Search Results for author: Francesca Meneghello

Found 8 papers, 2 papers with code

SAWEC: Sensing-Assisted Wireless Edge Computing

no code implementations15 Feb 2024 Khandaker Foysal Haque, Francesca Meneghello, Md. Ebtidaul Karim, Francesco Restuccia

Our intuition is that the transmission of the portion of the video frames where there are no changes with respect to previous frames can be avoided.

Benchmarking Edge-computing +4

A CSI Dataset for Wireless Human Sensing on 80 MHz Wi-Fi Channels

no code implementations29 Apr 2023 Francesca Meneghello, Nicolò Dal Fabbro, Domenico Garlisi, Ilenia Tinnirello, Michele Rossi

In the last years, several machine learning-based techniques have been proposed to monitor human movements from Wi-Fi channel readings.

Blocking

Recommending the optimal policy by learning to act from temporal data

no code implementations16 Mar 2023 Stefano Branchi, Andrei Buliga, Chiara Di Francescomarino, Chiara Ghidini, Francesca Meneghello, Massimiliano Ronzani

Prescriptive Process Monitoring is a prominent problem in Process Mining, which consists in identifying a set of actions to be recommended with the goal of optimising a target measure of interest or Key Performance Indicator (KPI).

Reinforcement Learning (RL)

DeepCSI: Rethinking Wi-Fi Radio Fingerprinting Through MU-MIMO CSI Feedback Deep Learning

1 code implementation15 Apr 2022 Francesca Meneghello, Michele Rossi, Francesco Restuccia

We present DeepCSI, a novel approach to Wi-Fi radio fingerprinting (RFP) which leverages standard-compliant beamforming feedback matrices to authenticate MU-MIMO Wi-Fi devices on the move.

RAPID: Retrofitting IEEE 802.11ay Access Points for Indoor Human Detection and Sensing

no code implementations10 Sep 2021 Jacopo Pegoraro, Jesus Omar Lacruz, Francesca Meneghello, Enver Bashirov, Michele Rossi, Joerg Widmer

In this work we present RAPID, the first joint communication and radar system based on next-generation IEEE 802. 11ay WiFi networks operating in the 60 GHz band.

Human Activity Recognition Human Detection +1

Multi-Person Continuous Tracking and Identification from mm-Wave micro-Doppler Signatures

no code implementations7 Mar 2020 Jacopo Pegoraro, Francesca Meneghello, Michele Rossi

We build a system that effectively works with multiple persons concurrently sharing and freely moving within the same indoor space.

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