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M. Ellis

2 papers hereh-index 6170 citations10 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author2

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • cs.CE1
  • cs.LG1
same name
  • M. Ellis — 27 papers, h 23
  • M. Ellis — 10 papers
  • M. Ellis — 4 papers, h 9
  • M. Ellis — 2 papers, h 20
  • M. Ellis — 1 paper, h 6
  • M. Ellis — 1 paper, h 5

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

most citedUsing Machine Learning at Scale in HPC Simulations with SmartSim: An Application to Ocean Climate Modeling

13 citations · 13 across the 2 of their papers we have counts for

collaborators

2 papers

cs.LG2023

In Situ Framework for Coupling Simulation and Machine Learning with Application to CFD

Riccardo Balin, Filippo Simini, Cooper Simpson +7

Recent years have seen many successful applications of machine learning (ML) to facilitate fluid dynamic computations. As simulations grow, generating new training datasets for tra…

cs.CE2021★ 13 cited

Using Machine Learning at Scale in HPC Simulations with SmartSim: An Application to Ocean Climate Modeling

Sam Partee, Matthew Ellis, Alessandro Rigazzi +4

We demonstrate the first climate-scale, numerical ocean simulations improved through distributed, online inference of Deep Neural Networks (DNN) using SmartSim. SmartSim is a libra…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.