3 papers
physics.optics2026
A Fourier Neural Operator for Accelerated Discretization-Invariant Solutions of the Radiative Transfer Equation
Daniel Carne
The radiative transfer equation (RTE) governs thermal radiation in participating media, which is critical to modeling combustion, atmospheric, high-temperature, and radiative therm…
cond-mat.mtrl-sci2025
A Review of AI-Driven Approaches for Nanoscale Heat Conduction and Radiation
Ziqi Guo, Daniel Carne, Krutarth Khot +3
Heat conduction and radiation are two of the three fundamental modes of heat transfer, playing a critical role in a wide range of scientific and engineering applications ranging fr…
physics.optics2025
Overcoming the curse of dimensionality: Enabling multi-layer photon transport with recurrent neural network
Daniel Carne, Ziqi Guo, Xiulin Ruan
Monte Carlo simulations are commonly used to calculate photon reflectance, absorptance, and transmittance of multi-layer scattering and absorbing media, but they can quickly become…