M Umar Masood

Effectiveness of Machine Learning in Assessing QoT Impairments of Photonics Integrated Circuits to Reduce System Margin

Andrea Carena, Vittorio Curri, Ihtesham Khan, 2020, 2020 IEEE Photonics Conference (IPC).

Machine learning assisted abstraction of photonic integrated circuits in fully disaggregated transparent optical networks

Andrea Carena, Vittorio Curri, Ihtesham Khan, 2020, 2020 22nd International Conference on Transparent Optical Networks (ICTON).