A tutorial on 5G positioning

L Italiano, BC Tedeschini, M Brambilla… - arxiv preprint arxiv …, 2023 - arxiv.org
The widespread adoption of the fifth generation (5G) of cellular networks has brought new
opportunities for localization-based services. High-precision positioning use cases and …

Cooperative lidar sensing for pedestrian detection: Data association based on message passing neural networks

BC Tedeschini, M Brambilla, L Barbieri… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
This paper considers the problem of cooperative lidar sensing in vehicular networks. We
focus on the task of associating the vehicle-generated measurements by lidars to enable a …

Message passing-based 9-D cooperative localization and navigation with embedded particle flow

L Wielandner, E Leitinger, F Meyer… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Cooperative localization (CL) is an important technology for innovative services such as
location-aware communication networks, modern convenience, and public safety. We …

Message passing neural network versus message passing algorithm for cooperative positioning

BC Tedeschini, M Brambilla… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Cooperative Positioning (CP) relies on a network of connected agents equipped with
sensing and communication technologies to improve the positioning performance of …

Neural enhanced belief propagation for data association in multiobject tracking

M Liang, F Meyer - 2022 25th International Conference on …, 2022 - ieeexplore.ieee.org
Situation-aware technologies enabled by multiobject tracking (MOT) methods will create
new services and applications in fields such as autonomous navigation and applied ocean …

Monitoring of critical undersea infrastructures: the nord stream and other recent case studies

G Soldi, D Gaglione, S Raponi, N Forti… - IEEE Aerospace and …, 2023 - ieeexplore.ieee.org
The explosions on 26 September 2022, which damaged the Nord Stream gas pipelines,
have highlighted the need and urgency of improving the resilience of critical undersea …

Implicit vehicle positioning with cooperative lidar sensing

L Barbieri, BC Tedeschini, M Brambilla… - ICASSP 2023-2023 …, 2023 - ieeexplore.ieee.org
This paper considers the problem of cooperative localization of passive objects in a
vehicular environment through the fusion of lidar point clouds collected at different moving …

Split Consensus Federated Learning: an Approach for Distributed Training and Inference

BC Tedeschini, M Brambilla, M Nicoli - IEEE Access, 2024 - ieeexplore.ieee.org
Distributed Machine Learning (D-ML), such as Federated Learning (FL) and Split Learning
(SL), aims at resolving the limitations of Centralized Machine Learning (C-ML) by enhancing …

Addressing data association by message passing over graph neural networks

BC Tedeschini, M Brambilla, L Barbieri… - … on information fusion …, 2022 - ieeexplore.ieee.org
In cooperative localization systems, the fusion of information from multiple sensing platforms
is acknowledged to improve localization accuracy of sensed targets. However, the data …

Belief-Propagation-Based Resolvable Group Target Tracking With Unknown Detection Probability

G Li, G Li, Y He - IEEE Transactions on Aerospace and …, 2024 - ieeexplore.ieee.org
The problem of resolvable group target tracking (RGTT) with unknown detection probability
is considered in this paper. To adaptively match the detection probability used in the filtering …