Statistical learning for optimal control of hybrid systems

被引:0
|
作者
Piovesan, Jorge [1 ]
Abdallah, Chaouki [1 ]
Egerstedt, Magnus [2 ]
Tanner, Herbert [3 ]
Wardi, Yorai [2 ]
机构
[1] Univ New Mexico, Dept Elect & Comp Engn, Albuquerque, NM 87131 USA
[2] Georgia Inst Technol, Sch Elect & Comp Engn, Atlanta, GA 30332 USA
[3] Univ New Mexico, Dept Mech Engn, Albuquerque, NM 87131 USA
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper we explore a randomized alternative for the optimization of hybrid systems' performance. The basic approach is to generate samples from the family of possible solutions, and to test them on the plant's model to evaluate their performance. This result is obtained by first presenting the general hybrid optimal control problem, and then converting it into an optimization problem within a statistical learning framework. The results are applied to examples already existing in the literature, in order to highlight certain operational aspects of the proposed methods.
引用
收藏
页码:2053 / +
页数:2
相关论文
共 50 条
  • [21] An optimal control method for hybrid systems based on Q-learning for an intersection traffic signal control
    Zhao, Xiaohua
    Li, Zhenlong
    Chen, Yangzhou
    Li, Yunchi
    Gaojishu Tongxin/Chinese High Technology Letters, 2007, 17 (05): : 498 - 502
  • [22] Optimal Control of Hybrid Systems with Submersive Resets
    Clark, William A.
    Oprea, Maria
    Shaw, Aden
    IFAC PAPERSONLINE, 2024, 58 (06): : 89 - 94
  • [23] Optimal Control of Hybrid Systems and Renewable Energies
    Robba, Michela
    Rossi, Mansueto
    ENERGIES, 2022, 15 (01)
  • [24] LQ Optimal Control for a Class of Hybrid Systems
    Possieri, Corrado
    Teel, Andrew R.
    2016 IEEE 55TH CONFERENCE ON DECISION AND CONTROL (CDC), 2016, : 604 - 609
  • [25] Optimal Switching Instants for the Control of Hybrid Systems
    Mullier, Olivier
    Sandretto, Julien Alexandre Dit
    Chapoutot, Alexandre
    ACTA CYBERNETICA, 2020, 24 (03): : 449 - 465
  • [26] Optimal Control for a Class of Hybrid Systems in Manufacturing
    Xu, Jian
    Chen, Qijun
    CCDC 2009: 21ST CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, PROCEEDINGS, 2009, : 1102 - 1105
  • [27] Optimal control for discrete event and hybrid systems
    Cassandras, CG
    Gokbayrak, K
    MODELING, CONTROL AND OPTIMIZATION OF COMPLEX SYSTEMS: IN HONOR OF PROFESSOR YU-CHI HO, 2003, 14 : 285 - 304
  • [28] Optimal hybrid control of linear and nonlinear systems
    Sun, YL
    Er, MJ
    PROCEEDINGS OF THE 40TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-5, 2001, : 1669 - 1674
  • [29] Optimal Control for Simple Linear Hybrid Systems
    Mousa, Mahmoud A. A.
    Schewe, Sven
    Wojtczak, Dominik
    PROCEEDINGS 23RD INTERNATIONAL SYMPOSIUM ON TEMPORAL REPRESENTATION AND REASONING - TIME 2016, 2016, : 12 - 20
  • [30] A class of optimal control problems in hybrid systems
    Hadj-Alouane, NB
    Hadj-Alouane, AB
    Lin, F
    Yeddes, M
    CCCT 2003, VOL 3, PROCEEDINGS, 2003, : 208 - 213