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
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.
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
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.
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
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
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
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
2023 EUROPEAN CONTROL CONFERENCE, ECC, 2023,
[29] Data-Driven Model Predictive Control for Redundant Manipulators With Unknown Model
Yan, Jingkun
Jin, Long
Hu, Bin
IEEE TRANSACTIONS ON CYBERNETICS, 2024, 54 (10) : 5901 - 5911
[30] Data-driven Adaptive Model Predictive Control for Wind Farms: A Koopman-Based Online Learning Approach
Dittmer, Antje
Sharan, Bindu
Werner, Herbert
2022 IEEE 61ST CONFERENCE ON DECISION AND CONTROL (CDC), 2022, : 1999 - 2004

← 1 2 3 4 5 →