A GPU-Accelerated Mixed-Precision WENO Method for Extremal Black Hole and Gravitational Wave Physics Computations

被引:0
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作者
Scott E. Field
Sigal Gottlieb
Zachary J. Grant
Leah F. Isherwood
Gaurav Khanna
机构
[1] University of Massachusetts Dartmouth,Department of Computational and Applied Mathematics
[2] Oak Ridge National Laboratory,undefined
[3] University of Rhode Island,undefined
来源
Communications on Applied Mathematics and Computation | 2023年 / 5卷
关键词
Numerical methods; Finite differencing; Hyperbolic; Partial differential equations; Black holesblack holes; WENO; 35L10; 35L67; 83C35; 83C57; 65M06; 65Y05; 65Y10;
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学科分类号
摘要
We develop and use a novel mixed-precision weighted essentially non-oscillatory (WENO) method for solving the Teukolsky equation, which arises when modeling perturbations of Kerr black holes. We show that WENO methods outperform higher-order finite-difference methods, standard in the discretization of the Teukolsky equation, due to the need to add dissipation for stability purposes in the latter. In particular, as the WENO scheme uses no additional dissipation, it is well suited for scenarios requiring long-time evolution such as the study of price tails and gravitational wave emission from extreme mass ratio binaries. In the mixed-precision approach, the expensive computation of the WENO weights is performed in reduced floating-point precision that results in a significant speedup factor of ≈3.3\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$\approx 3.3$$\end{document}. In addition, we use state-of-the-art Nvidia general-purpose graphics processing units and cluster parallelism to further accelerate the WENO computations. Our optimized WENO solver can be used to quickly generate accurate results of significance in the field of black hole and gravitational wave physics. We apply our solver to study the behavior of the Aretakis charge—a conserved quantity, that if detected by a gravitational wave observatory like LIGO/Virgo would prove the existence of extremal black holes.
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页码:97 / 115
页数:18
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