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Improved reinforcement learning path planning algorithm integrating prior knowledge

In order to realize the optimization of autonomous navigation of mobile robot under the condition of partial environmental knowledge known. An improved Q-learning reinforcement learning algorithm based on prior knowledge is proposed to solve the problem of slow convergence and low learning efficienc...

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Detalles Bibliográficos
Autores principales: Shi, Zhen, Wang, Keyin, Zhang, Jianhui
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10159141/
https://www.ncbi.nlm.nih.gov/pubmed/37141236
http://dx.doi.org/10.1371/journal.pone.0284942