Publications
2023
Rout, Siddharth. "PINN for Dynamical Partial Differential Equations is Not Training Deeper Networks Rather Learning Advection and Time Variance." arXiv preprint arXiv:2301.04793 (2023).
2019
Rout, Siddharth, and Chao-An Lin. "Airfoil Shape Optimization using Deep Q-Network." Bulletin of the American Physical Society 64 (2019).
Rout, Siddharth "Numerical Approximation in CFD Problems Using Physics Informed Machine Learning." Indian Institute of Technology Madras (2019).