Enttsel, Andriy; Onofri, Silvia; Marchioni, Alex; Mangia, Mauro; Setti, Gianluca; Rovatti, Riccardo, A General Framework for the Assessment of Detectors of Anomalies in Time Series, «IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS», 2024, 20, Article number: 10583949 , pp. 12051 - 12061 [Scientific article]Open Access
Marchioni, Alex; Enttsel, Andriy; Mangia, Mauro; Rovatti, Riccardo; Setti, Gianluca, Anomaly Detection Based on Compressed Data: An Information Theoretic Characterization, «IEEE TRANSACTIONS ON SYSTEMS, MAN, AND CYBERNETICS. SYSTEMS», 2024, 54, Article number: 10233222 , pp. 23 - 38 [Scientific article]Open Access
Enttsel, A.; Marchioni, A.; Manovi, L.; Nikpali, R.; Ravaglia, G.; Setti, G.; Rovatti, R.; Mangia, M., Anomaly Detection-Reconstruction Trade-off in Autoencoder-based Compression, in: European Signal Processing Conference, 345 E 47TH ST, NEW YORK, NY 10017 USA, European Signal Processing Conference, EUSIPCO, 2024, pp. 1957 - 1961 (atti di: 32nd European Signal Processing Conference, EUSIPCO 2024, fra, 2024) [Contribution to conference proceedings]
Onofri, Silvia; Marchioni, Alex; Setti, Gianluca; Mangia, Mauro; Rovatti, Riccardo, Multi-class Similarity-based Approach for Remaining Useful Life Estimation, in: 2024 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), 2024, pp. 01 - 06 (atti di: 2024 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), Glasgow, United Kingdom, 20-23 May 2024) [Contribution to conference proceedings]
Livia Manovi; Antonio Leboffe; Alex Marchioni; Eleonora Mariotti; Mauro Mangia; Francesco Corallo; Davide Di Ienno; Ilaria Pinci; Riccardo Rovatti; Carlo Ciancarelli; Gianluca Furano, Onboard AI for Enhanced FDIR: Revolutionizing Spacecraft Operations with Anomaly Detection, in: Dominik Dold; Alexander Hadjiivanov; Dario Izzo, Proceedings of SPAICE2024: The First Joint European Space Agency / IAA Conference on AI in and for Space, 2024, pp. 116 - 120 (atti di: SPAICE2024: The First Joint European Space Agency / IAA Conference on AI in and for Space (SPAICE2024), ESA European Centre for Space Applications and Telecommunications (ECSAT), Harwell, UK, 2024, October) [Contribution to conference proceedings]
Leboffe, A.; Di Ienno, D.; Pinci, I.; Corallo, F.; Ciancarelli, C.; Mangia, M.; Manovi, L.; Marchioni, A.; Rovatti, R.; Mariotti, E.; Furano, G., Optimized Machine Learning-based strategies for on-board S/C failure detection: software integration and testing on a space-qualified processor, in: Proceedings of the International Astronautical Congress, IAC, International Astronautical Federation, IAF, 2024, pp. 808 - 815 (atti di: 2024 IAF Space Operations Symposium at the 75th International Astronautical Congress, IAC 2024, ita, 2024) [Contribution to conference proceedings]
Manovi, Livia; Capelli, Lorenzo; Marchioni, Alex; Martinini, Filippo; Setti, Gianluca; Mangia, Mauro; Rovatti, Riccardo, SVD-based Peephole and Clustering to Enhance Trustworthiness in DNN Classifiers, in: Proceedings of 2024 IEEE 6th International Conference on AI Circuits and Systems (AICAS), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, 2024, abs/2006.02399, pp. 129 - 133 (atti di: 2024 IEEE 6th International Conference on AI Circuits and Systems (AICAS), Khalifa University, Abu Dhabi, UAE, 22 – 25 Apr 2024) [Contribution to conference proceedings]
