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An approach to quantum-computational hydrologic inverse analysis

机译:量子计算水文逆分析方法

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摘要

Making predictions about flow and transport in an aquifer requires knowledge of the heterogeneous properties of the aquifer such as permeability. Computational methods for inverse analysis are commonly used to infer these properties from quantities that are more readily observable such as hydraulic head. We present a method for computational inverse analysis that utilizes a type of quantum computer called a quantum annealer. While quantum computing is in an early stage compared to classical computing, we demonstrate that it is sufficiently developed that it can be used to solve certain subsurface flow problems. We utilize a D-Wave 2X quantum annealer to solve 1D and 2D hydrologic inverse problems that, while small by modern standards, are similar in size and sometimes larger than hydrologic inverse problems that were solved with early classical computers. Our results and the rapid progress being made with quantum computing hardware indicate that the era of quantum-computational hydrology may not be too far in the future.
机译:对含水层中的流动和传输进行预测需要了解含水层的非均质特性,例如渗透性。反分析的计算方法通常用于从更容易观察到的量(例如液压头)中推断出这些属性。我们提出了一种利用称为量子退火器的量子计算机进行计算逆分析的方法。尽管与经典计算相比,量子计算还处于早期阶段,但我们证明了量子计算已得到充分发展,可以用于解决某些地下流动问题。我们使用D-Wave 2X量子退火仪来解决一维和二维水文逆问题,尽管按现代标准,该问题较小,但其大小与早期经典计算机解决的水文逆问题相似,有时甚至更大。我们的结果以及量子计算硬件的飞速发展表明,量子计算水文学的时代可能不会太遥远。

著录项

  • 期刊名称 Scientific Reports
  • 作者

    Daniel O’Malley;

  • 作者单位
  • 年(卷),期 -1(8),-1
  • 年度 -1
  • 页码 6919
  • 总页数 9
  • 原文格式 PDF
  • 正文语种
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