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Journal of Statistical Physics

Ground States of Two-Dimensional Ising Spin Glasses: Fast Algorithms, Recent Developments and a Ferromagnet-Spin Glass Mixture

Alexander K. Hartmann

Published Jul 28, 2011• 29 citations
Publisher
DOI
10.1007/s10955-011-0272-1

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We study the recently introduced SWAP ensemble for Ising spin-glasses, where the spins obtain varying lengths, with length scale Δ∈[0,2]Δ\in [0, 2]Δ∈[0,2]. The lengths can be exchanged in the spirit of the SWAP algorithm for glassy poly-disperse hard-sphere systems. Using an annealing schedule, if the annealing is slow enough, ground states of the corresponding Ising Hamiltonian, where the spin lengths are incorporated into the bonds, can be obtained with high probability. We prove this statement for two-dimensional systems with sizes of up to L2=10242L^2=1024^2L2=10242 spins by comparison with exact ground states obtained by using graph matching algorithms. In particular, we analyze the nature of the obtained realizations of the disorder by calculating exact zero-temperature domain-wall energies, from exact ground state calculations using periodic and anti-periodic boundary conditions. For medium or large values of ΔΔΔ, e.g. Δ=1Δ=1Δ=1, the realizations turn ferromagnetic if the annealing is slow enough, i.e., they lose their zero-temperature spin-glass property. If ΔΔΔ is small, the realizations remain glassy, but the SWAP annealing does not easily find a true ground state.
As spin glass materials have extremely slow dynamics, devious numerical methods are needed to study low-temperature states. A simple and fast optimization version of the classical Kasteleyn treatment of the Ising model is described and applied to two-dimensional Ising spin glasses. The algorithm combines the Pfaffian and matching approaches to directly strip droplet excitations from an excited state. Extended ground states in Ising spin glasses on a torus, which are optimized over all boundary conditions, are used to compute precise values for ground state energy densities.
We demonstrate that a recently introduced heuristic optimization algorithm [Phys. Rev. E 83, 046709 (2011)] that combines a local search with triadic crossover genetic updates is capable of sampling nearly uniformly among ground-state configurations in spin-glass-like Hamiltonians with ppp-spin interactions in ddd space dimensions that have highly degenerate ground states. Using this algorithm we probe the zero-temperature ferromagnet to spin-glass transition point qc{q}_{c}qc​ of two example models, the disordered version of the two-dimensional three-spin Baxter-Wu model [qc=0.1072(1){q}_{c}=0.1072(1)qc​=0.1072(1)] and the three-dimensional Edwards-Anderson model [qc=0.2253(7){q}_{c}=0.2253(7)qc​=0.2253(7)], by computing the Binder ratio of the ground-state magnetization.