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Adaptive Dynamic Programming: An Introduction | |
Fei-Yue Wang1,2; Huaguang Zhang3; Derong Liu1 | |
发表期刊 | IEEE Computational Intelligence Magazine |
2009 | |
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 | 多模态人工智能系统全国重点实验室_平行智能技术与系统团队 |
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 |
推荐引用方式 GB/T 7714 | 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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