English

Spatial Optical Simulator for Classical Statistical Models

Optics 2024-12-19 v1 Disordered Systems and Neural Networks Statistical Mechanics Applied Physics

Abstract

Optical simulators for the Ising model have demonstrated great promise for solving challenging problems in physics and beyond. Here, we develop a spatial optical simulator for a variety of classical statistical systems, including the clock, XYXY, Potts, and Heisenberg models, utilizing a digital micromirror device composed of a large number of tiny mirrors. Spins, with desired amplitudes or phases of the statistical models, are precisely encoded by a patch of mirrors with a superpixel approach. Then, by modulating the light field in a sequence of designed patterns, the spin-spin interaction is realized in such a way that the Hamiltonian symmetries are preserved. We successfully simulate statistical systems on a fully connected network, with ferromagnetic or Mattis-type random interactions, and observe the corresponding phase transitions between the paramagnetic, and the ferromagnetic or spin-glass phases. Our results largely extend the research scope of spatial optical simulators and their versatile applications.

Keywords

Cite

@article{arxiv.2412.13476,
  title  = {Spatial Optical Simulator for Classical Statistical Models},
  author = {Song-Tao Yu and Ming-Gen He and Sheng Fang and Youjin Deng and Zhen-Sheng Yuan},
  journal= {arXiv preprint arXiv:2412.13476},
  year   = {2024}
}