2 papers
cs.LG2022
Airfoil Shape Optimization using Deep Q-Network
Siddharth Rout, Chao-An Lin
The feasibility of using reinforcement learning for airfoil shape optimization is explored. Deep Q-Network (DQN) is used over Markov's decision process to find the optimal shape by…
cs.LG2021
Numerical Approximation in CFD Problems Using Physics Informed Machine Learning
Siddharth Rout, Vikas Dwivedi, Balaji Srinivasan
The thesis focuses on various techniques to find an alternate approximation method that could be universally used for a wide range of CFD problems but with low computational cost a…