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math.NA2021
Deterministic matrix sketches for low-rank compression of high-dimensional simulation data
Alec Michael Dunton, Alireza Doostan
Matrices arising in scientific applications frequently admit linear low-rank approximations due to smoothness in the physical and/or temporal domain of the problem. In large-scale…
cs.CE2021
Task-parallel in-situ temporal compression of large-scale computational fluid dynamics data
Heather Pacella, Alec Dunton, Alireza Doostan +1
Present day computational fluid dynamics simulations generate extremely large amounts of data, sometimes on the order of TB/s. Often, a significant fraction of this data is discard…