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physics.comp-ph2025
Physics Enhanced Deep Surrogates for the Phonon Boltzmann Transport Equation
Antonio Varagnolo, Giuseppe Romano, Raphaël Pestourie
Designing materials with controlled heat flow at the nano-scale is central to advances in microelectronics, thermoelectrics, and energy-conversion technologies. At these scales, ph…
physics.comp-ph2022★ 2 cited
Multifidelity deep neural operators for efficient learning of partial differential equations with application to fast inverse design of nanoscale heat transport
Lu Lu, Raphael Pestourie, Steven G. Johnson +1
Deep neural operators can learn operators mapping between infinite-dimensional function spaces via deep neural networks and have become an emerging paradigm of scientific machine l…