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SUNDIALS Time Integrators for Exascale Applications with Many Independent ODE Systems

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arxiv 2405.01713 v1 pith:5GO64JZL submitted 2024-05-02 math.NA cs.DCcs.NA

classification math.NAcs.DCcs.NA
keywords equationsmanysolvedsundialssystemsapplicationsapproachcomputing
verification ladder T0 review T1 audit T2 compute T3 formal
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Many complex systems can be accurately modeled as a set of coupled time-dependent partial differential equations (PDEs). However, solving such equations can be prohibitively expensive, easily taxing the world's largest supercomputers. One pragmatic strategy for attacking such problems is to split the PDEs into components that can more easily be solved in isolation. This operator splitting approach is used ubiquitously across scientific domains, and in many cases leads to a set of ordinary differential equations (ODEs) that need to be solved as part of a larger "outer-loop" time-stepping approach. The SUNDIALS library provides a plethora of robust time integration algorithms for solving ODEs, and the U.S. Department of Energy Exascale Computing Project (ECP) has supported its extension to applications on exascale-capable computing hardware. In this paper, we highlight some SUNDIALS capabilities and its deployment in combustion and cosmology application codes (Pele and Nyx, respectively) where operator splitting gives rise to numerous, small ODE systems that must be solved concurrently.

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  1. The Challenges of Modeling Astrophysical Reacting Flows

    astro-ph.IM 2024-11 conditional novelty 3.0 of 10

    A review of the AMReX-Astro suite arguing that simplified spectral deferred corrections and GPU-native reaction integrators beat operator splitting for stellar explosions.

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