articleThe Journal of Chemical PhysicsOct 10, 2008Closed access

The relative entropy is fundamental to multiscale and inverse thermodynamic problems

University of California, Santa Barbara

PubMed
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Abstract

We show that the relative entropy, S(rel) identical with Sigma(p(T)) ln(p(T)/p(M)), provides a fundamental and unifying framework for multiscale analysis and for inverse molecular-thermodynamic problems involving optimization of a model system (M) to reproduce the properties of a target one (T). We demonstrate that the relative entropy serves as a generating function for principles in variational mean-field theory and uniqueness and gives intuitive results for simple case scenarios in model development. Moreover, we suggest that the relative entropy provides a rigorous framework for multiscale simulations and offers new numerical techniques for linking models at different scales. Finally, we show that S(rel)…

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Authors

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Topics & keywords

Keywords
  • Statistical physics
  • Uniqueness
  • Inverse
  • Entropy (arrow of time)
  • Kullback–Leibler divergence
  • Inverse problem
  • Principle of maximum entropy
  • Mathematics
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