4.7 Article

Learning the mechanisms of chemical disequilibria

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JOURNAL OF CHEMICAL PHYSICS
卷 145, 期 8, 页码 -

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AMER INST PHYSICS
DOI: 10.1063/1.4961485

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  1. U.S. Army Research Laboratory
  2. U.S. Army Research Office [W911NF-14-1-0359]

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When at equilibrium, large-scale systems obey thermodynamics because they have microscopic configurations that are typical. Typical states are a fraction of those possible with the majority of the probability. A more precise definition of typical states underlies the transmission, coding, and compression of information. However, this definition does not apply to natural systems that are transiently away from equilibrium. Here, we introduce a variational measure of typicality and apply it to atomistic simulations of a model for hydrogen oxidation. While a gaseous mixture of hydrogen and oxygen combusts, reactant molecules transform through a variety of ephemeral species en route to the product, water. Out of the exponentially growing number of possible sequences of chemical species, we find that greater than 95% of the probability concentrates in less than 1% of the possible sequences. Overall, these results extend the notion of typicality across the nonequilibrium regime and suggest that typical sequences are a route to learning mechanisms from experimental measurements. They also open up the possibility of constructing ensembles for computing the macroscopic observables of systems out of equilibrium. Published by AIP Publishing.

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