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REGIONAL AND SYNOPTIC STUDIES

机译:区域和天气研究

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Accurate estimation of the transport probabilities among regions in the ocean provides valuable information for understanding plankton transport, the spread of pollutants, and the movement of water masses. Individual-based particle-tracking models simulate a large ensemble of Lagrangian particles and are a common method to estimate these transport probabilities. Simulating a large ensemble of Lagrangian particles is computationally expensive, and appropriately allocating resources can reduce the cost of this method. Two universal questions in the design of studies that use Lagrangian particle tracking are how many particles to release and how to distribute particle releases. A method is presented for tailoring the number and the release location of particles to most effectively achieve the objectives of a study. The method detailed here is a sequential analysis procedure that seeks to minimize the number of particles that are required to satisfy a predefined metric of result quality. The study assesses the result quality as the precision of the estimates for the elements of a transport matrix and also describes how the method may be extended for use with other metrics. Applying this methodology to both a theoretical system and a particle transport model of the Gulf of Maine results in more precise estimates of the transport probabilities with fewer particles than from uniformly or randomly distributing particle releases. The application of this method can help reduce the cost of and increase the robustness of results from studies that use Lagrangian particles.
机译:准确估计海洋各区域之间的运输概率,为了解浮游生物的运输,污染物的扩散以及水团的运动提供了宝贵的信息。基于个体的粒子跟踪模型模拟了大的拉格朗日粒子集合,并且是估计这些传输概率的常用方法。模拟拉格朗日粒子的大集合在计算上是昂贵的,并且适当地分配资源可以降低该方法的成本。使用拉格朗日粒子跟踪的研究设计中的两个普遍性问题是要释放多少粒子以及如何分配粒子释放。提出了一种方法,用于调整颗粒的数量和释放位置,以最有效地实现研究目的。此处详细介绍的方法是一种顺序分析过程,旨在使满足预定义结果质量度量所需的粒子数量最小化。这项研究评估了结果质量,作为传输矩阵元素估算值的精确度,并且还描述了该方法如何扩展以与其他指标一起使用。将该方法应用于缅因湾的理论系统和颗粒传输模型,可以得到比均匀或随机分布的颗粒释放量少的颗粒更精确的传输概率估计。该方法的应用可以帮助降低使用拉格朗日粒子的研究的成本并提高结果的稳定性。

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    《Oceanographic Literature Review》 |2016年第9期|2060-2060|共1页
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