Optimization by Quantum Annealing: Lessons from Simple Cases

TL;DR

This paper compares the performance of simulated quantum annealing and classical annealing on simple one-dimensional systems, revealing different asymptotic behaviors and the influence of disorder and localization.

Contribution

It provides a detailed analysis of quantum versus classical annealing on simple systems, highlighting differences in energy decay laws and the effects of disorder.

Findings

QA replaces classical power law in double well systems

QA changes the behavior of the washboard problem from logarithmic to power law

Disorder and localization significantly affect annealing performance

Abstract

This paper investigates the basic behavior and performance of simulated quantum annealing (QA) in comparison with classical annealing (CA). Three simple one dimensional case study systems are considered, namely a parabolic well, a double well, and a curved washboard. The time dependent Schr\"odinger evolution in either real or imaginary time describing QA is contrasted with the Fokker Planck evolution of CA. The asymptotic decrease of excess energy with annealing time is studied in each case, and the reasons for differences are examined and discussed. The Huse-Fisher classical power law of double well CA is replaced with a different power law in QA. The multi-well washboard problem studied in CA by Shinomoto and Kabashima and leading classically to a logarithmic annealing even in the absence of disorder, turns to a power law behavior when annealed with QA. The crucial role of disorder and localization is briefly discussed.