Energy landscapes of spin glasses on the dice lattice

Our study focuses on the potential energy landscapes of three spin models consisting of 36 spins on a dice lattice. The models differ based on the range of interactions between the spins, these are { ± 1 } , { ± 1 , ± 2 } , and { ± 1 , ± 2 , ± 3 } . Due to the discrete nature of these interactions, they form extended minimum energy structures, which we classify into four types: regular minima, type-1, type-2, and type-3 dales. Augmented disconnectivity graphs are used to distinguish these types by color visually. A bar chart illustrates their sizes at each energy. The overall shape of the disconnectivity graphs is dominated by palm leaf structures. Further analysis of the minima structures reveals that in the ± 1 model only regular minima and type-1 dales occur, whereas the ± 1 , ± 2 and ± 1 , ± 2 , ± 3 models show additionally type-2 and type-3 dales, albeit occurring relatively sparsely and confined to the medium energy range. Compared to other lattices, the sizes of the minima structures are smaller and do not exhibit a distinct trend. The occurrence of multiple funnel structures becomes only dominant in the ± 1 , ± 2 , ± 3 model, and is further accompanied by a larger number of minima structures, suggesting that this model would be more difficult to optimize in standard optimization procedures. An investigation into the barrier and transition paths shows that barriers are particularly high for low-energy minima and decrease with increasing energy. The transition paths between individual minima suggest that transition states/plateaus are closer to higher energy minima than to lower ones, and that there is a general trend that the length of the transition path decreases with increasing energy. • Palm leaf structure of the energy landscape with increasing complexity for an increasing range of bonds. • Restriction in occurrence of minima structures in the ±1 model, but not in the ±1, ±2 and ±1, ±2, ±3 models. • Number of multi-funnel structures increases with increasing range of bond. • High occupation of medium energies and restriction in minima structures especially significant for the ±1 model when compared to other lattice topologies. • High barriers at low energies and transition state closer to higher energy structures, indicative of high stability of ground state minima and applicability of Hammond’s postulate.

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Publication Details

Journal
Physica A Statistical Mechanics and its Applications
Published
2025-12-03
DOI
https://doi.org/10.1016/j.physa.2025.131177
Primary Topic
Theoretical and Computational Physics
Type
article
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article

Energy landscapes of spin glasses on the dice lattice

Katja Biswas, Anil K. Katwal
Physica A Statistical Mechanics and its Applications
Theoretical and Computational Physics
article

Energy landscapes of spin glasses on the dice lattice

Katja Biswas, Anil K. Katwal
article en

Abstract

Our study focuses on the potential energy landscapes of three spin models consisting of 36 spins on a dice lattice. The models differ based on the range of interactions between the spins, these are { ± 1 } , { ± 1 , ± 2 } , and { ± 1 , ± 2 , ± 3 } . Due to the discrete nature of these interactions, they form extended minimum energy structures, which we classify into four types: regular minima, type-1, type-2, and type-3 dales. Augmented disconnectivity graphs are used to distinguish these types by color visually. A bar chart illustrates their sizes at each energy. The overall shape of the disconnectivity graphs is dominated by palm leaf structures. Further analysis of the minima structures reveals that in the ± 1 model only regular minima and type-1 dales occur, whereas the ± 1 , ± 2 and ± 1 , ± 2 , ± 3 models show additionally type-2 and type-3 dales, albeit occurring relatively sparsely and confined to the medium energy range. Compared to other lattices, the sizes of the minima structures are smaller and do not exhibit a distinct trend. The occurrence of multiple funnel structures becomes only dominant in the ± 1 , ± 2 , ± 3 model, and is further accompanied by a larger number of minima structures, suggesting that this model would be more difficult to optimize in standard optimization procedures. An investigation into the barrier and transition paths shows that barriers are particularly high for low-energy minima and decrease with increasing energy. The transition paths between individual minima suggest that transition states/plateaus are closer to higher energy minima than to lower ones, and that there is a general trend that the length of the transition path decreases with increasing energy. • Palm leaf structure of the energy landscape with increasing complexity for an increasing range of bonds. • Restriction in occurrence of minima structures in the ±1 model, but not in the ±1, ±2 and ±1, ±2, ±3 models. • Number of multi-funnel structures increases with increasing range of bond. • High occupation of medium energies and restriction in minima structures especially significant for the ±1 model when compared to other lattice topologies. • High barriers at low energies and transition state closer to higher energy structures, indicative of high stability of ground state minima and applicability of Hammond’s postulate.

Physica A Statistical Mechanics and its ApplicationsVol. 682
University of Southern Mississippi (US)
Openalex Percentile: Top 76%
Theoretical and Computational Physics
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