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researcher

Frédéric Gibou

9 papers hereh-index 5127 citations13 works total

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

author position
  • last author9

Across the 9 of 9 papers where every author was matched, so the position is known.

fields
  • math.NA5
  • cs.LG3
  • cs.CE1
same name
  • Frédéric Gibou — 3 papers, h 2

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

activity
20202022
most citedSolving inverse-PDE problems with physics-aware neural networks

77 citations · 127 across the 9 of their papers we have counts for

collaborators
Showing 2020Show all

3 papers · 1 filter

cs.CE2020

A fractional stochastic theory for interfacial polarization of cell aggregates

Pouria A. Mistani, Samira Pakravan, Frederic G. Gibou

We present a theoretical framework to model the electric response of cell aggregates. We establish a coarse representation for each cell as a combination of membrane and cytoplasm…

math.NA2020★ 25 cited

A deep learning approach for the computation of curvature in the level-set method

Luis Ángel Larios-Cárdenas, Frederic Gibou

We propose a deep learning strategy to estimate the mean curvature of two-dimensional implicit interfaces in the level-set method. Our approach is based on fitting feed-forward neu…

math.NA2020★ 77 cited

Solving inverse-PDE problems with physics-aware neural networks

Samira Pakravan, Pouria A. Mistani, Miguel Angel Aragon-Calvo +1

We propose a novel composite framework to find unknown fields in the context of inverse problems for partial differential equations (PDEs). We blend the high expressibility of deep…

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