Physics-Constrained Learning determines thermoacoustic instability boundaries with reduced evaluations

This approach reduces the cost of high-accuracy yet days-long large-scale turbulence simulations, enabling rapid detection of instability boundaries in the design space and pre-identification of operating points that require full-resolution analysis.