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Relative entropy as a universal metric for multiscale errors

Aviel Chaimovich and M. Scott Shell
Phys. Rev. E 81, 060104(R) – Published 29 June 2010
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Abstract

We show that the relative entropy, Srel, suggests a fundamental indicator of the success of multiscale studies, in which coarse-grained (CG) models are linked to first-principles (FP) ones. We demonstrate that Srel inherently measures fluctuations in the differences between CG and FP potential energy landscapes, and develop a theory that tightly and generally links it to errors associated with coarse graining. We consider two simple case studies substantiating these results, and suggest that Srel has important ramifications for evaluating and designing coarse-grained models.

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  • Received 28 April 2010

DOI:https://doi.org/10.1103/PhysRevE.81.060104

©2010 American Physical Society

Authors & Affiliations

Aviel Chaimovich and M. Scott Shell

  • Department of Chemical Engineering, University of California, Santa Barbara, California 93106, USA

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Issue

Vol. 81, Iss. 6 — June 2010

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