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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Nature Portfolio
2020
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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) |
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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 |
work_keys_str_mv |
AT suntingtsai learningmoleculardynamicswithsimplelanguagemodelbuiltuponlongshorttermmemoryneuralnetwork AT enjuikuo learningmoleculardynamicswithsimplelanguagemodelbuiltuponlongshorttermmemoryneuralnetwork AT pratyushtiwary learningmoleculardynamicswithsimplelanguagemodelbuiltuponlongshorttermmemoryneuralnetwork |
_version_ |
1718378949905481728 |