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基于径向基函数的有限时间相干集快速计算方法

On fast computation of finite-time coherent sets using radial basis functions.

作者信息

Froyland Gary, Junge Oliver

机构信息

School of Mathematics and Statistics, The University of New South Wales, Sydney, New South Wales 2052, Australia.

Zentrum Mathematik-M3 Technische Universität München, 85747 Garching bei München, Germany.

出版信息

Chaos. 2015 Aug;25(8):087409. doi: 10.1063/1.4927640.

Abstract

Finite-time coherent sets inhibit mixing over finite times. The most expensive part of the transfer operator approach to detecting coherent sets is the construction of the operator itself. We present a numerical method based on radial basis function collocation and apply it to a recent transfer operator construction [G. Froyland, "Dynamic isoperimetry and the geometry of Lagrangian coherent structures," Nonlinearity (unpublished); preprint arXiv:1411.7186] that has been designed specifically for purely advective dynamics. The construction [G. Froyland, "Dynamic isoperimetry and the geometry of Lagrangian coherent structures," Nonlinearity (unpublished); preprint arXiv:1411.7186] is based on a "dynamic" Laplace operator and minimises the boundary size of the coherent sets relative to their volume. The main advantage of our new approach is a substantial reduction in the number of Lagrangian trajectories that need to be computed, leading to large speedups in the transfer operator analysis when this computation is costly.

摘要

有限时间相干集在有限时间内抑制混合。转移算子方法中用于检测相干集最耗时的部分是算子本身的构建。我们提出一种基于径向基函数配置的数值方法,并将其应用于一种最近的转移算子构建方法[G. 弗罗伊兰,“动态等周性与拉格朗日相干结构的几何”,《非线性》(未发表);预印本arXiv:1411.7186],该方法是专门为纯平流动力学设计的。[G. 弗罗伊兰,“动态等周性与拉格朗日相干结构的几何”,《非线性》(未发表);预印本arXiv:1411.7186]的构建基于一个“动态”拉普拉斯算子,并使相干集的边界大小相对于其体积最小化。我们新方法的主要优点是大幅减少了需要计算的拉格朗日轨迹数量,当这种计算成本很高时,能大幅加快转移算子分析的速度。

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