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首页> 外文期刊>Bulletin of the American Physical Society >APS -70th Annual Meeting of the APS Division of Fluid Dynamics- Event - A Quantum Algorithm for Modeling of Reactant Conversion Rate in Homogeneous Turbulence
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APS -70th Annual Meeting of the APS Division of Fluid Dynamics- Event - A Quantum Algorithm for Modeling of Reactant Conversion Rate in Homogeneous Turbulence

机译:APS-流体动力学APS部门第70届年会-事件-均相湍流中反应物转化率建模的量子算法

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Developments in quantum computing techniques have the potential to revolutionise a range of computational subjects. With significant progress in the construction of necessary quantum hardware, it is important to identify possible applications in a wide range of fields. Turbulent reactive flows have been the subject of significant computational investigations. In particular, probability density function (PDF) methods simulated via Monte Carlo (MC) methods have been widely used for modeling and simulation of these flows. However, the cost of such computation in high precision parameter estimations can be enormous and problematic. We have developed a quantum algorithm for reacting flow simulations with a quadratic speed-up over classical MC methods in terms of the number of repetitions required to reach a certain accuracy. We analyze our algorithm as it would apply to simulate the limiting rate of reactant conversion rate in homogeneous turbulence via a transported PDF model. By computing statistical error scaling, we identify regimes in which our quantum algorithm would outperform MC methods. This is a starting point for identifying further applications of quantum algorithms in turbulent combustion, and to analyze the hardware requirements for applications in this area of science.
机译:量子计算技术的发展具有革新一系列计算主题的潜力。随着必需的量子硬件的建设取得重大进展,重要的是确定广泛领域中的可能应用。湍流反应流已成为大量计算研究的主题。特别地,通过蒙特卡洛(MC)方法模拟的概率密度函数(PDF)方法已被广泛用于这些流的建模和模拟。但是,在高精度参数估计中进行这种计算的成本可能是巨大的并且是有问题的。我们已经开发了一种量子算法,用于以经典的MC方法以二次加速的方式对流模拟进行反应,以达到一定精度所需的重复次数。我们分析了我们的算法,因为它适用于通过传输的PDF模型来模拟均匀湍流中反应物转化率的极限速率。通过计算统计误差标度,我们确定了量子算法胜过MC方法的机制。这是确定量子算法在湍流燃烧中的进一步应用以及分析该科学领域应用的硬件要求的起点。

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