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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 -
Neural‐Initialized Newton: Accelerating Nonlinear Finite Elements via Operator Learning2026 International Journal for Numerical Methods in Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access
Kianoosh Taghikhani, Yusuke Yamazaki, Markus Apel, Reza Najian Asl, Shahed Rezaei
1citations -
Two‐phase flow simulations for injection molding applications: comparison between COMSOL multiphysics and XNS In‐House solver2026 RWTH Publications (RWTH Aachen) article Engineering Injection Molding Process and Properties Open access
Blanca Ferrer Fabón, Jonathan Paul Alms, Marek Behr, Christian Hopmann
0citations -
Higher-order discontinuous Galerkin splitting schemes for fluids with variable viscosity2025 Computer Methods in Applied Mechanics and Engineering article Engineering Advanced Numerical Methods in Computational Mathematics Open access
Richard Schussnig, Niklas Fehn, Douglas R. Q. Pacheco, Martin Kronbichler
0citations -
Heat Treatment Design for IN718 by Laser Metal Deposition with High Deposition Rates: Modeling, Simulation, and Experiments2022 3D Printing and Additive Manufacturing article Engineering Additive Manufacturing Materials and Processes Open access
Venkatesh Pandian Narayana Samy, Norbert Pirch, Andrés Gasser, Gandham Phanikumar, Johannes Henrich Schleifenbaum
1citations -
Stable across regimes: A mixed DG method for Darcy–Brinkman–Stokes type flows2025 Computer Methods in Applied Mechanics and Engineering article Engineering Advanced Numerical Methods in Computational Mathematics Open access
Benjamin Terschanski, Robert Klöfkorn, Andreas Dedner, Julia Kowalski
2citations -
FPGA-accelerated Binary Neural Networks as a surrogate model for a viscoplastic constitutive law in impulsively loaded beams2025 Mechanics Research Communications article Computer Science Advanced Neural Network Applications Open access
Vasileios Polydoras, Saurabh Balkrishna Tandale, Rutwik Gulakala, Marcus Stoffel
2citations