Foto del docente

Mauro Mangia

Senior assistant professor (fixed-term)

Department of Electrical, Electronic, and Information Engineering "Guglielmo Marconi"

Academic discipline: ING-INF/01 Electronic Engineering

Publications

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, pp. 713 - 724 [Scientific article]

Prono, Luciano; Mangia, Mauro; Pareschi, Fabio; Rovatti, Riccardo; Setti, Gianluca, A Non-conventional Sum-and-Max based Neural Network layer for Low Power Classification, in: 2022 IEEE International Symposium on Circuits and Systems (ISCAS), 2022, pp. 712 - 716 (atti di: 2022 IEEE International Symposium on Circuits and Systems (ISCAS), Taiwan, 13-15 October 2022) [Contribution to conference proceedings]

Bich, Philippe; Prono, Luciano; Mangia, Mauro; Pareschi, Fabio; Rovatti, Riccardo; Setti, Gianluca, Aggressively prunable MAM²-based Deep Neural Oracle for ECG acquisition by Compressed Sensing, in: 2022 IEEE Biomedical Circuits and Systems Conference (BioCAS), 2022, pp. 163 - 167 (atti di: 2022 IEEE Biomedical Circuits and Systems Conference (BioCAS), Taiwan, 13-15 October 2022) [Contribution to conference proceedings]

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]

Paolino, Carmine; Antolini, Alessio; Pareschi, Fabio; Mangia, Mauro; Rovatti, Riccardo; Scarselli, Eleonora Franchi; Setti, Gianluca; Canegallo, Roberto; Carissimi, Marcella; Pasotti, Marco, Phase-Change Memory in Neural Network Layers with Measurements-based Device Models, in: 2022 IEEE International Symposium on Circuits and Systems (ISCAS), Crewe, The Printing House, 2022, pp. 1536 - 1540 (atti di: ISCAS 22 : IEEE International Symposium on Circuits and Systems, Austin (USA), 27 May 2022 - 01 June 2022) [Contribution to conference proceedings]Open Access

Martinini, F.; Enttsel, A.; Marchioni, A.; Mangia, M.; Pareschi, F.; Rovatti, R.; Setti, G., Training Binary Layers by Self-Shrinking of Sigmoid Slope: Application to Fast MRI Acquisition, in: 2022 IEEE Biomedical Circuits and Systems Conference (BioCAS), 2022, pp. 665 - 669 (atti di: 2022 IEEE Biomedical Circuits and Systems Conference (BioCAS), Taiwan, 13-15 October 2022) [Contribution to conference proceedings]

Paolino C.; Pareschi F.; Mangia M.; Rovatti R.; Setti G., An architecture for ultra-low-voltage ultra-low-power compressed sensing-based acquisition systems, in: 2021 IEEE Nordic Circuits and Systems Conference, NORCAS 2021 - Proceedings, Institute of Electrical and Electronics Engineers Inc., 2021, pp. 1 - 7 (atti di: 7th IEEE Nordic Circuits and Systems Conference, NORCAS 2021, nor, 2021) [Contribution to conference proceedings]

Prono, Luciano; Marchioni, Alex; Mangia, Mauro; Pareschi, Fabio; Rovatti, Riccardo; Setti, Gianluca, An MCU Implementation of PCA/PSA Streaming Algorithms for EEG Features Extraction, in: In Proceedings - 2021 IEEE Biomedical Circuits and Systems Conference (BioCAS), 2021, pp. 01 - 05 (atti di: 2021 IEEE Biomedical Circuits and Systems Conference (BioCAS), Berlin, Germany, 7-9 Oct. 2021) [Contribution to conference proceedings]

Paolino Carmine, Antolini Alessio, Pareschi Fabio, Mangia Mauro, Rovatti Riccardo, Franchi Scarselli Eleonora, Gnudi Antonio, Setti Gianluca, Canegallo Roberto, Carissimi Marcella, Pasotti Marco, Compressed sensing by phase change memories: Coping with encoder non-linearities, in: 2021 IEEE International Symposium on Circuits and Systems (ISCAS) : Proceedings, Piscataway (New Jersey), Institute of Electrical and Electronics Engineers, 2021, pp. 1 - 5 (atti di: 53rd IEEE International Symposium on Circuits and Systems (ISCAS 2021) : Smart Technology for an Intelligent Society, Daegu, Korea, May 22-28, 2021) [Contribution to conference proceedings]Open Access

Martinini, Filippo; Mangia, Mauro; Pareschi, Fabio; Rovatti, Riccardo; Setti, Gianluca, Compressed Sensing Inspired Neural Decoder for Undersampled MRI with Self-Assessment, in: 2021 IEEE Biomedical Circuits and Systems Conference (BioCAS), 2021, pp. 01 - 06 (atti di: 2021 IEEE Biomedical Circuits and Systems Conference (BioCAS), Berlino, Germania, 7-9 Ottobre 2021) [Contribution to conference proceedings]

Burrello, Alessio; Marchioni, Alex; Brunelli, Davide; Benatti, Simone; Mangia, Mauro; Benini, Luca, Embedded Streaming Principal Components Analysis for Network Load Reduction in Structural Health Monitoring, «IEEE INTERNET OF THINGS JOURNAL», 2021, 8, pp. 4433 - 4447 [Scientific article]Open Access

Zonzini, Federica; Zauli, Matteo; Mangia, Mauro; Testoni, Nicola; De Marchi, Luca, HW-Oriented Compressed Sensing for Operational Modal Analysis: The Impact of Noise in MEMS Accelerometer Networks, in: 2021 IEEE Sensors Applications Symposium (SAS), 2021, pp. 1 - 5 (atti di: Sensors Application Sysmposium, Sundsvall, Sweden (Online), 23-25 Agosto 2021) [Contribution to conference proceedings]

Zonzini, Federica; Zauli, Matteo; Mangia, Mauro; Testoni, Nicola; De Marchi, Luca, Model-assisted Compressed Sensing for Vibration-based Structural Health Monitoring, «IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS», 2021, 17, Article number: 9318528 , pp. 7338 - 7347 [Scientific article]Open Access

Paolino C.; Prono L.; Pareschi F.; Mangia M.; Rovatti R.; Setti G., A passive and low-complexity Compressed Sensing architecture based on a charge-redistribution SAR ADC, «INTEGRATION», 2020, 75, pp. 40 - 51 [Scientific article]

Mangia M.; Pareschi F.; Rovatti R.; Setti G., Adapted Compressed Sensing: A Game Worth Playing, «IEEE CIRCUITS AND SYSTEMS MAGAZINE», 2020, 20, Article number: 8988292 , pp. 40 - 60 [Scientific article]

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