论文标题
对量子退火快速淬火的充满活力的观点
An energetic perspective on rapid quenches in quantum annealing
论文作者
论文摘要
有很好的理论工具来分析量子动力学如何通过在绝热极限附近缓慢改变哈密顿参数来解决计算问题。另一方面,相对较少的工具可以理解快速淬火的相反极限,如量子退火和(在无限快速淬灭的极限)中所使用的量子步道中所使用的工具。在本文中,我们开发了几种适用于快速淬火制度的工具。首先,我们分析了哈密顿不同元素的能源期望值。由此,我们表明单调淬火(在问题上,哈密顿量的强度相对于波动(驱动程序)术语始终提高,平均而言将产生比随机猜测更好的结果。其次,我们开发方法来确定动态是否会在快速淬火的哈密顿量下发生,并确定迅速淬火会导致实质性改进的解决方案的情况。特别是,我们发现我们称之为“预停机”的技术可以显着改善量子步行的性能。我们还展示了这些工具如何为哈密顿参数提供有效的启发式估计,这是量子退火的实际应用的关键要求。
There are well developed theoretical tools to analyse how quantum dynamics can solve computational problems by varying Hamiltonian parameters slowly, near the adiabatic limit. On the other hand, there are relatively few tools to understand the opposite limit of rapid quenches, as used in quantum annealing and (in the limit of infinitely rapid quenches) in quantum walks. In this paper, we develop several tools which are applicable in the rapid quench regime. Firstly, we analyse the energy expectation value of different elements of the Hamiltonian. From this, we show that monotonic quenches, where the strength of the problem Hamiltonian is consistently increased relative to fluctuation (driver) terms, will yield a better result on average than random guessing. Secondly, we develop methods to determine whether dynamics will occur locally under rapid quench Hamiltonians, and identify cases where a rapid quench will lead to a substantially improved solution. In particular, we find that a technique we refer to as "pre-annealing" can significantly improve the performance of quantum walks. We also show how these tools can provide efficient heuristic estimates for Hamiltonian parameters, a key requirement for practical application of quantum annealing.