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MDTS: automatic complex materials design using Monte Carlo tree search

Complex materials design is often represented as a black-box combinatorial optimization problem. In this paper, we present a novel python library called MDTS (Materials Design using Tree Search). Our algorithm employs a Monte Carlo tree search approach, which has shown exceptional performance in com...

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Detalles Bibliográficos
Autores principales: M. Dieb, Thaer, Ju, Shenghong, Yoshizoe, Kazuki, Hou, Zhufeng, Shiomi, Junichiro, Tsuda, Koji
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Taylor & Francis 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5532970/
https://www.ncbi.nlm.nih.gov/pubmed/28804525
http://dx.doi.org/10.1080/14686996.2017.1344083