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Enhancing Biomolecular Sampling with Reinforcement Learning: A Tree Search Molecular Dynamics Simulation Method
[Image: see text] This paper proposes a novel molecular simulation method, called tree search molecular dynamics (TS-MD), to accelerate the sampling of conformational transition pathways, which require considerable computation. In TS-MD, a tree search algorithm, called upper confidence bounds for tr...
Autores principales: | Shin, Kento, Tran, Duy Phuoc, Takemura, Kazuhiro, Kitao, Akio, Terayama, Kei, Tsuda, Koji |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Chemical Society
2019
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6714528/ https://www.ncbi.nlm.nih.gov/pubmed/31497702 http://dx.doi.org/10.1021/acsomega.9b01480 |
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