Shahed Rezaei
- Lossless Multi-Scale Constitutive Elastic Relations with Artificial\n Intelligence
2021/08/05 by Jaber Rezaei Mianroodi, Mianroodi, Jaber Rezaei, Shahed Rezaei +7 · 3 citations
Materials Science · Biochemistry, Genetics and Molecular Biology · Engineering · #Machine Learning in Materials Science #Advanced Electron Microscopy Techniques and Applications #Composite Material Mechanics
- Learning solution of nonlinear constitutive material models using physics-informed neural networks: COMM-PINN
2023/04/10 by Shahed Rezaei, Rezaei, Shahed, Ahmad Moeineddin +3 · 3 citations
Engineering · Physics and Astronomy · #Artificial Intelligence (cs.AI) #Computational Engineering #FOS: Computer and information sciences #Finance #Force Microscopy Techniques and Applications #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Nuclear Engineering Thermal-Hydraulics #and Science (cs.CE)
- A Spectral-based Physics-informed Finite Operator Learning for Prediction of Mechanical Behavior of Microstructures
2024/10/24 by Ali Harandi, Ali M. Harandi, Hooman Danesh +8 · 3 citations
Engineering · Physics and Astronomy · #Advanced machining processes and optimization #Computational Engineering #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Finance #Materials Science (cond-mat.mtrl-sci) #Metallurgy and Material Forming #Non-Destructive Testing Techniques #and Science (cs.CE)
- A spatiotemporal deep learning framework for prediction of crack dynamics in heterogeneous solids: efficient mapping of concrete microstructures to its fracture properties
2024/07/22 by Rasoul Najafi Koopas, Shahed Rezaei, Koopas, Rasoul Najafi +7 · 2 citations
Engineering · Environmental Science · #Computational Engineering #FOS: Computer and information sciences #Finance #Infrastructure Maintenance and Monitoring #Landslides and related hazards #Machine Learning (cs.LG) #Rock Mechanics and Modeling #and Science (cs.CE)
- Finite Operator Learning: Bridging Neural Operators and Numerical Methods for Efficient Parametric Solution and Optimization of PDEs
2024/07/04 by Shahed Rezaei, Reza Najian Asl, Rezaei, Shahed +9 · 2 citations
Physics and Astronomy · #Computational Engineering #FOS: Computer and information sciences #Finance #Machine Learning (cs.LG) #Model Reduction and Neural Networks #and Science (cs.CE)
- Introducing a microstructure-embedded autoencoder approach for reconstructing high-resolution solution field data from a reduced parametric space
2024/05/03 by Rasoul Najafi Koopas, Shahed Rezaei, Koopas, Rasoul Najafi +7 · 1 citation
Earth and Planetary Sciences · #Geological Modeling and Analysis