Analytic Free-Energy Expression for the 2D-Ising Model and Perspectives for Battery Modeling
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 w...
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Published in | Batteries (Basel) Vol. 9; no. 10; p. 489 |
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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. |
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AbstractList | 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. 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 ΔA[sub.bond](β,N) as function of inverse temperature β and lattice size N. The identified simple analytic expression for ΔA[sub.bond] 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. |
Audience | Academic |
Author | Birke, Kai Peter Markthaler, Daniel |
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Cites_doi | 10.1103/RevModPhys.25.353 10.1103/PhysRev.185.832 10.1103/PhysRevLett.76.78 10.1088/1742-6596/410/1/012050 10.1007/BF01645907 10.1038/35104644 10.1103/PhysRev.60.252 10.1017/CBO9780511994944 10.1016/j.physa.2022.127136 10.1590/S0103-97332004000300004 10.1557/mrs2010.681 10.3390/e24121834 10.1016/j.nuclphysb.2016.11.005 10.1016/S0006-3495(96)79397-9 10.1007/BF02980577 10.1103/PhysRev.65.117 10.3103/S1060992X17020035 10.1119/1.2779882 10.3390/e24111665 10.1103/PhysRevLett.44.1502 10.1016/j.jpowsour.2010.02.060 10.1021/jp0471249 10.1016/0039-6028(78)90455-7 10.3389/fceng.2021.758090 10.1103/PhysRev.76.1232 10.1038/s41592-019-0686-2 10.1016/0031-8914(72)90237-6 10.1017/S0305004100027419 10.3103/S1060992X17030031 10.1021/jz100188d 10.1149/1.2192695 10.1103/RevModPhys.39.883 10.1007/BF01208373 10.3390/e24111636 10.1002/j.1538-7305.1948.tb01338.x |
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SubjectTerms | Batteries battery modeling Boundary conditions Energy Ferromagnetism Free energy Ising model Lithium ions Magnetic properties Mathematical analysis Modelling Phase transitions Rechargeable batteries Series (mathematics) statistical thermodynamics Thermodynamics Three dimensional models Two dimensional analysis Two dimensional models |
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