no code implementations • 30 Mar 2021 • Navid Zobeiry, Anoush Poursartip
A recent successful implementation of a TGML model to assess producibility of aerospace composite parts is presented.
1 code implementation • 27 Nov 2020 • Sina Amini Niaki, Ehsan Haghighat, Trevor Campbell, Anoush Poursartip, Reza Vaziri
We present a Physics-Informed Neural Network (PINN) to simulate the thermochemical evolution of a composite material on a tool undergoing cure in an autoclave.
no code implementations • 25 Oct 2019 • Andreas Munk, Berend Zwartsenberg, Adam Ścibior, Atılım Güneş Baydin, Andrew Stewart, Goran Fernlund, Anoush Poursartip, Frank Wood
Our surrogates target stochastic simulators where the number of random variables itself can be stochastic and potentially unbounded.