Dottorato in Intelligenza Artificiale , 38o ciclo (2022-2025)
Dottorato concluso nel 2026
Tesi:
Predicting Link Quality in Industrial Wi-Fi Networks: From Classical Models to Lightweight Machine Learning (Abstract)
Tutori:
Stefano Scanzio Gianluca CenaPubblicazioni
Pubblicazioni durante il dottorato Vedi tutte le pubblicazioni su Porto@Iris
- Formis, Gabriele; Cena, Gianluca; Wisniewski, Lukasz; Scanzio, Stefano (2026)
Accurate and Efficient Prediction of Wi-Fi Link Quality Based on Machine Learning. In: IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, vol. 22, pp. 763-774. ISSN 1551-3203
Contributo su Rivista - Formis, Gabriele (2026)
Predicting Link Quality in Industrial Wi-Fi Networks: From Classical Models to Lightweight Machine Learning. relatore: SCANZIO, STEFANO; CENA, GIANLUCA; , 38. XXXVIII Ciclo, P.: 121
Doctoral Thesis - 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) - 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, vol. 3, pp. 597-606. ISSN 2832-7004
Contributo su Rivista - 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) - Formis, Gabriele; Ericson, Amanda; Forsström, Stefan; Thar, Kyi; Cena, Gianluca; ... (2025)
On the Prediction of Wi-Fi Performance through Deep Learning. In: 21st IEEE International Conference on Factory Communication Systems, WFCS 2025, Rostock (DEU), 10-13 June 2025, pp. 1-4. ISSN 2835-8414. ISBN: 979-8-3315-3005-1
Contributo in Atti di Convegno (Proceeding) - 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; Formis, Gabriele; Chiavassa, Pietro; Wisniewski, Lukasz; Cena, Gianluca (2025)
Compression of Executable QR Codes or sQRy for Industry: an Example for Wi-Fi Access Points. In: 21st IEEE International Conference on Factory Communication Systems, WFCS 2025, Rostock (DEU), 10-13 June 2025, pp. 1-4. ISSN 2835-8414. ISBN: 979-8-3315-3005-1
Contributo in Atti di Convegno (Proceeding) - Scanzio, Stefano; Formis, Gabriele; Facchinetti, Tullio; Paolini, Giacomo; Cena, Gianluca (2024)
Wireless Sensor Networks Based on TSCH/TDMA with Power Consumption and Latency Constraints. In: 29th IEEE International Conference on Emerging Technologies and Factory Automation, ETFA 2024, Padua (ITA), 0-13 September 2024, pp. 1-4. ISBN: 979-8-3503-6123-0
Contributo in Atti di Convegno (Proceeding) - Formis, Gabriele; Scanzio, Stefano; Wisniewski, Lukasz; Cena, Gianluca (2024)
Mixing Neural Networks and Exponential Moving Averages for Predicting Wireless Links Behavior. In: 2024 IEEE 7th International Conference on Industrial Cyber-Physical Systems (ICPS), St. Louis, MO (USA), 12-15 May 2024, pp. 1-6. ISBN: 979-8-3503-6301-2
Contributo in Atti di Convegno (Proceeding) - Cena, Gianluca; Formis, Gabriele; Rosani, Matteo; Scanzio, Stefano (2024)
On the Accuracy and Precision of Moving Averages to Estimate Wi-Fi Link Quality. In: 29th IEEE International Conference on Emerging Technologies and Factory Automation, ETFA 2024, Padua (ITA), 10-13 September 2024, pp. 1-8. ISBN: 979-8-3503-6123-0
Contributo in Atti di Convegno (Proceeding) - Scanzio, Stefano; Quarta, Federico; Paolini, Giacomo; Formis, Gabriele; Cena, Gianluca (2024)
Ultralow Power and Green TSCH-Based WSNs With Proactive Reduction of Idle Listening. In: IEEE INTERNET OF THINGS JOURNAL, vol. 11, pp. 29076-29088. ISSN 2327-4662
Contributo su Rivista - Scanzio, Stefano; Rosani, Matteo; Formis, Gabriele; Cavalcanti, Dave; Frascolla, ... (2024)
Multi-Link Operation and Wireless Digital Twin to Support Enhanced Roaming in Next-Gen Wi-Fi. In: 2024 IEEE 20th International Conference on Factory Communication Systems (WFCS), Toulouse (FRA), 17-19 April 2024, pp. 1-4. ISBN: 979-8-3503-1934-7
Contributo in Atti di Convegno (Proceeding) - Colletto, ALBERTO SALVATORE; Scanzio, Stefano; Formis, Gabriele; Cena, Gianluca (2023)
On the Use of Artificial Neural Networks to Predict the Quality of Wi-Fi Links. In: IEEE ACCESS, vol. 11, pp. 120082-120094. ISSN 2169-3536
Contributo su Rivista - Formis, Gabriele; Scanzio, Stefano; Cena, Gianluca; Valenzano, Adriano (2023)
Linear Combination of Exponential Moving Averages for Wireless Channel Prediction. In: 2023 IEEE 21st International Conference on Industrial Informatics (INDIN), Lemgo (DEU), 18-20 July 2023, pp. 1-6. ISBN: 978-1-6654-9313-0
Contributo in Atti di Convegno (Proceeding) - Formis, G; Scanzio, S; Cena, G; Valenzano, A (2023)
Predicting Wireless Channel Quality by means of Moving Averages and Regression Models. In: 2023 IEEE 19th International Conference on Factory Communication Systems (WFCS), Pavia, 26-28 April 2023, pp. 1-8. ISBN: 978-1-6654-6432-1
Contributo in Atti di Convegno (Proceeding)