Sam Nallaperuma

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

Maximizing the information throughput of ultra-wideband fiber-optic communication systems

Nikita A. Shevchenko, Sam Nallaperuma, Seb J. Savory · Optics Express · 2022 · 43 citations · Full text

Engineering, Communication, Electrical Engineering +17

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

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

Optimal control and energy storage for DC electric train systems using evolutionary algorithms

Sam Nallaperuma, David Fletcher, Robert F. Harrison · Railway Engineering Science · 2021 · 15 citations · Full text

Engineering, Electrical Engineering, Energy Systems +16