The Robust Optimization Based Model Predictive Control using Box Uncertainty Set

被引:0
|
作者
Joelianto, Endra [1 ]
Rismayasari, Dwita [1 ]
Chaerani, Diah [2 ]
机构
[1] Bandung Inst Technol, Jalan Ganesha 10, Bandung 40132, Indonesia
[2] Padjadjaran State Univ, Sumedang, Indonesia
关键词
robust counterpart; robust optimization; model predictive control; interior point method; quadratic cost;
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The paper considers the application of Robust Optimization (RO) to Model Predictive Control (MPC). This optimization methodology incorporates the uncertain data, which means the data of an optimization problem is not known exactly at the time when its solution has to be determined. The robust optimization has been expanded and applied to various kinds of application, in this paper, it is shown the application in MPC. The RO based MPC is simulated to a waste heat boiler control.
引用
收藏
页码:292 / +
页数:2
相关论文
共 50 条
  • [1] Robust predictive control of systems with model uncertainty
    Chen, Zhongbao
    Li, Sifu
    Kongzhi Lilun Yu Yinyong/Control Theory and Applications, 2000, 17 (02): : 259 - 263
  • [2] Using model uncertainty for robust optimization in approximate inference control
    Itoh H.
    Sakai Y.
    Kadoya T.
    Fukumoto H.
    Wakuya H.
    Furukawa T.
    Artificial Life and Robotics, 2017, 22 (3) : 327 - 335
  • [3] Robust Constrained Model Predictive Control of Irrigation Systems Based on Data-Driven Uncertainty Set Constructions
    Shang, Chao
    Chen, Wei-Han
    You, Fengqi
    2019 AMERICAN CONTROL CONFERENCE (ACC), 2019, : 2813 - 2818
  • [4] Robust Model Predictive Control Paradigm for Automatic Voltage Regulators against Uncertainty Based on Optimization Algorithms
    Elsisi, Mahmoud
    Tran, Minh-Quang
    Hasanien, Hany M.
    Turky, Rania A.
    Albalawi, Fahad
    Ghoneim, Sherif S. M.
    MATHEMATICS, 2021, 9 (22)
  • [5] Robust Model Predictive Control with Adjustable Uncertainty Sets
    Kim, Yeojun
    Zhang, Xiaojing
    Guanetti, Jacopo
    Borrelli, Francesco
    2018 IEEE CONFERENCE ON DECISION AND CONTROL (CDC), 2018, : 5176 - 5181
  • [6] Improved robust model predictive control with structured uncertainty
    Feng, Le
    Wang, Jian Liang
    Poh, Eng Kee
    JOURNAL OF PROCESS CONTROL, 2007, 17 (08) : 683 - 688
  • [7] Design of robust model predictive control based on multi-step control set
    Li, De-Wei
    Xi, Yu-Geng
    Zidonghua Xuebao/ Acta Automatica Sinica, 2009, 35 (04): : 433 - 437
  • [8] Improved robust model predictive control with structural uncertainty
    Feng, Le
    Wang, Jianliang
    Poh, Enakee
    Liao, Fang
    2006 9TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION, ROBOTICS AND VISION, VOLS 1- 5, 2006, : 638 - +
  • [9] Data-Based Robust Model Predictive Control Under Conditional Uncertainty
    Shang, Chao
    Chen, Wei-Han
    You, Fengqi
    29TH EUROPEAN SYMPOSIUM ON COMPUTER AIDED PROCESS ENGINEERING, PT B, 2019, 46 : 1375 - 1380
  • [10] Stochastic Model Predictive Control using a Combination of Randomized and Robust Optimization
    Zhang, Xiaojing
    Margellos, Kostas
    Goulart, Paul
    Lygeros, John
    2013 IEEE 52ND ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2013, : 7740 - 7745