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Mobile robots exploration through cnn-based reinforcement learning

Exploration in an unknown environment is an elemental application for mobile robots. In this paper, we outlined a reinforcement learning method aiming for solving the exploration problem in a corridor environment. The learning model took the depth image from an RGB-D sensor as the only input. The fe...

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Detalles Bibliográficos
Autores principales: Tai, Lei, Liu, Ming
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5177670/
https://www.ncbi.nlm.nih.gov/pubmed/28066702
http://dx.doi.org/10.1186/s40638-016-0055-x