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20112026
most citedFederated Learning with Cooperating Devices: A Consensus Approach for Massive IoT Networks

440 citations · 787 across the 29 of their papers we have counts for

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Showing 2021Show all

6 papers · 1 filter

cs.CV2021★ 5 cited

Integrating Sensing and Communication in Cellular Networks via NR Sidelink

Dariush Salami, Ramin Hasibi, Stefano Savazzi +2

RF-sensing, the analysis and interpretation of movement or environment-induced patterns in received electromagnetic signals, has been actively investigated for more than a decade.…

eess.SP2021★ 2 cited

Electromagnetic Models for Passive Detection and Localization of Multiple Bodies

Vittorio Rampa, Gian Guido Gentili, Stefano Savazzi +1

The paper proposes a multi-body electromagnetic (EM) model for the quantitative evaluation of the influence of multiple human bodies in the surroundings of a radio link. Modeling o…

eess.SP2021★ 32 cited

A cloud-IoT platform for passive radio sensing: challenges and application case studies

Sanaz Kianoush, Muneeba Raja, Stefano Savazzi +1

We propose a platform for the integration of passive radio sensing and vision technologies into a cloud-IoT framework that performs real-time channel quality information (CQI) time…

eess.SP2021★ 40 cited

A Multisensory Edge-Cloud Platform for Opportunistic Radio Sensing in Cobot Environments

Sanaz Kianoush, Stefano Savazzi, Manuel Beschi +2

Worker monitoring and protection in collaborative robot (cobots) industrial environments requires advanced sensing capabilities and flexible solutions to monitor the movements of t…

cs.LG2021★ 1 cited

A Framework for Energy and Carbon Footprint Analysis of Distributed and Federated Edge Learning

Stefano Savazzi, Sanaz Kianoush, Vittorio Rampa +1

Recent advances in distributed learning raise environmental concerns due to the large energy needed to train and move data to/from data centers. Novel paradigms, such as federated…

cs.LG2021★ 194 cited

Opportunities of Federated Learning in Connected, Cooperative and Automated Industrial Systems

Stefano Savazzi, Monica Nicoli, Mehdi Bennis +2

Next-generation autonomous and networked industrial systems (i.e., robots, vehicles, drones) have driven advances in ultra-reliable, low latency communications (URLLC) and computin…