no code implementations • 14 Aug 2023 • Angela Marino, Giovanni Soldi, Domenico Gaglione, Augusto Aubry, Paolo Braca, Antonio De Maio, Peter Willett
Simulated experiments show the benefit of the combined algorithm in comparison with the conventional baseline SPA-based MTT and the stand-alone ARCE localization, in a 3D sensing scenario.
no code implementations • 3 Feb 2023 • Giovanni Soldi, Domenico Gaglione, Simone Raponi, Nicola Forti, Enrica d'Afflisio, Paweł Kowalski, Leonardo M. Millefiori, Dimitris Zissis, Paolo Braca, Peter Willett, Alain Maguer, Sandro Carniel, Giovanni Sembenini, Catherine Warner
The explosions on September 26th, 2022, which damaged the gas pipelines of Nord Stream 1 and Nord Stream 2, have highlighted the need and urgency of improving the resilience of Underwater Critical Infrastructures (UCIs).
no code implementations • 16 Jan 2023 • Paolo Braca, Leonardo M. Millefiori, Augusto Aubry, Antonio De Maio, Peter Willett
We study the performance of machine learning binary classification techniques in terms of error probabilities.
no code implementations • 22 Jul 2022 • Paolo Braca, Leonardo M. Millefiori, Augusto Aubry, Stefano Marano, Antonio De Maio, Peter Willett
In other words, the classification error probability convergence to zero and its rate can be computed on a portion of the dataset available for training.
no code implementations • 11 May 2022 • Samuele Capobianco, Nicola Forti, Leonardo M. Millefiori, Paolo Braca, Peter Willett
Recent deep learning methods for vessel trajectory prediction are able to learn complex maritime patterns from historical Automatic Identification System (AIS) data and accurately predict sequences of future vessel positions with a prediction horizon of several hours.
no code implementations • 26 Nov 2021 • Domenico Gaglione, Paolo Braca, Giovanni Soldi, Florian Meyer, Franz Hlawatsch, Moe Z. Win
Here, we develop a statistical model and algorithm for tracking an unknown number of targets based on the probabilistic fusion of observations from two classes of data sources.
no code implementations • 5 Aug 2021 • Mattia Brambilla, Domenico Gaglione, Giovanni Soldi, Rico Mendrzik, Gabriele Ferri, Kevin D. LePage, Monica Nicoli, Peter Willett, Paolo Braca, Moe Z. Win
This paper addresses the problem of multitarget tracking using a network of sensing agents with unknown positions.
no code implementations • 22 Apr 2021 • Augusto Aubry, Paolo Braca, Antonio De Maio, Angela Marino
A new algorithm for 3D localization in multiplatform radar networks, comprising one transmitter and multiple receivers, is proposed.
no code implementations • 12 Jan 2021 • Giovanni Soldi, Nicola Forti, Domenico Gaglione, Paolo Braca, Leonardo M. Millefiori, Stefano Marano, Peter Willett, Krishna Pattipati
The COVID-19 pandemic has, worldwide and up to December 2020, caused over 1. 7 million deaths, and put the world's most advanced healthcare systems under heavy stress.
1 code implementation • 7 Jan 2021 • Samuele Capobianco, Leonardo M. Millefiori, Nicola Forti, Paolo Braca, Peter Willett
Experimental results on vessel trajectories from an AIS dataset made freely available by the Danish Maritime Authority show the effectiveness of deep-learning methods for trajectory prediction based on sequence-to-sequence neural networks, which achieve better performance than baseline approaches based on linear regression or on the Multi-Layer Perceptron (MLP) architecture.
no code implementations • 23 Nov 2020 • Giovanni Soldi, Domenico Gaglione, Nicola Forti, Alessio Di Simone, Filippo Cristian Daffinà, Gianfausto Bottini, Dino Quattrociocchi, Leonardo M. Millefiori, Paolo Braca, Sandro Carniel, Peter Willett, Antonio Iodice, Daniele Riccio, Alfonso Farina
Maritime surveillance (MS) is of paramount importance for search and rescue operations, fishery monitoring, pollution control, law enforcement, migration monitoring, and national security policies.
no code implementations • 23 Nov 2020 • Giovanni Soldi, Domenico Gaglione, Nicola Forti, Alessio Di Simone, Filippo Cristian Daffinà, Gianfausto Bottini, Dino Quattrociocchi, Leonardo M. Millefiori, Paolo Braca, Sandro Carniel, Peter Willett, Antonio Iodice, Daniele Riccio, Alfonso Farina
Maritime surveillance (MS) is crucial for search and rescue operations, fishery monitoring, pollution control, law enforcement, migration monitoring, and national security policies.
no code implementations • 20 Nov 2020 • Paolo Braca, Domenico Gaglione, Stefano Marano, Leonardo M. Millefiori, Peter Willett, Krishna Pattipati
This paper develops an easily-implementable version of Page's CUSUM quickest-detection test, designed to work in certain composite hypothesis scenarios with time-varying data statistics.
no code implementations • 4 Aug 2020 • Domenico Gaglione, Giovanni Soldi, Paolo Braca, Giovanni De Magistris, Florian Meyer, Franz Hlawatsch
Multitarget tracking (MTT) is a challenging task that aims at estimating the number of targets and their states from measurements of the target states provided by one or multiple sensors.
no code implementations • 21 Oct 2016 • Moreno Ambrosin, Paolo Braca, Mauro Conti, Riccardo Lazzaretti
ODIN is a privacy-preserving extension of the popular consensus gossip algorithm, that prevents distributed agents have direct access to the data while they iteratively reach consensus; agents cannot access even the final consensus value, but can only retrieve partial information, e. g., a binary decision.
Cryptography and Security