Gabriele Formis

Thesis title

Predicting Link Quality in Industrial Wi-Fi Networks: From Classical Models to Lightweight Machine Learning

Tutors

• Stefano Scanzio
• Gianluca Cena

• Scanzio, Stefano; Formis, Gabriele; Facchinetti, Tullio; Cena, Gianluca (2025)
  Machine Learning to Predict Slot Usage in TSCH Wireless Sensor Networks. In: 2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA), Porto (PT), 09-12 September 2025, pp. 1-8. ISBN: 979-8-3315-5383-8
  Contributo in Atti di Convegno (Proceeding)
• Scanzio, Stefano; Chiavassa, Pietro; Formis, Gabriele; Paolini, Giacomo; Cena, Gianluca (2025)
  A Lightweight Simulation Environment for TSCH-Based Wireless Sensor Networks. In: IEEE TRANSACTIONS ON INDUSTRIAL CYBER-PHYSICAL SYSTEMS, pp. 1-10. ISSN 2832-7004
  Contributo su Rivista
• Formis, Gabriele; Cena, Gianluca; Wisniewski, Lukasz; Scanzio, Stefano (2025)
  Accurate and Efficient Prediction of Wi-Fi Link Quality Based on Machine Learning. In: IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, pp. 1-12. ISSN 1551-3203
  Contributo su Rivista
• Formis, Gabriele; Ericson, Amanda; Forsstrom, Stefan; Thar, Kyi; Cena, Gianluca; ... (2025)
  Improving Wi-Fi Network Performance Prediction with Deep Learning Models. In: 34th IEEE International Symposium on Industrial Electronics, ISIE 2025, Toronto ON (CAN), 20-23 June 2025, pp. 1-8. ISSN 2163-5145. ISBN: 979-8-3503-7479-7
  Contributo in Atti di Convegno (Proceeding)
• Cena, Gianluca; Chiavassa, Pietro; Formis, Gabriele; Scanzio, Stefano (2025)
  Widening the Coverage of Reference Broadcast Infrastructure Synchronization in Wi-Fi Networks. In: 21st IEEE International Conference on Factory Communication Systems, WFCS 2025, Rostock (DEU), 10-13 June 2025, pp. 1-8. ISSN 2835-8414. ISBN: 979-8-3315-3005-1
  Contributo in Atti di Convegno (Proceeding)