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researcher

P. Karnakov

13 papers hereh-index 12427 citations25 works total

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

author position
  • first author5
  • middle author8

Across the 13 of 13 papers where every author was matched, so the position is known.

fields
  • physics.comp-ph5
  • physics.flu-dyn3
  • cs.CV1
  • cs.DC1
  • cs.LG1
  • math.NA1

identity via Semantic Scholar / OpenAlex

activity
20182025
most citedOptimizing a DIscrete Loss (ODIL) to solve forward and inverse problems for partial differential equations using machine learning tools

51 citations · 202 across the 13 of their papers we have counts for

collaborators
Showing 2022 · math.NAShow all

1 paper · 2 filters

math.NA2022★ 51 cited

Optimizing a DIscrete Loss (ODIL) to solve forward and inverse problems for partial differential equations using machine learning tools

Petr Karnakov, Sergey Litvinov, Petros Koumoutsakos

We introduce the Optimizing a Discrete Loss (ODIL) framework for the numerical solution of Partial Differential Equations (PDE) using machine learning tools. The framework formulat…

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