Synthesis of model predictive control based on data-driven learning

被引：0

作者：

Yuanqiang ZHOU ^{[1
,2
,3
]}

Dewei LI ^{[2
,3
]}

Yugeng XI ^{[2
,3
]}

Zhongxue GAN ^{[1
]}

机构：

[1] ENN Science & Technology Development Co.,Ltd

[2] Department of Automation,Shanghai Jiao Tong University

[3] Key Laboratory of System Control and Information Processing,Ministry of Education of China

来源：

Science China(Information Sciences) | 2020年 / 63卷 / 08期

基金：

上海市自然科学基金; 中国国家自然科学基金;

关键词：

D O I：

暂无

中图分类号：

TP13 [自动控制理论];

学科分类号：

0711 ; 071102 ; 0811 ; 081101 ; 081103 ;

摘要：

Dear editor,Model predictive control (MPC) is a practically effective and attractive approach in the field of industrial processes [1] owing to its excellent ability to handle constraints, nonlinearity, and performance/cost trade-offs. The core of all model-based predictive algorithms is to use "open-loop optimal control" instead of "closed-loop optimal control"within a moving horizon [2]. It is assumed in this

引用

页码：251 / 253

页数：3

共 50 条

[21] Data-driven predictive prognostic model for power batteries based on machine learning
Dong, Jinxi
Yu, Zhaosheng
Zhang, Xikui
Luo, Jiajun
Zou, Qihong
Feng, Chao
Ma, Xiaoqian
[J]. PROCESS SAFETY AND ENVIRONMENTAL PROTECTION, 2023, 172 : 894 - 907
[22] Data-Driven Model Predictive Current Control of PMSM Incorporating an Adaptive Machine Learning Model
Shafieeroudbari, Elham
Iyer, Lakshmi Varaha
Kar, Narayan C.
[J]. 2023 IEEE 2ND INDUSTRIAL ELECTRONICS SOCIETY ANNUAL ON-LINE CONFERENCE, ONCON, 2023,
[23] Data-Driven Iterative Learning Predictive Control for Power Converters
Wu, Wenjie
Qiu, Lin
Liu, Xing
Guo, Feng
Rodriguez, Jose
Ma, Jien
Fang, Youtong
[J]. IEEE TRANSACTIONS ON POWER ELECTRONICS, 2022, 37 (12) : 14028 - 14033
[24] Safe Reinforcement Learning using Data-Driven Predictive Control
Selim, Mahmoud
Alanwar, Amr
El-Kharashi, M. Watheq
Abbas, Hazem M.
Johansson, Karl H.
[J]. 2022 5TH INTERNATIONAL CONFERENCE ON COMMUNICATIONS, SIGNAL PROCESSING, AND THEIR APPLICATIONS (ICCSPA), 2022,
[25] Multistage Model Predictive Control based on Data-Driven Distributionally Robust Optimization
Lu, Shuwen
You, Fengqi
[J]. 2020 AMERICAN CONTROL CONFERENCE (ACC), 2020, : 1907 - 1912
[26] A method of piecewise affine model identification and predictive control based on data-driven
Shi Yun-tao
Yang Zhen-an
Li Zhi-jun
Liu Da-qian
[J]. PROCEEDINGS OF THE 31ST CHINESE CONTROL CONFERENCE, 2012, : 2094 - 2099
[27] Model Predictive Control Based Data-Driven Retrofit Controller for Network Systems
Naharudinsyah, Ilham
Ishizaki, Takayuki
Kawaguchi, Takahiro
Imura, Jun-ichi
[J]. 2019 3RD IEEE CONFERENCE ON CONTROL TECHNOLOGY AND APPLICATIONS (IEEE CCTA 2019), 2019, : 215 - 220
[28] Continuous Flow Synthesis of Mesalazine via data-driven Nonlinear Model Predictive Control
Castillo, Ismael
Rehrl, Jakob
Steinberger, Martin
Horn, Martin
[J]. 2023 EUROPEAN CONTROL CONFERENCE, ECC, 2023,
[29] Data-driven Adaptive Model Predictive Control for Wind Farms: A Koopman-Based Online Learning Approach
Dittmer, Antje
Sharan, Bindu
Werner, Herbert
[J]. 2022 IEEE 61ST CONFERENCE ON DECISION AND CONTROL (CDC), 2022, : 1999 - 2004
[30] Data-Driven Model Predictive Control for Redundant Manipulators With Unknown Model
Yan, Jingkun
Jin, Long
Hu, Bin
[J]. IEEE TRANSACTIONS ON CYBERNETICS, 2024,

← 1 2 3 4 5 →