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20212026
most citedParareal with a physics-informed neural network as coarse propagator

12 citations · 29 across the 14 of their papers we have counts for

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6 papers · 1 filter

cs.DC2024

Resilience Against Soft Faults through Adaptivity in Spectral Deferred Correction

Thomas Saupe, Sebastian Götschel, Thibaut Lunet +2

As supercomputers grow in hardware complexity, their susceptibility to faults increases and measures need to be taken to ensure the correctness of results. Some numerical algorithm…

cs.LG2024

Dynamic Deep Learning Based Super-Resolution For The Shallow Water Equations

Maximilian Witte, Fabricio Rodrigues Lapolli, Philip Freese +4

Using the nonlinear shallow water equations as benchmark, we demonstrate that a simulation with the ICON-O ocean model with a 20km resolution that is frequently corrected by a U-ne…

math.NA2024★ 2 cited

Space-time parallel scaling of Parareal with a physics-informed Fourier Neural Operator coarse propagator applied to the Black-Scholes equation

Abdul Qadir Ibrahim, Sebastian Götschel, Daniel Ruprecht

Iterative parallel-in-time algorithms like Parareal can extend scaling beyond the saturation of purely spatial parallelization when solving initial value problems. However, they re…

cs.CE2024★ 2 cited

Parallel performance of shared memory parallel spectral deferred corrections

Philip Freese, Sebastian Götschel, Thibaut Lunet +2

We investigate the parallel performance of Parallel Spectral Deferred corrections, a numerical approach that provides small-scale parallelism for the numerical solution of initial…

math.NA2024★ 7 cited

Improving Efficiency of Parallel Across the Method Spectral Deferred Corrections

Gayatri Čaklović, Thibaut Lunet, Sebastian Götschel +1

Parallel-across-the method time integration can provide small scale parallelism when solving initial value problems. Spectral deferred corrections (SDC) with a diagonal sweeper, wh…

math.NA2024★ 3 cited

Adaptive time step selection for Spectral Deferred Correction

Thomas Saupe, Sebastian Götschel, Thibaut Lunet +2

Spectral Deferred Correction (SDC) is an iterative method for the numerical solution of ordinary differential equations. It works by refining the numerical solution for an initial…