Machine Learning Techniques and their applications in a elastic optical network.

• Masood, Muhammad Umar; Khan, Ihtesham; Tunesi, Lorenzo; Correia, Bruno; Ghillino, ... (2022)
  Network Performance of ROADM Architecture Enabled by Novel Wideband-integrated WSS. In: 2022 IEEE Global Communications Conference (GLOBECOM), Rio de Janeiro, Brazil, 04-08 December 2022, pp. 2945-2950. ISBN: 978-1-6654-3540-6
  Contributo in Atti di Convegno (Proceeding)
• Khan, Ihtesham (2022)
  Machine Learning for Multi-Layer Open and Disaggregated Optical Networks. relatore: CURRI, VITTORIO; , 34. XXXIV Ciclo, P.: 164
  Doctoral Thesis
• Khan, Ihtesham; Ajmal, Noor Ul Huda; Tariq, Hafsa; Tunesi, Lorenzo; Masood, Muhammad ... (2022)
  Multi-labeled Random-forest Enabled Softwarized Management for Photonics Switching Systems. In: Asia Communications and Photonics Conference (ACP), Shenzhen, China, 05-08 November 2022, pp. 498-502. ISBN: 978-1-6654-8155-7
  Contributo in Atti di Convegno (Proceeding)
• Khan, Ihtesham; Tunesi, Lorenzo; Masood, Muhammad Umar; Ghillino, Enrico; Carena, ... (2022)
  Performance Analysis of Novel Multi-band Photonic-integrated WSS Operated on 400ZR. In: IEEE Summer Topicals Meeting Series (SUM), Cabo San Lucas, Mexico, 11-13 July 2022, pp. 1-2. ISBN: 978-1-6654-3489-8
  Contributo in Atti di Convegno (Proceeding)
• Khan, Ihtesham; Tunesi, Lorenzo; Masood, MUHAMMAD UMAR; Ghillino, Enrico; Bardella, ... (2022)
  Machine Learning aided characterization of multi-stage integrated ring resonator filters. In: Optica Advanced Photonics Congress 2022, Maastricht,Limburg Netherlands, 24–28 July 2022. ISBN: 978-1-957171-16-6
  Contributo in Atti di Convegno (Proceeding)
• Usmani, Fehmida; Khan, Ihtesham; Masood, Muhammad Umar; Ahmad, Arsalan; Shahzad, ... (2022)
  Transfer learning Aided QoT Computation in Network Operating with the 400ZR Standard. In: 2022 International Conference on Optical Network Design and Modeling (ONDM), Warsaw, Poland, 16-19 May 2022, pp. 1-6. ISBN: 978-3-903176-44-7
  Contributo in Atti di Convegno (Proceeding)
• Masood, Muhammad Umar; Khan, Ihtesham; Tunesi, Lorenzo; Correia, Bruno; Ghillino, ... (2022)
  Network Traffic Analysis of Modular Multiband Integrated WSS based ROADMs. In: 2022 IEEE Photonics Conference (IPC), Vancouver, BC, Canada, 13-17 November 2022, pp. 1-2. ISBN: 978-1-6654-3487-4
  Contributo in Atti di Convegno (Proceeding)
• Khan, Ihtesham; Tunesi, Lorenzo; Masood, Muhammad Umar; Ghillino, Enrico; Curri, ... (2022)
  Autonomous Data-driven Model for Extraction of VCSEL Circuit-level Parameters. In: Asia Communications and Photonics Conference (ACP), Shenzhen, China, 05-08 November 2022, pp. 1530-1533. ISBN: 978-1-6654-8155-7
  Contributo in Atti di Convegno (Proceeding)
• Tunesi, Lorenzo; Khan, Ihtesham; Masood, Muhammad Umar; Ghillino, Enrico; Carena, ... (2022)
  Novel Design and Operation of Photonic- integrated WSS for Ultra-wideband Applications. In: IEEE Summer Topicals Meeting Series (SUM), Cabo San Lucas, Mexico, 11-13 July 2022, pp. 1-2. ISBN: 978-1-6654-3489-8
  Contributo in Atti di Convegno (Proceeding)
• Usmani, Fehmida; Khan, Ihtesham; Masood, Muhammad Umar; Ahmad, Arsalan; Shahzad, ... (2022)
  QoT- Estimation Assisted by Transfer learning in Extended C-band Network Operating on 400ZR. In: IEEE Summer Topicals Meeting Series (SUM), Cabo San Lucas, Mexico, 11-13 July 2022, pp. 1-2. ISBN: 978-1-6654-3489-8
  Contributo in Atti di Convegno (Proceeding)
