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A reinforcement learning based radial-bassis function network control system | |
Li, JN; Yi, JQ![]() ![]() ![]() ![]() | |
发表期刊 | ADVANCES IN NEURAL NETWORKS - ISNN 2005, PT 1, PROCEEDINGS
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2005 | |
卷号 | 3496期号:?页码:640-645 |
文章类型 | Article |
摘要 | This paper proposes a reinforcement learning based radial-basis function network control system (RL-RBFNCS) to solve non-training data based learning of radial-basis function network controllers (RBFNC). In learning process, a major contribution is by using the critic signal and the stochastic exploration method to estimate the "desired output", reinforcement learning is considered and solved from the point of view of training data based learning. Computer simulations of robot obstacle avoidance in unknown environment are conducted to show the performance of the proposed method. |
关键词 | Radial-basis Function Reinforcement Learning |
WOS标题词 | Science & Technology ; Technology |
收录类别 | SCI ; ISTP |
语种 | 英语 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods |
WOS记录号 | WOS:000230166900102 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/9176 |
专题 | 09年以前成果 |
作者单位 | Chinese Acad Sci, Inst Automat, Lab Complex Syst & Intelligence Sci, Beijing 100080, Peoples R China |
推荐引用方式 GB/T 7714 | Li, JN,Yi, JQ,Zhao, DB,et al. A reinforcement learning based radial-bassis function network control system[J]. ADVANCES IN NEURAL NETWORKS - ISNN 2005, PT 1, PROCEEDINGS,2005,3496(?):640-645. |
APA | Li, JN.,Yi, JQ.,Zhao, DB.,Xi, GC.,Wang, J.,...&Yi, Z.(2005).A reinforcement learning based radial-bassis function network control system.ADVANCES IN NEURAL NETWORKS - ISNN 2005, PT 1, PROCEEDINGS,3496(?),640-645. |
MLA | Li, JN,et al."A reinforcement learning based radial-bassis function network control system".ADVANCES IN NEURAL NETWORKS - ISNN 2005, PT 1, PROCEEDINGS 3496.?(2005):640-645. |
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