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arXiv 0910.2299quant-phcond-mat.stat-mech
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全温度下相互作用量子系统的粗粒度置信传播模拟

Coarse grained belief propagation for simulation of interacting quantum systems at all temperatures

Ersen Bilgin, David Poulin

摘要:

我们继续我们在[Phys. Rev. A,77(2008),p. 052318]中开始的量子信念传播的数值研究。我们演示了如何表达的方法可以在一个有效的热势,实现时,系统呈现量子相关性,但经典相关性是不敏感的。热势提供了一种有效的手段,以评估在没有循环的图上的置信传播的精度。我们用一维量子伊辛模型来说明这些概念,并将我们的结果与精确解进行比较。我们还使用该方法来研究横向场量子伊辛自旋玻璃,我们得到的相图,在很大程度上是一致的[arXiv:0706.4391]中使用不同的方法得到的。最后,我们介绍了粗粒度的信念传播(CGBP)算法,以改善在低温下的信念传播。该方法结合了在高温下置信传播的可靠性和纠缠重正化的能力,有效地描述了具有局域相互作用的量子系统的低能子空间。使用CGBP,可以在所有温度下以高精度计算量子系统的热力学性质。

英文摘要:

We continue our numerical study of quantum belief propagation initiated in [Phys. Rev. A, 77 (2008), p. 052318]. We demonstrate how the method can be expressed in terms of an effective thermal potential that materializes when the system presents quantum correlations, but is insensitive to classical correlations. The thermal potential provides an efficient means to assess the precision of belief propagation on graphs with no loops. We illustrate these concepts using the one-dimensional quantum Ising model and compare our results with exact solutions. We also use the method to study the transverse field quantum Ising spin glass for which we obtain a phase diagram that is largely in agreement with the one obtained in [arXiv:0706.4391] using a different approach. Finally, we introduce the coarse grained belief propagation (CGBP) algorithm to improve belief propagation at low temperatures. This method combines the reliability of belief propagation at high temperatures with the ability of entanglement renormalization to efficiently describe low energy subspaces of quantum systems with local interactions. With CGBP, thermodynamic properties of quantum systems can be calculated with a high degree of accuracy at all temperatures.

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