Presentation + Paper
18 April 2023 Game theoretic simulations and entropy dynamics framework for modeling complex material interactions
Basanta R. Pahari, Oluwafemi Ogunlana, William S. Oates
Author Affiliations +
Abstract
Molecular dynamics is a technique used to understand how the interactions between atoms control complex material behavior under internal and external forces. We use a game theoretical approach to simulate molecular interactions, build material surrogates, and study material nature as a function of the Coulomb potential. The electric Coulomb potential is applicable in studying electromagnetic properties, for instance, electrical conductivity and dielectric permittivity. We investigate how probability densities of material positions and charges influence the diffusion process induced by this potential. By exploiting the information hidden in the seemingly random molecular exchanges, we show that an information-theoretical measure of entropy can describe the dynamics of material interactions. In particular, we use the Renyi entropy to derive posterior density representing the most likely particle distribution after these exchanges and thus connect molecular dynamics to entropy dynamics.
Conference Presentation
© (2023) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Basanta R. Pahari, Oluwafemi Ogunlana, and William S. Oates "Game theoretic simulations and entropy dynamics framework for modeling complex material interactions", Proc. SPIE 12484, Behavior and Mechanics of Multifunctional Materials XVII, 1248406 (18 April 2023); https://doi.org/10.1117/12.2658399
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KEYWORDS
Diffusion

Modeling

Probability theory

Image information entropy

Numerical simulations

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