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Journal Articles
- 2025
[j5]Farinaz Mostajeran
, Salah A. Faroughi:
Scaled-cPIKANs: Spatial variable and residual scaling in chebyshev-based physics-informed kolmogorov-Arnold networks. J. Comput. Phys. 537: 114116 (2025)- 2024
- [j4]Nikhil M. Pawar, Ramin Soltanmohammadi, Seyed Kourosh Mahjour, Salah A. Faroughi:
ESM data downscaling: a comparison of super-resolution deep learning models. Earth Sci. Informatics 17(4): 3511-3528 (2024) - [j3]Nikhil M. Pawar, Ramin Soltanmohammadi, Shirko Faroughi, Salah A. Faroughi:
Geo-guided deep learning for spatial downscaling of solute transport in heterogeneous porous media. Comput. Geosci. 188: 105599 (2024) - [j2]Salah A. Faroughi, Nikhil M. Pawar, Célio Fernandes, Maziar Raissi, Subasish Das, Nima K. Kalantari, Seyed Kourosh Mahjour:
Physics-Guided, Physics-Informed, and Physics-Encoded Neural Networks and Operators in Scientific Computing: Fluid and Solid Mechanics. J. Comput. Inf. Sci. Eng. 24(4) (2024) - 2022
- [j1]Célio Fernandes, Salah A. Faroughi, Ricardo Ribeiro, Ana Isabel, Gareth H. McKinley:
Finite volume simulations of particle-laden viscoelastic fluid flows: application to hydraulic fracture processes. Eng. Comput. 38(6): 5395-5421 (2022)
Informal and Other Publications
- 2025
- [i8]Farinaz Mostajeran, Salah A. Faroughi:
Scaled-cPIKANs: Domain Scaling in Chebyshev-based Physics-informed Kolmogorov-Arnold Networks. CoRR abs/2501.02762 (2025) - [i7]Ehsan Zeraatkar, Salah A. Faroughi, Jelena Tesic:
ViSIR: Vision Transformer Single Image Reconstruction Method for Earth System Models. CoRR abs/2502.06741 (2025) - [i6]Ehsan Zeraatkar, Salah A. Faroughi, Jelena Tesic:
Multi Image Super Resolution Modeling for Earth System Models. CoRR abs/2502.12427 (2025) - [i5]Salah A. Faroughi, Farinaz Mostajeran:
Neural Tangent Kernel Analysis to Probe Convergence in Physics-informed Neural Solvers: PIKANs vs. PINNs. CoRR abs/2506.07958 (2025) - [i4]Salah A. Faroughi, Farinaz Mostajeran, Amin Hamed Mashhadzadeh, Shirko Faroughi:
Scientific Machine Learning with Kolmogorov-Arnold Networks. CoRR abs/2507.22959 (2025) - 2024
- [i3]Farinaz Mostajeran, Salah A. Faroughi:
EPi-cKANs: Elasto-Plasticity Informed Kolmogorov-Arnold Networks Using Chebyshev Polynomials. CoRR abs/2410.10897 (2024) - 2022
- [i2]Salah A. Faroughi, Nikhil M. Pawar, Célio Fernandes, Subasish Das, Nima K. Kalantari, Seyed Kourosh Mahjour:
Physics-Guided, Physics-Informed, and Physics-Encoded Neural Networks in Scientific Computing. CoRR abs/2211.07377 (2022) - [i1]Salah A. Faroughi, Pingki Datta, Seyed Kourosh Mahjour, Shirko Faroughi:
Physics-informed Neural Networks with Periodic Activation Functions for Solute Transport in Heterogeneous Porous Media. CoRR abs/2212.08965 (2022)
Coauthor Index
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