Josh W. Nevin

Machine learning for optical fiber communication systems: An introduction and overview

Josh W. Nevin, Sam Nallaperuma, Nikita A. Shevchenko et al. · APL Photonics · 2021 · 75 citations · Full text

Computing, Computer Science, Artificial Intelligence +16

Techniques for applying reinforcement learning to routing and wavelength assignment problems in optical fiber communication networks

Josh W. Nevin, Sam Nallaperuma, Nikita A. Shevchenko et al. · Journal of Optical Communications and Networking · 2022 · 36 citations · Full text

Computing, Computer Science, Computer Networks +15

Physics-Informed Gaussian Process Regression for Optical Fiber Communication Systems

Josh W. Nevin, F. J. Vaquero-Caballero, D. J. G. Ives et al. · Journal of Lightwave Technology · 2021 · 23 citations · Full text

Computing, Computer Science, Physics +17

Interpreting multi-objective reinforcement learning for routing and wavelength assignment in optical networks

Sam Nallaperuma, Zelin Gan, Josh W. Nevin et al. · Journal of Optical Communications and Networking · 2023 · 20 citations · Full text

Natural Sciences, Mathematics, Machine Learning +14