Litcius/Paper detail

Wavelength-division multiplexing optical Ising simulator enabling fully programmable spin couplings and external magnetic fields

Li Luo, Zhiyi Mi, Junyi Huang, Zhichao Ruan

2023Science Advances33 citationsDOIOpen Access PDF

Abstract

Recently various physical systems have been proposed for modeling Ising spin Hamiltonians appealing to solve combinatorial optimization problems with remarkable performance. However, how to implement arbitrary spin-spin interactions is a critical and challenging problem in unconventional Ising machines. Here, we propose a general gauge transformation scheme to enable arbitrary spin-spin interactions and external magnetic fields as well, by decomposing an Ising Hamiltonian into multiple Mattis-type interactions. With this scheme, a wavelength-division multiplexing spatial photonic Ising machine (SPIM) is developed to show the programmable capability of general spin coupling interactions. We exploit the wavelength-division multiplexing SPIM to simulate three spin systems: ± J models, Sherrington-Kirkpatrick models, and only locally connected J 1 - J 2 models and observe the phase transitions. We also demonstrate the ground-state search for solving Max-Cut problem with the wavelength-division multiplexing SPIM. These results promise the realization of ultrafast-speed and high–power efficiency Boltzmann sampling to a generalized large-scale Ising model.

Topics & Concepts

Ising modelPhysicsMultiplexingStatistical physicsSpin (aerodynamics)PhotonicsComputer scienceTopology (electrical circuits)Quantum mechanicsTelecommunicationsEngineeringElectrical engineeringThermodynamicsNeural Networks and Reservoir ComputingOptical Network TechnologiesQuantum Computing Algorithms and Architecture