GPU-Accelerated Population Annealing Algorithm: Frustrated Ising Antiferromagnet on the Stacked Triangular Lattice

被引:7
|
作者
Borovsky, Michal [1 ]
Weigel, Martin [2 ]
Barash, Lev Yu. [3 ,4 ]
Zukovic, Milan [1 ]
机构
[1] Safarik Univ, Fac Sci, Dept Theoret Phys & Astrophys, Pk Angelinum 9, Kosice 04001, Slovakia
[2] Coventry Univ, Appl Math Res Ctr, Coventry CV1 5FB, W Midlands, England
[3] LD Landau Theoret Phys Inst, Chernogolovka 142432, Russia
[4] Sci Ctr Chernogolovka, Chernogolovka 142432, Russia
关键词
3; DIMENSIONS;
D O I
10.1051/epjconf/201610802016
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
The population annealing algorithm is a novel approach to study systems with rough free-energy landscapes, such as spin glasses. It combines the power of simulated annealing, Boltzmann weighted differential reproduction and sequential Monte Carlo process to bring the population of replicas to the equilibrium even in the low-temperature region. Moreover, it provides a very good estimate of the free energy. The fact that population annealing algorithm is performed over a large number of replicas with many spin updates, makes it a good candidate for massive parallelism. We chose the GPU programming using a CUDA implementation to create a highly optimized simulation. It has been previously shown for the frustrated Ising antiferromagnet on the stacked triangular lattice with a ferromagnetic interlayer coupling, that standard Markov Chain Monte Carlo simulations fail to equilibrate at low temperatures due to the effect of kinetic freezing of the ferromagnetically ordered chains. We applied the population annealing to study he case with the isotropic intra-and interlayer antiferromagnetic coupling (J(2)/vertical bar J(1)vertical bar = -1). The reached ground states correspond to non-magnetic degenerate states, where chains are antiferromagnetically ordered, but there is no long-range ordering between them, which is analogical with Wannier phase of the 2D triangular Ising antiferromagnet.
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页数:6
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