Adaptive Dynamic Programming: An Introduction
Fei-Yue Wang1,2; Huaguang Zhang3; Derong Liu1
2009
发表期刊IEEE Computational Intelligence Magazine
卷号4期号:2页码:39-47
摘要In this article, we introduce some recent research trends
within the field of adaptive/approximate dynamic programming
(ADP), including the variations on the structure of ADP
schemes, the development of ADP algorithms and applications
of ADP schemes. For ADP algorithms, the point of focus is that
iterative algorithms of ADP can be sorted into two classes: one
class is the iterative algorithm with initial stable policy; the other
is the one without the requirement of initial stable policy. It is
generally believed that the latter one has less computation at the
cost of missing the guarantee of system stability during iteration
process. In addition, many recent papers have provided convergence
analysis associated with the algorithms developed. Furthermore,
we point out some topics for future studies.
关键词Adaptive Dynamic Programming
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/12377
专题复杂系统管理与控制国家重点实验室_先进控制与自动化
通讯作者Fei-Yue Wang
作者单位1.Chinese Academy of Sciences,CHINA
2.University of Arizona, USA
3.Northeastern University, CHINA
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Fei-Yue Wang,Huaguang Zhang,Derong Liu. Adaptive Dynamic Programming: An Introduction[J]. IEEE Computational Intelligence Magazine,2009,4(2):39-47.
APA Fei-Yue Wang,Huaguang Zhang,&Derong Liu.(2009).Adaptive Dynamic Programming: An Introduction.IEEE Computational Intelligence Magazine,4(2),39-47.
MLA Fei-Yue Wang,et al."Adaptive Dynamic Programming: An Introduction".IEEE Computational Intelligence Magazine 4.2(2009):39-47.
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