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Learning dynamic Boltzmann distributions as reduced models of spatial chemical kinetics

Finding reduced models of spatially distributed chemical reaction networks requires an estimation of which effective dynamics are relevant. We propose a machine learning approach to this coarse graining problem, where a maximum entropy approximation is constructed that evolves slowly in time. The dy...

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Bibliografiske detaljer
Udgivet i:J Chem Phys
Main Authors: Ernst, Oliver K., Bartol, Thomas, Sejnowski, Terrence, Mjolsness, Eric
Format: Artigo
Sprog:Inglês
Udgivet: AIP Publishing LLC 2018
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC6056297/
https://ncbi.nlm.nih.gov/pubmed/30037235
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1063/1.5026403
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