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researcher

K. Lye

11 papers hereh-index 9505 citations23 works total

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

author position
  • sole author2
  • first author3
  • middle author3
  • last author2

Across the 10 of 11 papers where every author was matched, so the position is known.

fields
  • math.NA5
  • cs.LG1
  • cs.MS1
  • math.OC1
  • physics.comp-ph1
  • physics.geo-ph1

identity via Semantic Scholar / OpenAlex

activity
20162025
most citedDeep learning observables in computational fluid dynamics

167 citations · 334 across the 10 of their papers we have counts for

collaborators
Showing 2019Show all

4 papers · 1 filter

cs.MS2019

Alsvinn: A Fast multi-GPGPU finite volume solver with a strong emphasis on reproducibility

Kjetil Lye

We present the Alsvinn simulator, a fast multi general purpose graphical processing unit (GPGPU) finite volume solver for hyperbolic conservation laws in multiple space dimensions.…

math.NA2019

A Multi-level procedure for enhancing accuracy of machine learning algorithms

Kjetil O. Lye, Siddhartha Mishra, Roberto Molinaro

We propose a multi-level method to increase the accuracy of machine learning algorithms for approximating observables in scientific computing, particularly those that arise in syst…

math.NA2019

Statistical solutions of hyperbolic systems of conservation laws: numerical approximation

Ulrik Skre Fjordholm, Kjetil Lye, Siddhartha Mishra +1

Statistical solutions are time-parameterized probability measures on spaces of integrable functions, that have been proposed recently as a framework for global solutions and uncert…

physics.comp-ph2019★ 167 cited

Deep learning observables in computational fluid dynamics

Kjetil O. Lye, Siddhartha Mishra, Deep Ray

Many large scale problems in computational fluid dynamics such as uncertainty quantification, Bayesian inversion, data assimilation and PDE constrained optimization are considered…

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