Francesca Meneghello

• Fulbrigh-Schuman Research Fellow @ MENTIS lab, Institute for the Wireless Internet of Things, Northeastern University (USA)
  Dates: January-July 2023
  Project title: "BeWise: Beamforming Security in Next-Generation Wireless Networks"
  


• Postdoctoral researcher @ Department of Information Engineering, University of Padova (Italy)
  Dates: November 2021 - February 2023
  Project title: "Next Generations Wi-Fi Networks - New Frontiers beyond Connectivity"
  


• Ph.D. in Information Engineering @ University of Padova (Italy)
  Graduation date: March 8, 2022
  Thesis title: "Wireless Communications and Sensing - Opportunities and Challenges in Environment Aware Networks"
  Supervisor: Prof. Michele Rossi
  


• Master of Science in Telecommunications Engineering @ University of Padova (Italy)
  Graduation date: September 10, 2018
  Thesis title: "User Identification from Smartphone Passive Traffic Inspection"
  Supervisor: Prof. Michele Rossi
  Co-supervisor: Dr. Nicola Bui
  


• Bachelor degree in Information Engineering @ University of Padova (Italy)
  Graduation date: July 18, 2016
  Thesis title: "Design and Evaluation of an Anechoic Tank for Underwater Acoustic Experiments through Sound-Absorbing Material at 18-34 kHz"
  Supervisor: Prof. Michele Zorzi
  Co-supervisor: Dr. Filippo Campagnaro
  

• K. F. Haque, F. Meneghello, M. Zhang and F. Restuccia, "BeamSense: Rethinking Wireless Sensing with MU-MIMO Wi-Fi Beamforming Feedback," 2023.


• F. Meneghello, C. Chen, C. Cordeiro and F. Restuccia "Toward Integrated Sensing and Communications in IEEE 802.11 bf Wi-Fi Networks," in IEEE Communications Magazine, 2023.


• J. Pegoraro, J. O. Lacruz, F. Meneghello, E. Bashirov, J. Widmer and M. Rossi, "RAPID: Retrofitting IEEE 802.11 ay access points for indoor human detection and sensing," in IEEE Transactions on Mobile Computing, 2023.


• F. Meneghello, N. Dal Fabbro, D. Garlisi, I. Tinnirello and M. Rossi "A CSI Dataset for Wireless Human Sensing on 80 MHz Wi-Fi Channels," in IEEE Communications Magazine, 2023.


• C. Chen, H. Song, Q. Li, F. Meneghello, F. Restuccia and C. Cordeiro, "Wi-Fi Sensing Based on IEEE 802.11bf," in IEEE Communications Magazine, vol. 61, no. 1, pp. 121-127, 2023.


• G. Perin, F. Meneghello, R. Carli, L. Schenato and M. Rossi, "EASE: Energy-Aware Job Scheduling for Vehicular Edge Networks With Renewable Energy Resources," in IEEE Transactions on Green Communications and Networking, vol. 7, no. 1, pp. 339-353, 2023.


• F. Meneghello, D. Garlisi, N. Dal Fabbro, I. Tinnirello and M. Rossi, "SHARP: Environment and Person Independent Activity Recognition with Commodity IEEE 802.11 Access Points," in IEEE Transactions on Mobile Computing 2022.


• I. Labriji, F. Meneghello, D. Cecchinato, S. Sesia, E. Perraud, E. Calvanese Strinati and M. Rossi, "Mobility Aware and Dynamic Migration of MEC Services for the Internet of Vehicles," in IEEE Transactions on Network and Service Management, vol.18, no. 1, pp. 570-584, 2021.


• J. Pegoraro, F. Meneghello and M. Rossi, "Multiperson Continuous Tracking and Identification From mm-Wave Micro-Doppler Signatures," in IEEE Transactions on Geoscience and Remote Sensing, 2020.


• F. Meneghello, M. Rossi and N. Bui, "Smartphone Identification via Passive Traffic Fingerprinting: A Sequence-to-Sequence Learning Approach," in IEEE Network Magazine, vol. 34, no. 2, pp. 112-120, 2020.


• F. Meneghello, M. Calore, D. Zucchetto, M. Polese and A. Zanella, "IoT: Internet of Threats? A Survey of Practical Security Vulnerabilities in Real IoT Devices," in IEEE IoT Journal, vol. 6, no. 5, pp. 8182-8201, 2019.

• K. F. Haque, F. Meneghello and F. Restuccia, "Wi-BFI: Extracting the IEEE 802.11 Beamforming Feedback Information from Commercial Wi-Fi Devices," in Proceedings of ACM WiNTECH workshop of the 29th Annual International Conference On Mobile Computing And Networking (MobiCom), Madrid, Spain, October 2023.


• D. Sweet, E. Zangrando and F. Meneghello, "HIJACK: Learning-based Strategies for Sound Classification Robustness to Adversarial Noise," in Proceedings of IEEE SmartSys workshop of the 9th IEEE International Conference on Smart Computing (SMARTCOMP), Nashville, Tennessee, USA, June 2023.


• F. Meneghello, A. Blanco, A. Cusano, J. Widmer and M. Rossi, "Wi-Fi Multi-Path Parameter Estimation for Sub-7 GHz Sensing: A Comparative Study," in Proceedings of IEEE SmartSys workshop of the 19th IEEE International Conference on Wireless and Mobile Computing, Networking and Communications, Montreal, Canada, USA, June 2023.


