English

Direct comparison of quantum and simulated annealing on a fully-connected Ising ferromagnet

Quantum Physics 2017-09-13 v1 Statistical Mechanics

Abstract

We compare the performance of quantum annealing (QA, through Schr\"odinger dynamics) and simulated annealing (SA, through a classical master equation) on the pp-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 (p=2p=2, the familiar two-spin Ising interaction) SA shows a remarkable exponential speed-up over QA. For a first-order phase transition (p3p \ge 3, 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 00 when the total annealing time τ\tau 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 1/τ21/\tau^2 behaviour for all finite values of pp, as predicted by the adiabatic theorem of quantum mechanics. The Grover-search limit p(odd)=p({\rm odd})=\infty 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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