论文标题
铁磁从暂停的力量上移动
Ferromagnetically shifting the power of pausing
论文作者
论文摘要
我们研究了嵌入式问题中量子退火参数之间的相互作用,从而为这些设备的物理学提供了更深入的见解和务实的建议,以提高优化问题的性能。我们选择作为测试案例,是一类学位的最小跨越树问题。通过在D-Wave量子退火器上运行,我们证明在退火中的特定时间窗口中暂停可改善成功的可能性以及解决这些问题的时间。时间窗口在问题实例中是一致的,并且其位置位于先前理论所建议的区域内,并在先前关于天然问题的结果中看到。提出了一种在不对称范围内启用量规耦合强度$ j $问题的量规转换的方法,并证明可以显着提高性能。我们还确认,最佳暂停位置在代表相同逻辑的物理Qubits之间,具有铁磁耦合的大小,$ | J_F | $表现出偏移。我们将量子退火中的暂停和热化的理论图片扩展到嵌入式情况。这张照片以及扰动理论分析以及针对小问题的精确数值结果证实,有效的停留区域在退火中较早移动,因为$ | j_f | $增加。这也表明了为什么暂停虽然仍然提供巨大的好处,但对嵌入式问题的影响不太明显。
We study the interplay between quantum annealing parameters in embedded problems, providing both deeper insights into the physics of these devices and pragmatic recommendations to improve performance on optimization problems. We choose as our test case the class of degree-bounded minimum spanning tree problems. Through runs on a D-Wave quantum annealer, we demonstrate that pausing in a specific time window in the anneal provides improvement in the probability of success and in the time-to-solution for these problems. The time window is consistent across problem instances, and its location is within the region suggested by prior theory and seen in previous results on native problems. An approach to enable gauge transformations for problems with the qubit coupling strength $J$ in an asymmetric range is presented and shown to significantly improve performance. We also confirm that the optimal pause location exhibits a shift with the magnitude of the ferromagnetic coupling, $|J_F|$, between physical qubits representing the same logical one. We extend the theoretical picture for pausing and thermalization in quantum annealing to the embedded case. This picture, along with perturbation theory analysis, and exact numerical results on small problems, confirms that the effective pause region moves earlier in the anneal as $|J_F|$ increases. It also suggests why pausing, while still providing significant benefit, has a less pronounced effect on embedded problems.