• Usmani, Fehmida; Khan, Ihtesham; Tariq, Hafsa; Shahzad, Muhammad; Ahmad, Arsalan; Curri, ... (2022)
  Query Based Iterative Learning Approach for Lightpath Deployment in Optical Networks. In: Asia Communications and Photonics Conference (ACP), Shenzhen, China, 05-08 November 2022, pp. 1253-1257. ISBN: 978-1-6654-8155-7
  Contributo in Atti di Convegno (Proceeding)
• Tunesi, Lorenzo; Khan, Ihtesham; Masood, Muhammad Umar; Ghillino, Enrico; Curri, ... (2022)
  Modular and scalable photonic integrated multi-band wavelength-selective switch. In: European Conference on Integrated Optics (ECIO), Milano, Italy, 4-6 May, 2022, pp. 116-118
  Contributo in Atti di Convegno (Proceeding)
• Khan, Ihtesham; Bilal, Muhammad; Curri, Vittorio (2022)
  Cross-Train: Machine Learning Assisted QoT-Estimation in Un-used Optical Networks. In: 4th International Conference on Telecommunications and Communication Engineering, pp. 78-87. ISSN 1876-1100. ISBN: 978-981-16-5691-0
  Contributo in Atti di Convegno (Proceeding)
• Khan, Ihtesham; Tunesi, Lorenzo; Masood, MUHAMMAD UMAR; Ghillino, Enrico; Curri, ... (2022)
  Machine Learning-based Model for Defining Circuit-level Parameters of VCSEL. In: International Conference on Software, Telecommunications and Computer Networks (SoftCOM), Split, Croatia, 22-24 September 2022. ISBN: 978-953-290-117-7
  Contributo in Atti di Convegno (Proceeding)
• Khan, Ihtesham; Tunesi, Lorenzo; Umar Masood, Muhammad; Ghillino, Enrico; Bardella, ... (2022)
  Optimized management of ultra-wideband photonics switching systems assisted by machine learning. In: OPTICS EXPRESS, vol. 30. ISSN 1094-4087
  Contributo su Rivista
• Masood, Muhammad Umar; Tunesi, Lorenzo; Correia, Bruno; Khan, Ihtesham; Ghillino, ... (2022)
  Photonics Integrated Multiband WSS Based ROADM Architecture: A Networking Analysis. In: Asia Communications and Photonics Conference (ACP), Shenzhen, China, 05-08 November 2022, pp. 1243-1247. ISBN: 978-1-6654-8155-7
  Contributo in Atti di Convegno (Proceeding)
• Khan, Ihtesham; Tunesi, Lorenzo; Masood, Muhammad Umar; Ghillino, Enrico; Bardella, ... (2022)
  Optimal control of Beneš optical networks assisted by machine learning. In: SPIE Photonics West, San Francisco, 2022. ISBN: 9781510649279
  Contributo in Atti di Convegno (Proceeding)
• Khan, Ihtesham; Tunesi, Lorenzo; Masood, Muhammad Umar; Ghillino, Enrico; Carena, ... (2022)
  Machine Learning Assisted Extraction of Vertical Cavity Surface Emitting Lasers Parameters. In: 2022 IEEE Photonics Conference (IPC), Vancouver, BC, Canada, 13-17 November 2022, pp. 1-2. ISBN: 978-1-6654-3487-4
  Contributo in Atti di Convegno (Proceeding)
• Usmani, Fehmida; Khan, Ihtesham; Tariq, Hafsa; Masood, Muhammad Umar; Shahzad, Muhammad; ... (2022)
  Performance Analysis of Transfer-learning Approaches for QoT Estimation of Network Operating with 400ZR. In: Asia Communications and Photonics Conference (ACP), Shenzhen, China, 05-08 November 2022, pp. 1238-1242. ISBN: 978-1-6654-8155-7
  Contributo in Atti di Convegno (Proceeding)
• Tunesi, Lorenzo; Khan, Ihtesham; Masood, Muhammad Umar; Ghillino, Enrico; Carena, ... (2022)
  Modular Photonic-Integrated Device for Multi-Band Wavelength-Selective Switching. In: OptoElectronics and Communications Conference (OECC) and 2022 International Conference on Photonics in Switching and Computing (PSC), Toyama, Japan, 03-06 July 2022, pp. 1-3. ISBN: 978-4-88552-336-6
  Contributo in Atti di Convegno (Proceeding)