Abstract

AbstractRecently, there has been growing interest in the utilization of physical systems as heuristic optimizers for classical spin Hamiltonians. A prominent approach employs gain-dissipative optical oscillator networks for this purpose. Unfortunately, these systems inherently suffer from an inexact mapping between the oscillator network loss rate and the spin Hamiltonian due to additional degrees of freedom present in the system such as oscillation amplitude. In this work, we theoretically analyze and experimentally demonstrate a scheme for the alleviation of this difficulty. The scheme involves control over the laser oscillator amplitude through modification of individual laser oscillator loss. We demonstrate this approach in a laser network classical XY model simulator based on a digital degenerate cavity laser. We prove that for each XY model energy minimum there corresponds a unique set of laser loss values that leads to a network state with identical oscillation amplitudes and to phase values that coincide with the XY model minimum. We experimentally demonstrate an eight fold improvement in the deviation from the minimal XY energy by employing our proposed solution scheme.

Highlights

  • Optimization problems are at the heart of numerous fields of science and industry from drug discovery [1] to artificial intelligence [2]

  • The scheme involves control over the laser oscillator amplitude through modification of individual laser oscillator loss. We demonstrate this approach in a laser network classical XY model simulator based on a digital degenerate cavity laser

  • We prove that for each XY model energy minimum there corresponds a unique set of laser loss values that leads to a network state with identical oscillation amplitudes and to phase values that coincide with the XY model minimum

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Summary

Introduction

Optimization problems are at the heart of numerous fields of science and industry from drug discovery [1] to artificial intelligence [2]. It was shown that an approximate mapping can be established between the spin model energy and the oscillator network loss rate when the inter-oscillator coupling is low [40] In this regime, the oscillation amplitudes are almost the same for all oscillators. This, in turn, leads to unequal (heterogeneous) oscillation amplitudes which preclude the exact mapping between the loss rate and the spin model energy. Since this limitation stems from a finite size coupling between oscillators, it is inherent to any coupled oscillator network. We theoretically analyze and experimentally demonstrate the problem of unequal amplitudes This is carried out on a simple laser network acting as an XY model ground state finder. We prove that for each XY model minimum, the set of laser network parameters for which the laser network phase values coincide with the XY model is unique

Problem presentation
Experiment
Analysis
Phase measurement
Discussion and conclusions
Frequency control
Experimental imperfection compensation
Full Text
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