FO—POMDP中一阶信念状态的研究 |
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引用本文: | 陈丽娜,黄宏斌,邓苏. FO—POMDP中一阶信念状态的研究[J]. 电子设计工程, 2011, 19(23) |
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作者姓名: | 陈丽娜 黄宏斌 邓苏 |
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作者单位: | 国防科技大学信息系统工程重点实验室,湖南长沙,410073 |
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基金项目: | 国家自然科学基金资助课题 |
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摘 要: | 抽象层次上FO—POMDP的引入,使得人们可简洁地、陈述地表达复杂的POMDP,解决常规POMDP在实际中所无法解决的大规模决策问题。介绍了FO—POMDP的基础,包括状况表达式、行动、观察值和观察函数。提出了一阶信念状态的概念,并分别针对随机转移行动和随机观察行动给出一阶信念状态的更新方法。最后用FO—Tiger-Grid模型对一阶信念状态的概念和更新方法进行了实例分析验证。
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关 键 词: | POMDP FO—POMDP 信念状态 一阶信念状态 |
Research on the first-order belief state of FO-POMDP |
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Abstract: | Using FO-POMDP on abstract level, one can compactly and declaratively represent complex POMDP. And one can solve real world problems that generally have large state space with regular POMDP. This paper introduces the concept of FO- POMDP, including the expression of case, stochastic actions, and the concept of observation function. Then the concept of first-order belief state is given. The method of updating the first-order belief state is provided, which is the important contribution of this paper. Finally, method is tested by FO-Tiger-Grid. |
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Keywords: | POMDP FO-POMDP belief state first-order belief state |
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