3 citations · 5 across the 2 of their papers we have counts for
2 papers
math.OC2022★ 3 cited
Deep convolutional neural network for shape optimization using level-set approach
Wrik Mallik, Neil Farvolden, Jasmin Jelovica +1
This article presents a reduced-order modeling methodology via deep convolutional neural networks (CNNs) for shape optimization applications. The CNN provides a nonlinear mapping b…
cs.LG2021★ 2 cited
Kinematically consistent recurrent neural networks for learning inverse problems in wave propagation
Wrik Mallik, Rajeev K. Jaiman, Jasmin Jelovica
Although machine learning (ML) is increasingly employed recently for mechanistic problems, the black-box nature of conventional ML architectures lacks the physical knowledge to inf…