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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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Uloženo v:
Hlavní autoři: Thaer M. Dieb, Shenghong Ju, Kazuki Yoshizoe, Zhufeng Hou, Junichiro Shiomi, Koji Tsuda
Médium: Artigo
Jazyk:Inglês
Vydáno: Taylor & Francis Group 2017-12-01
Edice:Science and Technology of Advanced Materials
Témata:
Materials informatics
Materials design
Monte Carlo tree search
Si-Ge alloy interfacial structure
Python library
On-line přístup:http://dx.doi.org/10.1080/14686996.2017.1344083
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