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arXiv 2312.08044quant-phcs.NAmath-phmath.MPmath.NA
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Trotter 和 Strang 分裂方法的强误差界及其对量子化学的启示

Strong Error Bounds for Trotter & Strang-Splittings and Their Implications for Quantum Chemistry

Daniel Burgarth, Paolo Facchi, Alexander Hahn, Mattias Johnsson, Kazuya Yuasa

AI总结:

针对Trotter误差对输入态依赖性及无界算子应用不明确的问题,提出含高阶乘积公式的误差估计通用理论,通过氢原子案例解析化学模拟误差,揭示胖尾态误差标度特性及高阶Trotter层级失效情况,解析与数值结果一致。

摘要:

Trotter 乘积公式的高效误差估计在量子计算、数学物理和数值模拟中至关重要。然而,Trotter 误差对输入态的依赖性及其在无界算子上的应用仍不明确。本文提出了一种包含高阶乘积公式的误差估计通用理论,具有明确的输入态依赖性。我们的方法克服了文献中现有算子范数估计的两个局限性:首先,以往的误差界过于悲观,因为它们量化的是最坏情况;其次,以往的误差界对无界算子无效,无法应用于包括原子和分子哈密顿量在内的广泛 Trotter 场景。我们的方法能够对化学模拟中的 Trotter 误差进行解析处理,并通过氢原子的案例研究加以说明。研究结果表明:(i)对于具有胖尾能量分布的态(如氢原子的低角动量态),Trotter 误差在 Trotter 步数中的标度比预期更差(亚线性);(ii)某些态无法从高阶 Trotter 化中获得标度优势,因此高阶 Trotter 层级对这些态(包括氢原子基态)失效;(iii)对于具有胖尾能量分布的态,高阶 Trotter 误差界的标度可能取决于 Trotter 乘积中哈密顿量的顺序。物理上,Trotter 误差增大是由 Trotter 动力学导致的原子电离引起的;数学上,我们发现某些态不满足特定的域条件,因此势能和动能的高阶矩发散。我们的解析误差分析与数值模拟一致,表明我们能够真正估计依赖于态的 Trotter 误差标度。

英文摘要:

Efficient error estimates for the Trotter product formula are central in quantum computing, mathematical physics, and numerical simulations. However, the Trotter error's dependency on the input state and its application to unbounded operators remains unclear. Here, we present a general theory for error estimation, including higher-order product formulas, with explicit input state dependency. Our approach overcomes two limitations of the existing operator-norm estimates in the literature. First, previous bounds are too pessimistic as they quantify the worst-case scenario. Second, previous bounds become trivial for unbounded operators and cannot be applied to a wide class of Trotter scenarios, including atomic and molecular Hamiltonians. Our method enables analytical treatment of Trotter errors in chemistry simulations, illustrated through a case study on the hydrogen atom. Our findings reveal: (i) for states with fat-tailed energy distribution, such as low-angular-momentum states of the hydrogen atom, the Trotter error scales worse than expected (sublinearly) in the number of Trotter steps; (ii) certain states do not admit an advantage in the scaling from higher-order Trotterization, and thus, the higher-order Trotter hierarchy breaks down for these states, including the hydrogen atom's ground state; (iii) the scaling of higher-order Trotter bounds might depend on the order of the Hamiltonians in the Trotter product for states with fat-tailed energy distribution. Physically, the enlarged Trotter error is caused by the atom's ionization due to the Trotter dynamics. Mathematically, we find that certain domain conditions are not satisfied by some states so higher moments of the potential and kinetic energies diverge. Our analytical error analysis agrees with numerical simulations, indicating that we can estimate the state-dependent Trotter error scaling genuinely.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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