67 citations · 82 across the 6 of their papers we have counts for
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cond-mat.soft2022★ 2 cited
A Knowledge-driven Physics-Informed Neural Network model; Pyrolysis and Ablation of Polymers
Aref Ghaderi, Ramin Akbari, Yang Chen +1
In aerospace applications, multiple safety regulations were introduced to address associated with pyrolysis. Predictive modeling of pyrolysis is a challenging task since multiple t…
cs.LG2022★ 6 cited
Reduced-PINN: An Integration-Based Physics-Informed Neural Networks for Stiff ODEs
Pouyan Nasiri, Roozbeh Dargazany
Physics-informed neural networks (PINNs) have recently received much attention due to their capabilities in solving both forward and inverse problems. For training a deep neural ne…