• F. Meneghello, F. Restuccia and M. Rossi, "DeepCSI: Rethinking Wi-Fi Radio Fingerprinting Through MU-MIMO CSI Feedback Deep Learning," in Proceedings of the 42nd IEEE International Conference on Distributed Computing Systems (ICDCS), Bologna, Italy, July 2022.


• F. Meneghello, D. Cecchinato and M. Rossi, "Mobility Prediction via Sequential Learning for 5G Mobile Networks," in Proceedings of the 16th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob), Thessaloniki, Greece, Oct. 2020.


• J. Pegoraro, D. Solimini, F. Matteo, E. Bashirov, F. Meneghello and M. Rossi, "Deep Learning for Accurate Indoor Human Tracking with a mm-Wave Radar," in Proceedings of the IEEE Radar Conference (RadarConf20), Florence, Italy, Sep. 2020.


• F. Meneghello, F. Campagnaro, R. Diamant, P. Casari and M. Zorzi, "Design and evaluation of a low-cost acoustic chamber for underwater networking experiments," in Proceedings of the 11th ACM International Conference on Underwater Networks & Systems (WUWNet), Shanghai, China, Oct. 2016. - Best student paper award

• F. Meneghello, G. Perin and M. Rossi, "Machine Learning Techniques for Context Extraction and User Profiling in 5G Mobile Systems," book chapter in CNIT technical report 07- Machine Learning and 5G/6G Networks: Interplay and Synergies, S. Barbarossa and A. Zanella, Eds. Texmat, Jul. 2021.

• F. Meneghello, F. Restuccia and M. Rossi, "System and Method for Identifying a Remote Device," United States Patent number 20230101247, March 30 2023.

• Data Access and Web - Computer Networks @ Department of Public, International and Community Law, University of Padova
  Degree: Bachelor in Law and Technology
  Academic year: 2021-2022, 2022-2023, 2023-2024
  


• Human Data Analytics @ Department of Mathematics, University of Padova
  Degree: Master in Data Science
  Academic year: 2023-2024
  

• Human Data Analytics @ Department of Mathematics, University of Padova
  Degree: Master in Science in Data Science
  Academic year: 2019-2020, 2020-2021, 2021-2022, 2022-2023
  


• Telecommunications @ Department of Information Engineering, University of Padova
  Degree: Bachelor in Information Engineering
  Academic year: 2017-2018, 2018-2019
  


• Computer Science @ Department of Information Engineering, University of Padova
  Degree: Bachelor in Information Engineering
  Academic year: 2017-2018
  

• Smart cities: data management and IoT infrastructures @ EPIX EPIX – Eco-System Partnership for Interclusters and Smart Cities Exchanges
  Date: October 2023
  

• The role of machine learning in the interplay between communication and sensing in next-generation wireless networks @ IEEE ComSoc's Future Networks Technical Community's AIML Working Group
  Date: October 2023
  

• Smart lighting for smart cities @ BRILLIANT ClusterXchange, ELCA European Lighting Cluster Alliance
  Available on: YouTube
  Date: April 2021
  

• Winner of the Fall 2022 IEEE DataPort Dataset Upload Contest in the Machine Learning category based on unique dataset views as measured by Google Analytics and a review from a committee of IEEE volunteers, for the dataset CSI Dataset for Wireless Human Sensing on 80 MHz Wi-Fi Channels.


• Best Ph.D. thesis award @ GTTI (Gruppo Telecomunicationi e Tecnologie dell'Informazione) awards for Ph.D. Theses in the field of Communication Technologies 2022, Sept. 2022.


• Fulbright-Schuman fellowship - visiting scholar program, Jan.-June 2023 @ Northeastern University (Portland, Maine, USA). Project title: "BeWise: Beamforming Security in Next-Generation Wireless Networks".


• Young researcher travel grant @ the 42nd IEEE International Conference on Distributed Computing Systems (ICDCS), Bologna, Italy, July 2022.


• Honorary mention @ IEEE ComSoc Student Competition 2019, Nov. 2019.


• Best student presentation award @ IEEE Italy Section Summer School SSIE 2019 "AI and Machine Learning for ICT Applications", Brixen, Italy, July 2019. Video of the school.


• Best student paper award @ 11th ACM International Conference on Underwater Networks & Systems WUWNet, Shanghai, China, Oct. 2016. Paper title: "Design and evaluation of a low-cost acoustic chamber for underwater networking experiments".
  

• Cosa posso fare con il Wi-Fi? A parte connettermi a Internet!
  Part of the DEI cube scientific communication project of the Department of Information Engineering at the University of Padova. The video is available at this link.


• ICTea - scientific divulgation project
  Two formats: 10/20-minute videos describing the information and communication technology world adopting a simple language; 40-minute interviews to researchers in other scientific and humanistic field. Take a look at our videos on YouTube! Other links: La Stampa article, Il Mattino di Padova article.
  Live events with the GEDI News Network group: Autonomous driving (starting at 35'), Next generation infrastructures (starting at 53').
  Other videos: About 5G with ICTea, About the ICTea project.


• Women in Information Engineering
  Project led by Laura Crosara to demystify the figure of women in engineering. The video is available at this link.

• N2 Women Event: Inclusive Excellence - What does it actually mean?
  The panel was part of the program of IEEE SMARTCOMP 2023. Abstract and details here.

francesca.meneghello.1@unipd.it

SIGNET research group - Department of Information Engineering DEI
University of Padova
Via Gradenigo 6/b, 35131, Padova (Italy)