Jens Berg

A unified deep artificial neural network approach to partial differential equations in complex geometries

Jens Berg, Kaj Nyström · Neurocomputing · 2018 · 624 citations · Full text

Deep Neural Networks, Engineering, Geometric Partial Differential Equation +6

Data-driven discovery of PDEs in complex datasets

Jens Berg, Kaj Nyström · Journal of Computational Physics · 2019 · 156 citations · Full text

Data-driven Discovery, Discovery Technique, Engineering +8

Superconvergent functional output for time-dependent problems using finite differences on summation-by-parts form

Jens Berg, Jan Nordström · Journal of Computational Physics · 2012 · 38 citations · Full text

Numerical Analysis, Superconvergent Functional Output, Numerical Computation +8

Stable Robin solid wall boundary conditions for the Navier–Stokes equations

Jens Berg, Jan Nordström · Journal of Computational Physics · 2011 · 34 citations · Full text

Numerical Analysis, Method Of Fundamental Solution, Engineering +7

Neural network augmented inverse problems for PDEs

Jens Berg, Kaj Nyström · arXiv (Cornell University) · 2017 · 32 citations · Full text

Numerical Analysis, Engineering, Machine Learning +13