Direct comparison of quantum and simulated annealing on a fully-connected Ising ferromagnet
Abstract
We compare the performance of quantum annealing (QA, through Schr\"odinger dynamics) and simulated annealing (SA, through a classical master equation) on the -spin infinite range ferromagnetic Ising model, by slowly driving the system across its equilibrium, quantum or classical, phase transition. When the phase transition is second-order (, the familiar two-spin Ising interaction) SA shows a remarkable exponential speed-up over QA. For a first-order phase transition (, i.e., with multi-spin Ising interactions), in contrast, the classical annealing dynamics appears to remain stuck in the disordered phase, while we have clear evidence that QA shows a residual energy which decreases towards when the total annealing time increases, albeit in a rather slow (logarithmic) fashion. This is one of the rare examples where a limited quantum speedup, a speedup by QA over SA, has been shown to exist by direct solutions of the Schr\"odinger and master equations in combination with a non-equilibrium Landau-Zener analysis. We also analyse the imaginary-time QA dynamics of the model, finding a behaviour for all finite values of , as predicted by the adiabatic theorem of quantum mechanics. The Grover-search limit is also discussed.
Keywords
Cite
@article{arxiv.1707.02621,
title = {Direct comparison of quantum and simulated annealing on a fully-connected Ising ferromagnet},
author = {Matteo M. Wauters and Rosario Fazio and Hidetoshi Nishimori and Giuseppe E. Santoro},
journal= {arXiv preprint arXiv:1707.02621},
year = {2017}
}
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