Learning molecular dynamics with simple language model built upon long short-term memory neural network

Artificial neural networks have been successfully used for language recognition. Tsai et al. use the same techniques to link between language processing and prediction of molecular trajectories and show capability to predict complex thermodynamics and kinetics arising in chemical or biological physi...

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Autores principales: Sun-Ting Tsai, En-Jui Kuo, Pratyush Tiwary
Formato: article
Lenguaje:EN
Publicado: Nature Portfolio 2020
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Acceso en línea:https://doaj.org/article/b8be5637b2ea4eada6f89c34651af171
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spelling oai:doaj.org-article:b8be5637b2ea4eada6f89c34651af1712021-12-02T18:01:42ZLearning molecular dynamics with simple language model built upon long short-term memory neural network10.1038/s41467-020-18959-82041-1723https://doaj.org/article/b8be5637b2ea4eada6f89c34651af1712020-10-01T00:00:00Zhttps://doi.org/10.1038/s41467-020-18959-8https://doaj.org/toc/2041-1723Artificial neural networks have been successfully used for language recognition. Tsai et al. use the same techniques to link between language processing and prediction of molecular trajectories and show capability to predict complex thermodynamics and kinetics arising in chemical or biological physics.Sun-Ting TsaiEn-Jui KuoPratyush TiwaryNature PortfolioarticleScienceQENNature Communications, Vol 11, Iss 1, Pp 1-11 (2020)
institution DOAJ
collection DOAJ
language EN
topic Science
Q
spellingShingle Science
Q
Sun-Ting Tsai
En-Jui Kuo
Pratyush Tiwary
Learning molecular dynamics with simple language model built upon long short-term memory neural network
description Artificial neural networks have been successfully used for language recognition. Tsai et al. use the same techniques to link between language processing and prediction of molecular trajectories and show capability to predict complex thermodynamics and kinetics arising in chemical or biological physics.
format article
author Sun-Ting Tsai
En-Jui Kuo
Pratyush Tiwary
author_facet Sun-Ting Tsai
En-Jui Kuo
Pratyush Tiwary
author_sort Sun-Ting Tsai
title Learning molecular dynamics with simple language model built upon long short-term memory neural network
title_short Learning molecular dynamics with simple language model built upon long short-term memory neural network
title_full Learning molecular dynamics with simple language model built upon long short-term memory neural network
title_fullStr Learning molecular dynamics with simple language model built upon long short-term memory neural network
title_full_unstemmed Learning molecular dynamics with simple language model built upon long short-term memory neural network
title_sort learning molecular dynamics with simple language model built upon long short-term memory neural network
publisher Nature Portfolio
publishDate 2020
url https://doaj.org/article/b8be5637b2ea4eada6f89c34651af171
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AT enjuikuo learningmoleculardynamicswithsimplelanguagemodelbuiltuponlongshorttermmemoryneuralnetwork
AT pratyushtiwary learningmoleculardynamicswithsimplelanguagemodelbuiltuponlongshorttermmemoryneuralnetwork
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