MeltpoolINR: Predicting temperature field, melt pool geometry, and their rate of change in laser powder bed fusion

Manav Manav, Nathanael Perraudin, Yunong Lin +4

We present a data-driven, differentiable neural network model designed to learn the temperature field, its gradient, and the cooling rate, while implicitly representing the melt po…