Learning thermoacoustic interactions in combustors using a physics-informed neural network

Sathesh Mariappan, Kamaljyoti Nath, George Em Karniadakis

We introduce a physics-informed neural network (PINN) method to study thermoacoustic interactions leading to combustion instability in combustors. Specifically, we employ a PINN to…