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English(EN) Quantum simulation of real-world nonlinear dynamics via Koopman method

新的量子方法在量子计算机上模拟非线性动力学

研究人员开发了一种新的“量子Koopman方法”,用于在量子计算机上模拟复杂的非线性动力学。这个数据驱动的框架将非线性系统嵌入线性表示中,从而可以使用浅层量子电路进行模拟。该方法已成功应用于在超导处理器上模拟流体运动和洋流,证明了其在近期量子硬件上模拟中度非线性系统的潜力。 AI

影响 这项研究可能使利用量子计算更准确地模拟复杂的自然现象成为可能。

排序理由 该集群描述了一篇详细介绍一种新颖量子模拟方法的最新研究论文。

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新的量子方法在量子计算机上模拟非线性动力学

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报道来源 [3]

  1. arXiv cs.AI TIER_1 English(EN) · Baoyang Zhang, Dong An, Zhaoyuan Meng, Yefei Yu, Xiaoxiao Xiao, Zhen Lu, Yue Yang ·

    利用Koopman方法对现实世界非线性动力学进行量子模拟

    arXiv:2607.07338v1 Announce Type: cross Abstract: Nonlinear dynamics is ubiquitous in nature, ranging from chemical pattern formation to ocean circulation, yet its simulation on quantum computers is fundamentally limited by the unitary nature of quantum evolution. We propose the …

  2. arXiv cs.AI TIER_1 English(EN) · Yue Yang ·

    基于Koopman方法的真实世界非线性动力学的量子模拟

    Nonlinear dynamics is ubiquitous in nature, ranging from chemical pattern formation to ocean circulation, yet its simulation on quantum computers is fundamentally limited by the unitary nature of quantum evolution. We propose the quantum Koopman method, a data-driven framework th…

  3. Hugging Face Daily Papers TIER_1 English(EN) ·

    利用Koopman方法对真实世界非线性动力学进行量子模拟

    Nonlinear dynamics is ubiquitous in nature, ranging from chemical pattern formation to ocean circulation, yet its simulation on quantum computers is fundamentally limited by the unitary nature of quantum evolution. We propose the quantum Koopman method, a data-driven framework th…