Zentropy Theory for Quantitative Prediction of Emergent Behaviors through Symmetry-Breaking Configurations
Zi-Kui Liu

TL;DR
This paper introduces Zentropy Theory, a novel framework that predicts emergent behaviors in materials by analyzing symmetry-breaking configurations and their statistical competition, extending traditional DFT approaches.
Contribution
The paper develops Zentropy Theory, integrating symmetry-breaking configurations into thermodynamic models to predict emergent properties beyond ground-state configurations.
Findings
Accurate prediction of free energy considering symmetry-breaking states
Emergent behaviors originate from statistical competition among configurations
Phonon properties can be accurately calculated using quasiharmonic approximations
Abstract
Density functional theory (DFT) is the de facto approach for predicting self-consistent-field electronic structures of ground-state configurations of complex atoms, molecules, and solids and providing their property data for materials discovery and design. This capability is greatly enabled by the generalized gradient approximation for exchange-correlation interactions with an important set of exchange-correlation functionals developed by John Perdew and his collaborators in last several decades. The scientific community and the present author's group have greatly benefited from this capability. Over the years, the present author's group has integrated the energetics from DFT-based calculations both at zero K and finite temperature into thermodynamic modeling and developed methods to predict tracer diffusivity, elastic coefficients, interfacial energy, and a number of other properties…
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Taxonomy
TopicsMachine Learning in Materials Science · Advanced Thermoelectric Materials and Devices · Superconductivity in MgB2 and Alloys
