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TD algorithm based on double-layer fuzzy partitioning

When dealing with the continuous space problems,the traditional Q-iteration algorithms based on lookup-table or function approximation converge slowly and are diff lt to get a continuous policy.To overcome the above weak-nesses,an on-policy TD algorithm named DFP-OPTD was proposed based on double-la...

Ausführliche Beschreibung

Gespeichert in:
Hauptverfasser: Xiang MU, Quan LIU, Qi-ming FU, Hong-kun SUN, Xin ZHOU
Format: Artigo
Sprache:Chinês
Veröffentlicht: Editorial Department of Journal on Communications 2013-10-01
Schriftenreihe:Tongxin xuebao
Schlagworte:
reinforcement learning
on-policy
gradient descent
double layer fuzzy partitioning
continuous action policy
Online-Zugang:http://www.joconline.com.cn/zh/article/doi/10.3969/j.issn.1000-436x.2013.10.011/
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