Q-learning算法在POMDP领域的研究进展“立方体合并的应用”

Saadana Mourad, Boughizane Jalel, A. Ajroud
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引用次数: 0

摘要

本文是人工智能(AI)领域的一部分,具体来说,它涉及强化学习技术来解决由部分观察马尔可夫决策过程(POMDP)建模的问题。本文的目标是设计一种算法(基于算法Q-learning),将其应用于沉浸在具有部分感知和不完整知识的环境中的智能体上,通过它们的相互作用,这些智能体将一起向目标收敛。我们的算法在立方体合并问题上的实验得到了有趣的结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Progress of the algorithm Q-learning in a field POMDP “application of merger of cubes”
This article is part of the field of artificial intelligence (AI), specifically it deals with reinforcement learning techniques to solve a problem modeled by Markov decision processes partially observed (POMDP). The objective in this article is to design an algorithm (based on the algorithm Q-learning) to be implemented on agents, immersed in an environment with partial perceptions and incomplete knowledge, which through their interactions will move together to converge towards a goal. The experimentation of our algorithm on the problem of merger of cubes gave interesting results.
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