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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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Bibliografiset tiedot
Julkaisussa:Sci Technol Adv Mater
Päätekijät: M. Dieb, Thaer, Ju, Shenghong, Yoshizoe, Kazuki, Hou, Zhufeng, Shiomi, Junichiro, Tsuda, Koji
Aineistotyyppi: Artigo
Kieli:Inglês
Julkaistu: Taylor & Francis 2017
Aiheet:
Linkit:https://ncbi.nlm.nih.gov/pmc/articles/PMC5532970/
https://ncbi.nlm.nih.gov/pubmed/28804525
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1080/14686996.2017.1344083
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