Assegnista di Ricerca
Dipartimento di Elettronica e Telecomunicazioni (DET)
Dottorando in Ingegneria Elettrica, Elettronica E Delle Comunicazioni , 40o ciclo (2024-2027)
Dipartimento di Elettronica e Telecomunicazioni (DET)
Profilo
Dottorato di ricerca
Argomento di ricerca
Digital twin of physical layer for short-reach scenarios in metro/access/DCI networks
Tutori
Keywords
Biografia
Optical networks form the backbone of the global communication infrastructure, connecting billions of people alongside countless autonomous devices, control systems, and machines. In Computer Networks, physical layer consists of set of components i.e. Network Elements (NEs) that enables end to end communication between sender and the recipient. A digital twin of a physical layer refers to a virtual replica of a physical system or process, used to simulate, analyze, and optimize the system's performance in real-time. The digital twin mirrors this physical system through data collection, sensors, and advanced modeling, and it can be used for various purposes, such as Monitoring, Simulation, Optimization and Maintenance. Also, we can optimize networks key features such as system cost, latency, dynamic reconfigurability, and energy efficiency are becoming increasingly critical for the next generation of access and metro networks.
Research Objectives
- 1. Quality of transmission (QoT) modelling for multiband short-reach scenarios in optical networks.
- 2. Trained ML models to reduce network impairments and enhance QoS
- 3. Modelling of SDON enabled digital twin of physical layer in metro/access/DCI networks
Key Deliverable
- 1. Validation of a physical -layer digital twin model for links in metro/access networks
- 2. ML-based failure detection and recovery in networks with high dynamic traffic
- 3. AI-assisted optical control of disaggregated networks
- 4. AI-based environmental surveillance and control methods from optical network telemetry
Pubblicazioni
Pubblicazioni più recenti Vedi tutte le pubblicazioni su Porto@Iris
- Ali, Ahtisham; Zeb, Sanwal; Rosso, Andrea; Masood, Muhammad Umar; Malik, Gulmina; ... (2025)
Optimizing RAN X-Haul Performance through Targeted Hollow-Core Fiber Deployment in Converged Metro-Access Networks. In: 2025 International Conference on Software, Telecommunications and Computer Networks (SoftCOM), Split (Cro), 18-20 September 2025, pp. 1-6. ISBN: 978-953-290-143-6
Contributo in Atti di Convegno (Proceeding) - Ali, Ahtisham; Zeb, Sanwal; Rosso, Andrea; Masood, Muhammad Umar; Malik, Gulmina; ... (2025)
Evaluating Metro-Access Optical Networks as-a-Service for Flexible RAN X-haul. In: IEEE Conference on Standards for Communications and Networking (CSCN), Bologna (Ita), 15-17 September 2025, pp. 1-6. ISBN: 979-8-3315-5495-8
Contributo in Atti di Convegno (Proceeding) - Ruffini, Marco; Ahmad, Arsalan; Zeb, Sanwal; Afraz, Nima; Slyne, Frank (2020)
Virtual DBA: virtualizing passive optical networks to enable multi-service operation in true multi-tenant environments. In: JOURNAL OF OPTICAL COMMUNICATIONS AND NETWORKING, vol. 12. ISSN 1943-0620
Contributo su Rivista