2021 journal article
Dynamic load balancing for predictions of storm surge and coastal flooding
Environmental Modelling &Amp; Software, 140, 105045.
Contributors: J. Dietrich n
author keywords: Storm surge; Coastal flooding; Dynamic load balancing; Finite element modeling; Zoltan toolkit; ParMETIS
TL;DR:
A dynamic rebalancing of computational work is developed for a finite-element-based, shallow-water, ocean circulation model of extensive overland flooding and it is demonstrated a realistic hurricane-forced coastal flooding simulation can achieve peak speed-ups near 45% over the static case.
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UN Sustainable Development Goal Categories
13. Climate Action
(Web of Science)
14. Life Below Water
(Web of Science; OpenAlex)
Source: ORCID
Added: September 20, 2022
As coastal circulation models have evolved to predict storm-induced flooding, they must include progressively more overland regions that are normally dry, to where now it is possible for more than half of the domain to be needed in none or only some of the computations. While this evolution has improved real-time forecasting and long-term mitigation of coastal flooding, it poses a problem for parallelization in an HPC environment, especially for static paradigms in which the workload is balanced only at the start of the simulation. In this study, a dynamic rebalancing of computational work is developed for a finite-element-based, shallow-water, ocean circulation model of extensive overland flooding. The implementation has a low overhead cost, and we demonstrate a realistic hurricane-forced coastal flooding simulation can achieve peak speed-ups near 45% over the static case, thus operating now at 80−90% efficiency.