MTNet is a new auxiliary PINN framework that solves the generalized equation of phonon radiative transfer by converting it to a differential system, capturing multiscale phonon transport in nanostructures beyond standard approximations.
Physics-informed deep learning for solving phonon Boltzmann transport equation with large temperature non-equilibrium.npj Computational Materials, 8(1):29, February 2022
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A Unified Multiscale Auxiliary PINN Framework for Generalized Phonon Transport
MTNet is a new auxiliary PINN framework that solves the generalized equation of phonon radiative transfer by converting it to a differential system, capturing multiscale phonon transport in nanostructures beyond standard approximations.