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Article

Analytic Free-Energy Expression for the 2D-Ising Model and Perspectives for Battery Modeling

by
Daniel Markthaler
1,*,† and
Kai Peter Birke
1,2
1
Fraunhofer Institute for Manufacturing Engineering and Automation IPA, Nobelstr. 12, 70569 Stuttgart, Germany
2
Electrical Energy Storage Systems, Institute for Photovoltaics, University of Stuttgart, Pfaffenwaldring 47, 70569 Stuttgart, Germany
*
Author to whom correspondence should be addressed.
Current address: Department of Bioenergetics, Institute of Biomaterials and Biomolecular Systems, University of Stuttgart, Pfaffenwaldring 57, 70569 Stuttgart, Germany.
Batteries 2023, 9(10), 489; https://doi.org/10.3390/batteries9100489
Submission received: 21 July 2023 / Revised: 19 September 2023 / Accepted: 20 September 2023 / Published: 25 September 2023
(This article belongs to the Special Issue The Precise Battery—towards Digital Twins for Advanced Batteries)

Abstract

Although originally developed to describe the magnetic behavior of matter, the Ising model represents one of the most widely used physical models, with applications in almost all scientific areas. Even after 100 years, the model still poses challenges and is the subject of active research. In this work, we address the question of whether it is possible to describe the free energy A of a finite-size 2D-Ising model of arbitrary size, based on a couple of analytically solvable 1D-Ising chains. The presented novel approach is based on rigorous statistical-thermodynamic principles and involves modeling the free energy contribution of an added inter-chain bond ΔAbond(β,N) as function of inverse temperature β and lattice size N. The identified simple analytic expression for ΔAbond is fitted to exact results of a series of finite-size quadratic N×N-systems and enables straightforward and instantaneous calculation of thermodynamic quantities of interest, such as free energy and heat capacity for systems of an arbitrary size. This approach is not only interesting from a fundamental perspective with respect to the possible transfer to a 3D-Ising model, but also from an application-driven viewpoint in the context of (Li-ion) batteries where it could be applied to describe intercalation mechanisms.
Keywords: Ising model; statistical thermodynamics; free energy; battery modeling Ising model; statistical thermodynamics; free energy; battery modeling
Graphical Abstract

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MDPI and ACS Style

Markthaler, D.; Birke, K.P. Analytic Free-Energy Expression for the 2D-Ising Model and Perspectives for Battery Modeling. Batteries 2023, 9, 489. https://doi.org/10.3390/batteries9100489

AMA Style

Markthaler D, Birke KP. Analytic Free-Energy Expression for the 2D-Ising Model and Perspectives for Battery Modeling. Batteries. 2023; 9(10):489. https://doi.org/10.3390/batteries9100489

Chicago/Turabian Style

Markthaler, Daniel, and Kai Peter Birke. 2023. "Analytic Free-Energy Expression for the 2D-Ising Model and Perspectives for Battery Modeling" Batteries 9, no. 10: 489. https://doi.org/10.3390/batteries9100489

APA Style

Markthaler, D., & Birke, K. P. (2023). Analytic Free-Energy Expression for the 2D-Ising Model and Perspectives for Battery Modeling. Batteries, 9(10), 489. https://doi.org/10.3390/batteries9100489

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