Algebraic Approach to Nonlinear Finite-Horizon Optimal Control Problems of Discrete-Time Systems with Terminal Constraints

被引:0
作者
Iori, Tomoyuki [1 ]
Kawano, Yu [2 ]
Ohtsuka, Toshiyuki [1 ]
机构
[1] Kyoto Univ, Grad Sch Informat, Dept Syst Sci, Kyoto, Japan
[2] Univ Groningen, Fac Sci & Engn, Jan C Willems Ctr Syst & Control, Engn & Technol Inst, Groningen, Netherlands
来源
2017 56TH ANNUAL CONFERENCE OF THE SOCIETY OF INSTRUMENT AND CONTROL ENGINEERS OF JAPAN (SICE) | 2017年
关键词
discrete-time systems; polynomial systems; optimal control; commutative algebra; GEOMETRY;
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
This paper proposes a method to solve nonlinear finite-horizon optimal control problems of discrete-time polynomial systems with polynomial terminal constraints. Algebraic equations with all variables at each time step, which are independent of variables at other time steps, are derived from the necessary conditions for optimality by eliminating variables recursively. The candidates of the optimal solution are obtained by solving these equations, and algorithms to find all of these candidates are also proposed. Because of its structure, the proposed method is suitable for nonlinear model predictive control that needs only the initial optimal control law. A simple example to illustrate the methodology and a practical example with the nonlinear model predictive control framework are provided.
引用
收藏
页码:220 / 225
页数:6
相关论文
共 13 条
  • [1] [Anonymous], 2018, Applied optimal control: optimization, estimation and control
  • [2] [Anonymous], SIAM J OPTIMIZATION
  • [3] Discrete-Time Nonlinear Optimal Control via Generating Functions
    Chen, Dijian
    Fujimoto, Kenji
    Suzuki, Tatsuya
    [J]. IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2016, E99A (11): : 2037 - 2048
  • [4] DavidA, 2015, UNDERGRADUATE TEXTS, Vfourth, DOI [10.1007/978-3-319-16721-3, DOI 10.1007/978-3-319-16721-3]
  • [5] DENICOLAO G, 2000, NONLINEAR MODEL PRED
  • [6] Parametric optimization and optimal control using algebraic geometry methods
    Fotiou, I. A.
    Rostalski, P.
    Parrilo, P. A.
    Morari, M.
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 2006, 79 (11) : 1340 - 1358
  • [7] Harinath E, 2016, P AMER CONTR CONF, P1, DOI 10.1109/ACC.2016.7524882
  • [8] Iwane H, 2011, LECT NOTES COMPUT SC, V6885, P239, DOI 10.1007/978-3-642-23568-9_19
  • [9] Lewis F. L., 2012, OPTIMAL CONTROL
  • [10] A Recursive Elimination Method for Finite-Horizon Optimal Control Problems of Discrete-Time Rational Systems
    Ohtsuka, Toshiyuki
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2014, 59 (11) : 3081 - 3086