Marchioni, A.; Martinini, F.; Manovi, L.; Cortesi, S.; Rovatti, R.; Setti, G.; Mangia, M., Adapted Compressed Sensing with Incremental Encoder and Deep Performance Predictor for Low-Power Sensor Node Design, in: 2023 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), 345 E 47TH ST, NEW YORK, NY 10017 USA, IEEE, 2023, pp. 1 - 6 (atti di: 2023 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), Kuala Lumpur, Malaysia, 22-25 May 2023) [Contribution to conference proceedings]Open Access
Onofri, Silvia; Enttsel, Andriy; Manovi, Livia; Marchioni, Alex; Cognetta, Salvatore; Corallo, Francesco; Ciancarelli, Carlo; Mangia, Mauro; Rovatti, Riccardo; Setti, Gianluca, Autoencoder-Based Features Extraction for the Health Monitoring in the Space domain, in: 2023 IEEE 66th International Midwest Symposium on Circuits and Systems (MWSCAS), 2023, pp. 458 - 462 (atti di: 2023 IEEE 66th International Midwest Symposium on Circuits and Systems (MWSCAS), Tempe, AZ, USA, 06-09 August 2023) [Contribution to conference proceedings]
Paolino, Carmine; Antolini, Alessio; Zavalloni, Francesco; Lico, Andrea; Franchi Scarselli, Eleonora; Mangia, Mauro; Marchioni, Alex; Pareschi, Fabio; Setti, Gianluca; Rovatti, Riccardo; Luigi Torres, Mattia; Carissimi, Marcella; Pasotti, Marco, Decoding Algorithms and HW Strategies to Mitigate Uncertainties in a PCM-Based Analog Encoder for Compressed Sensing, «JOURNAL OF LOW POWER ELECTRONICS AND APPLICATIONS», 2023, 13, Article number: 17 , pp. 1 - 13 [Scientific article]Open Access
Enttsel, Andriy; Martinini, Filippo; Marchioni, Alex; Mangia, Mauro; Rovatti, Riccardo; Setti, Gianluca, Second-Order Statistic Deviation to Model Anomalies in the Design of Unsupervised Detectors, in: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023, pp. 1 - 5 (atti di: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Rhodes Island, Greece, 04-10 June 2023) [Contribution to conference proceedings]
Marchioni, Alex; Prono, Luciano; Mangia, Mauro; Pareschi, Fabio; Rovatti, Riccardo; Setti, Gianluca, Streaming Algorithms for Subspace Analysis: Comparative Review and Implementation on IoT Devices, «IEEE INTERNET OF THINGS JOURNAL», 2023, 10, Article number: 10068729 , pp. 12798 - 12810 [Scientific article]Open Access
Martinini, F.; Enttsel, A.; Marchioni, A.; Mangia, M.; Rovatti, R.; Setti, G., Structured Pruning in Deep Neural Networks with Trainable Probability Masks, in: 2023 IEEE 66th International Midwest Symposium on Circuits and Systems (MWSCAS), New York, IEEE, 2023, pp. 1020 - 1024 (atti di: 2023 IEEE 66th International Midwest Symposium on Circuits and Systems (MWSCAS), Tempe, AZ, USA, 06-09 August 2023) [Contribution to conference proceedings]Open Access
Martinini F.; Mangia M.; Marchioni A.; Rovatti R.; Setti G., A Deep Learning Method for Optimal Undersampling Patterns and Image Recovery for MRI Exploiting Losses and Projections, «IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING», 2022, 16, Article number: 9765323 , pp. 713 - 724 [Scientific article]Open Access
Martinini, Filippo; Enttsel, Andriy; Marchioni, Alex; Mangia, Mauro; Rovatti, Riccardo; Setti, Gianluca, Binary Compressed Sensing of ECG by Neural Matrix Optimization and Support Oracle, in: 2022 IEEE Biomedical Circuits and Systems Conference (BioCAS), 2022, pp. 660 - 664 (atti di: 2022 IEEE Biomedical Circuits and Systems Conference (BioCAS), Taiwan, 13-15 October 2022) [Contribution to conference proceedings]