distribution analysis
US11810013B2 (en) 2019-11-14 2023-11-07 International Business Machines Corporation Systems and methods for alerting to model degradation based on survival analysis
US11256597B2 (en) 2019-11-14 2022-02-22 International Business Machines Corporation Ensemble approach to alerting to model degradation
CN110985216B (zh) * 2019-11-19 2022-06-28 南京航空航天大学 一种含在线修正的航空发动机智能多变量控制方法
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
US11676039B2 (en) 2020-02-21 2023-06-13 International Business Machines Corporation Optimal interpretable decision trees using integer linear programming techniques
US20230060325A1 (en) * 2020-02-28 2023-03-02 3M Innovative Properties Company Deep causal learning for advanced model predictive control
US11948347B2 (en) 2020-04-10 2024-04-02 Samsung Display Co., Ltd. Fusion model training using distance metrics
EP3974919B1 (en) 2020-09-28 2024-12-18 ABB Schweiz AG Control loop performance monitoring in variable frequency drive
US12210939B2 (en) * 2020-10-30 2025-01-28 International Business Machines Corporation Explaining machine learning based time series models
CN112925201B (zh) * 2021-01-20 2022-01-28 北京大学 一种基于模型预测控制的船舶推进系统燃油控制方法
US11630446B2 (en) 2021-02-16 2023-04-18 Aspentech Corporation Reluctant first principles models
CN113741200B (zh) * 2021-09-30 2024-04-12 新疆宝信智能技术有限公司 一种石灰套筒窑智能优化煅烧控制系统
CN114036832B (zh) * 2021-11-04 2025-01-03 奥星制药设备(石家庄)有限公司 一种基于大数据的批次过程建模与最终产品质量预测方法
US20240004356A1 (en) * 2022-06-30 2024-01-04 Aspentech Corporation System and method for building and deploying a sustainable dynamic reduced-order model (sdrom) for an industrial process
CN117389237B (zh) * 2023-12-13 2024-02-13 无锡雪浪数制科技有限公司 一种实现mvc的工业流程控制平台
CN119004033B (zh) * 2024-08-22 2025-09-19 合肥工业大学 基于物理信息和证据学习的动态测量不确定度量化方法

Family Cites Families (14)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP3214636B2 (ja) * 1992-12-16 2001-10-02 横河電機株式会社 多変数制御調節計
US6947876B1 (en) 1999-11-11 2005-09-20 Tokyo Electron Limited Method for automated system identification
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
US6937966B1 (en) * 2000-06-09 2005-08-30 International Business Machines Corporation System and method for on-line adaptive prediction using dynamic management of multiple sub-models
US7330804B2 (en) * 2000-06-29 2008-02-12 Aspen Technology, Inc. Computer method and apparatus for constraining a non-linear approximator of an empirical process
US7209793B2 (en) 2000-07-12 2007-04-24 Aspen Technology, Inc. Automated closed loop step testing of process units
WO2002005042A2 (en) 2000-07-12 2002-01-17 Aspen Technology, Inc. Automated closed loop step testing of process units
SE522691C3 (sv) * 2002-06-12 2004-04-07 Abb Ab Dynamisk on-line-optimering av produktionsprocesser
US7213007B2 (en) * 2002-12-24 2007-05-01 Caterpillar Inc Method for forecasting using a genetic algorithm
DE102004058238B4 (de) * 2003-12-03 2016-02-04 Fisher-Rosemount Systems, Inc. Adaptive, multivariable Prozesssteuerung, die Modellschaltung und Attribut-Interpolation nutzt
US20060111858A1 (en) 2004-11-22 2006-05-25 Yucai Zhu Computer method and apparatus for online process identification
US7421374B2 (en) * 2005-11-17 2008-09-02 Honeywell International Inc. Apparatus and method for analyzing model quality in a process control environment
US20070225835A1 (en) * 2006-03-23 2007-09-27 Yucai Zhu Computer method and apparatus for adaptive model predictive control
US20080243289A1 (en) 2007-03-28 2008-10-02 Honeywell International, Inc. Model maintenance architecture for advanced process control

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