Vivek Oommen

Learning two-phase microstructure evolution using neural operators and autoencoder architectures

Vivek Oommen, Khemraj Shukla, Somdatta Goswami et al. · npj Computational Materials · 2022 · 123 citations · Full text

From PINNs to PIKANs: recent advances in physics-informed machine learning

Juan Diego Toscano, Vivek Oommen, Alan John Varghese et al. · Machine learning for computational science and engineering · 2025 · 103 citations

Artificial Intelligence, Engineering, Machine Learning +7

Deep neural operators as accurate surrogates for shape optimization

Khemraj Shukla, Vivek Oommen, Ahmad Peyvan et al. · Engineering Applications of Artificial Intelligence · 2023 · 68 citations

Geometric Learning, Deep Neural Operators, Engineering +4

Solving Inverse Heat Transfer Problems Without Surrogate Models: A Fast, Data-Sparse, Physics Informed Neural Network Approach

Vivek Oommen, Balaji Srinivasan · Journal of Computing and Information Science in Engineering · 2022 · 50 citations

Numerical Analysis, Reduced Order Modeling, Engineering +19

RiemannONets: Interpretable neural operators for Riemann problems

Ahmad Peyvan, Vivek Oommen, Ameya D. Jagtap et al. · Computer Methods in Applied Mechanics and Engineering · 2024 · 25 citations

Riemann-hilbert Problem, Riemann Problems, Interpretability +2