4.7 Article

Relative entropy as a universal metric for multiscale errors

Journal

PHYSICAL REVIEW E
Volume 81, Issue 6, Pages -

Publisher

AMER PHYSICAL SOC
DOI: 10.1103/PhysRevE.81.060104

Keywords

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Funding

  1. Camille & Henry Dreyfus Foundation
  2. National Science Foundation [CBET-0845074]
  3. Directorate For Engineering
  4. Div Of Chem, Bioeng, Env, & Transp Sys [845074] Funding Source: National Science Foundation

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We show that the relative entropy, S-rel, 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 S-rel 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 S-rel has important ramifications for evaluating and designing coarse-grained models.

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