Advanced Formulation of QoT-Estimation for Un-established Lightpaths Using Cross-train Machine Learning Methods. - Ihtesham Khan; Muhammad Bilal; Vittorio Curri (ICTON, 2020)

QoT Estimation for Light-path Provisioning in Un-Seen Optical Networks using Machine Learning. - Ihtesham Khan; Muhammad Bilal; Mehek Siddiqui; Mahnoor Khan; Arsalan Ahmad; Muhammad Shahzad; Vittorio Curri (ICTON, 2020)

Smart Provisioning of Sliceable Bandwidth Variable Transponders in Elastic Optical Networks. - Muhammad Umar Masood; Ihtesham Khan; Arsalan Ahmad; Muhammad Imran 004; Vittorio Curri (NetSoft, 2020)

Using machine learning in an open optical line system controller. - Andrea D'Amico; Stefano Straullu; Antonino Nespola; Ihtesham Khan; Elliot London; Emanuele Virgillito; Stefano Piciaccia; Aberto Tanzi; Gabriele Galimberti; Vittorio Curri (JOCN, 2020)

Machine Learning Driven Model for Software Management of Photonics Switching Systems. - Ihtesham Khan; Lorenzo Tunesi; Muhammad Umar Masood; Enrico Ghillino; Paolo Bardella; Andrea Carena; Vittorio Curri (GLOBECOM, 2021)

Impairment-aware Virtual Network Embedding Using Time Domain Hybrid Modulation formats in Optical Networks. - Farooq Shahzad; Ihtesham Khan; Muhammad Umar Masood; Arsalan Ahmad; Muhammad Imran 004; Marco Ruffini; Vittorio Curri (ONDM, 2021)

Lightpath QoT computation in optical networks assisted by transfer learning. - Ihtesham Khan; Muhammad Bilal; Muhammad Umar Masood; Andrea D'Amico; Vittorio Curri (JOCN, 2021)

Automatic Management of N × N Photonic Switch Powered by Machine Learning in Software-Defined Optical Transport. - Ihtesham Khan; Lorenzo Tunesi; Muhammad Umar Masood; Enrico Ghillino; Paolo Bardella; Andrea Carena; Vittorio Curri (IEEE Open J. Commun. Soc., 2021)

Network Performance of ROADM Architecture Enabled by Novel Wideband-integrated WSS. - Muhammad Umar Masood; Ihtesham Khan; Lorenzo Tunesi; Bruno Correia; Enrico Ghillino; Paolo Bardella; Andrea Carena; Vittorio Curri (GLOBECOM, 2022)

Transfer learning Aided QoT Computation in Network Operating with the 400ZR Standard. - Fehmida Usmani; Ihtesham Khan; Muhammad Umar Masood; Arsalan Ahmad; Muhammad Shahzad; Vittorio Curri (ONDM, 2022)

Modular Photonic-Integrated Device for Multi-Band Wavelength-Selective Switching. - Lorenzo Tunesi; Ihtesham Khan; Muhammad Umar Masood; Enrico Ghillino; Andrea Carena; Vittorio Curri; Paolo Bardella (OECC/PSC, 2022)

Machine Learning-based Model for Defining Circuit-level Parameters of VCSEL. - Ihtesham Khan; Lorenzo Tunesi; Muhammad Umar Masood; Enrico Ghillino; Vittorio Curri; Andrea Carena; Paolo Bardella (SoftCOM, 2022)

Networking Analysis of Photonics Integrated Multiband WSS Based ROADM Architecture. - Muhammad Umar Masood; Ihtesham Khan; Lorenzo Tunesi; Bruno Correia; Rasoul Sadeghi; Enrico Ghillino; Paolo Bardella; Andrea Carena; Vittorio Curri (SoftCOM, 2022)

Networking assessment of ROADM architecture based on a photonics integrated WSS for 800G multi-band optical transport. - Muhammad Umar Masood; Lorenzo Tunesi; Ihtesham Khan; Bruno Correia; Rasoul Sadeghi; Enrico Ghillino; Paolo Bardella; Andrea Carena; Vittorio Curri (JOCN, 2022)

A Comprehensive Network Performance Analysis of Multi-band Photonic Integrated WSS for 400G and 800G Transmission. - Muhammad Umar Masood; Lorenzo Tunesi; Ihtesham Khan; Bruno Correia; Enrico Ghillino; Paolo Bardella; Andrea Carena; Vittorio Curri (ICTON, 2023)

Iterative Transfer Learning Approach for QoT Prediction of Lightpath in Optical Networks. - Hafsa Tariq; Fehmida Usmani; Ihtesham Khan; Muhammad Umar Masood; Arsalan Ahmad; Vittorio Curri (ICTON, 2023)

Knowledge Distillation-Based Compression Model for QoT Estimation of an Unestablished Lightpaths. - Fehmida Usmani; Ihtesham Khan; Muhammad Umar Masood; Arsalan Ahmad; Vittorio Curri (ICTON, 2023)

Multiband Photonic Integrated WSS Beyond 1Tb/s Data Center Interconnect Technology. - Muhammad Umar Masood; Ihtesham Khan; Lorenzo Tunesi; Bruno Correia; Enrico Ghillino; Paolo Bardella; Andrea Carena; Vittorio Curri (PSC, 2023)

Integrated Multi-Band WSS: From Design to Performance Evaluation. - Lorenzo Tunesi; Ihtesham Khan; Muhammad Umar Masood; Enrico Ghillino; Andrea Carena; Vittorio Curri; Paolo Bardella (PSC, 2023)

Networking Study of Waveband/Wavelength Switching for Multi-Granular and Multi-Band Optical Networks. - Muhammad Umar Masood; Ihtesham Khan; Lorenzo Tunesi; Andrea Marchisio; Enrico Ghillino; Paolo Bardella; Andrea Carena; Vittorio Curri (GLOBECOM, 2024)

Impact of Waveband and Wavelength Switching in the Next-Generation Optical Networks. - Muhammad Umar Masood; Ihtesham Khan; Bruno Correia; Lorenzo Tunesi; Andrea Marchisio; Enrico Ghillino; Paolo Bardella; Andrea Carena; Vittorio Curri (ICTON, 2024)

Integrating Knowledge Distillation and Transfer Learning for Enhanced QoT-Estimation in Optical Networks. - Fehmida Usmani; Ihtesham Khan; Mehran; Arsalan Ahmad; Vittorio Curri (IEEE Access, 2024)