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.
Multiscale Physics-Informed Neural Networks for the Inverse Design of Hyperuniform Optical Materials.Advanced Optical Materials, 13(16):2403304
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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.