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A mixed formulation for physics-informed neural networks as a potential solver for engineering problems in heterogeneous domains: Comparison with finite element method2022 Computer Methods in Applied Mechanics and Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access
Shahed Rezaei, Ahmad Moeineddin, Bai‐Xiang Xu, Stefanie Reese
12citations -
A Finite Operator Learning Technique for Mapping the Elastic Properties of Microstructures to Their Mechanical Deformations2024 International Journal for Numerical Methods in Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access
Shahed Rezaei, Reza Najian Asl, Shirko Faroughi, Mahdi Asgharzadeh, Ali Harandi, Rasoul Najafi Koopas, +3 more
27citations -
Mixed formulation of physics‐informed neural networks for thermo‐mechanically coupled systems and heterogeneous domains2023 International Journal for Numerical Methods in Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access
Ahmad Moeineddin, Michael Kaliske, Stefanie Reese, Shahed Rezaei
98citations -
Introducing a microstructure-embedded autoencoder approach for reconstructing high-resolution solution field data from a reduced parametric space2024 Computational Mechanics article Physics and Astronomy Model Reduction and Neural Networks Open access
Rasoul Najafi Koopas, Shahed Rezaei, Natalie Rauter, Richard Ostwald, Rolf Lammering
5citations -
HELP: the Herschel Extragalactic Legacy Project2021 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Galaxies: Formation, Evolution, Phenomena Open access
Raphael A. Shirley, K. J. Duncan, M. C. Campos Varillas, Peter D. Hurley, K. Małek, Y. Roehlly, +26 more
95citations -
SimAb: A simple, fast, and flexible model to assess the effects of planet formation on the atmospheric composition of gas giants2022 Astronomy and Astrophysics article Physics and Astronomy Astro and Planetary Science Open access
Niloofar Khorshid, Michiel Min, Jean-Michel Désert, P. Woitke, Carsten Dominik
31citations -
Investigation of Calcium Dust in the Interstellar Medium2026 Publications of the Astronomical Society of the Pacific article Physics and Astronomy Astrophysics and Star Formation Studies Open access
Ya-Yu Chu, Sascha Tamara Zeegers, Hsien Shang, Chi‐Liang Chen, Mau‐Tsu Tang, Ming-Jye Wang, +4 more
0citations
16 results