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Learning heat transport kernels using a nonlocal heat transport theory-informed neural network

Mufei Luo1,*, Charles Heaton1, Yizhen Wang1, Daniel Plummer1, Mila Fitzgerald1, Francesco Miniati2, Sam M. Vinko1, and Gianluca Gregori1

  • 1Department of Physics, University of Oxford, Parks Road, Oxford OX1 3PU, United Kingdom
  • 2Mach42, Robert Robinson Avenue, Oxford Science Park, Oxford OX4 4GP, United Kingdom

  • *Contact author: mufei.luo@physics.ox.ac.uk

Time-embedded convolutional neural networks for modeling plasma heat transport

Mufei Luo, Charles Heaton, Yizhen Wang, Daniel Plummer, Mila Fitzgerald, Francesco Miniati, Sam M. Vinko, and Gianluca Gregori

Phys. Rev. E 113 035303 (2026)

Interfaces and Transport Phenomena in Materials Under Extreme Conditions

Yanxi Chen, Run Hu, and Haidong Wang

Materials 19 1910 (2026)

Nonlocal current-driven heat flow in ideal plasmas

Nicholas Mitchell, David Chapman, and Grigory Kagan

Phys. Rev. E 112 L053202 (2025)

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