Title :
Differential Dynamic Programming for Multistage Uncertain Optimal Control
Author :
Xiaodong Qian ; Yuanguo Zhu
Author_Institution :
Dept. of Appl. Math., Nanjing Univ. of Sci. & Technol., Nanjing, China
Abstract :
When a multistage system is transferred from one stage to the next one, it could be affected by some disturbance. This kind of system is called a multistage uncertain system if the disturbance is an uncertain factor. Based on the uncertainty theory and the equation of optimality in uncertain optimal control, a differential dynamic programming algorithm for an optimal control problem subject to a multistage uncertain system is established. The differential dynamic programming algorithm is implemented from an initial nominal control, which is provided by the genetic algorithm, to an optimal control of the problem step by step. Finally, a numerical example that the system is nonlinear with the disturbance of linear uncertain variables is given to illustrate the feasibility of the algorithm.
Keywords :
dynamic programming; genetic algorithms; nonlinear control systems; optimal control; uncertain systems; differential dynamic programming algorithm; genetic algorithm; linear uncertain variable disturbance; multistage uncertain system; nominal control; nonlinear system; optimal control problem; Computational modeling; Dynamic programming; Heuristic algorithms; Mathematical model; Optimal control; Uncertain systems; Uncertainty; differential dynamic programming; genetic algorithm; multistage uncertain system; uncertain optimal control;
Conference_Titel :
Computational Sciences and Optimization (CSO), 2014 Seventh International Joint Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4799-5371-4
DOI :
10.1109/CSO.2014.25