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Constrained stochastic optimal control with learned importance sampling: A path integral approach

Modern robotic systems are expected to operate robustly in partially unknown environments. This article proposes an algorithm capable of controlling a wide range of high-dimensional robotic systems in such challenging scenarios. Our method is based on the path integral formulation of stochastic opti...

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Detalles Bibliográficos
Autores principales: Carius, Jan, Ranftl, René, Farshidian, Farbod, Hutter, Marco
Formato: Online Artículo Texto
Lenguaje:English
Publicado: SAGE Publications 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9179940/
https://www.ncbi.nlm.nih.gov/pubmed/35694721
http://dx.doi.org/10.1177/02783649211047890