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Optimal navigation of a smart active particle: directional and distance sensing

ABSTRACT: We employ Q learning, a variant of reinforcement learning, so that an active particle learns by itself to navigate on the fastest path toward a target while experiencing external forces and flow fields. As state variables, we use the distance and direction toward the target, and as action...

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Detalles Bibliográficos
Autores principales: Putzke, Mischa, Stark, Holger
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10279590/
https://www.ncbi.nlm.nih.gov/pubmed/37335344
http://dx.doi.org/10.1140/epje/s10189-023-00309-3