20 citations · 20 across the 2 of their papers we have counts for
2 papers
physics.flu-dyn2022★ 20 cited
Modeling of the nonlinear flame response of a Bunsen-type flame via multi-layer perceptron
Nilam Tathawadekar, Nguyen Anh Khoa Doan, Camilo F. Silva +1
This paper demonstrates the ability of neural networks to reliably learn the nonlinear flame response of a laminar premixed flame, while carrying out only one unsteady CFD simulati…
physics.flu-dyn2021
Incomplete to complete multiphysics forecasting -- a hybrid approach for learning unknown phenomena
Nilam Tathawadekar, Nguyen Anh Khoa Doan, Camilo F. Silva +1
Modeling complex dynamical systems with only partial knowledge of their physical mechanisms is a crucial problem across all scientific and engineering disciplines. Purely data-driv…