English

Variational quantum simulation of the imaginary-time Lyapunov control for accelerating the ground-state preparation

Quantum Physics 2022-12-21 v2

Abstract

Quantum computers have been widely speculated to offer significant advantages in obtaining the ground state of difficult Hamiltonian in chemistry and physics. In this work, we first propose a Lyapunov control-inspired strategy to accelerate the well-established imaginary-time method for ground-state preparation. We also dig for the source of acceleration of the imaginary-time process under Lyapunov control with theoretical understanding and dynamic process visualization. To make the method accessible in the noisy intermediate-scale quantum era, we further propose a variational form of the algorithm that could work with shallow quantum circuits. Through numerical experiments on a broad spectrum of realistic models, including molecular systems, 2D Heisenberg models, and Sherrington-Kirkpatrick models, we show that imaginary-time control may substantially accelerate the imaginary time evolution for all systems and even generate orders of magnitude acceleration (suggesting exponential-like acceleration) for challenging molecular Hamiltonians involving small energy gaps as impressive special cases. Finally, with a proper selection of the control Hamiltonian, the new variational quantum algorithm does not incur additional measurement costs compared to the original variational quantum imaginary-time algorithm.

Keywords

Cite

@article{arxiv.2112.11782,
  title  = {Variational quantum simulation of the imaginary-time Lyapunov control for accelerating the ground-state preparation},
  author = {Yu-Cheng Chen and Yu-Qin Chen and Alice Hu and Chang-Yu Hsieh and Shengyu Zhang},
  journal= {arXiv preprint arXiv:2112.11782},
  year   = {2022}
}

Comments

25 pages, 19 figures