معرفی
Prof. Catherine LEPERS is a Professor at Telecom SudParis, affiliated with the SAMOVAR research group and the ISTeC school. Her work focuses on optical communications, telecommunication networks, and machine learning applications in network management. She has contributed to advancements in fault prediction, optical amplifier control, and OCDMA systems design. Her research also spans fiber optics, nonlinear signal processing, and environmental toxicology studies on particulate matter.
Her research interests emphasize integrating machine learning into optical network optimization, addressing challenges like spectrum fragmentation and power excursions. She has published widely in IEEE Transactions, Journal of Lightwave Technology, and other optical communication journals.
Recent work includes a 2023 survey on machine learning for heterogeneous network fault prediction and a 2024 thesis on predictive network equipment maintenance. She advises students like Killian Murphy and collaborates on projects involving reinforcement learning and optical signal processing. No academic awards are explicitly listed, but her extensive publication record reflects her research impact.
