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Alessio Burrello

Dottorando

Dipartimento di Ingegneria dell'Energia Elettrica e dell'Informazione "Guglielmo Marconi"

Pubblicazioni

Palossi D.; Zimmerman N.; Burrello A.; Conti F.; Muller H.; Gambardella L.M.; Benini L.; Giusti A.; Guzzi J., Fully Onboard AI-powered Human-Drone Pose Estimation on Ultra-low Power Autonomous Flying Nano-UAVs, «IEEE INTERNET OF THINGS JOURNAL», 2022, 9, pp. 1913 - 1929 [articolo]

Burrello A.; Scherer M.; Zanghieri M.; Conti F.; Benini L., A Microcontroller is All You Need: Enabling Transformer Execution on Low-Power IoT Endnodes, in: 2021 IEEE International Conference on Omni-Layer Intelligent Systems, COINS 2021, Institute of Electrical and Electronics Engineers Inc., 2021, pp. 1 - 6 (atti di: 2021 IEEE International Conference on Omni-Layer Intelligent Systems, COINS 2021, esp, 2021) [Contributo in Atti di convegno]

Burrello, Alessio; Benatti, Simone; Schindler, Kaspar Anton; Benini, Luca; Rahimi, Abbas, An Ensemble of Hyperdimensional Classifiers: Hardware-Friendly Short-Latency Seizure Detection with Automatic iEEG Electrode Selection, «IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS», 2021, 25, Article number: 9187540, pp. 935 - 946 [articolo]Open Access

Zanatta L.; Barchi F.; Burrello A.; Bartolini A.; Brunelli D.; Acquaviva A., Damage detection in structural health monitoring with spiking neural networks, in: 2021 IEEE International Workshop on Metrology for Industry 4.0 and IoT, MetroInd 4.0 and IoT 2021 - Proceedings, New York, Institute of Electrical and Electronics Engineers Inc., 2021, pp. 105 - 110 (atti di: 2021 IEEE International Workshop on Metrology for Industry 4.0 and IoT, MetroInd 4.0 and IoT 2021, Virtual Conference, 2021) [Contributo in Atti di convegno]

Burrello, Alessio; Garofalo, Angelo; Bruschi, Nazareno; Tagliavini, Giuseppe; Rossi, Davide; Conti, Francesco, DORY: Automatic End-to-End Deployment of Real-World DNNs on Low-Cost IoT MCUs, «IEEE TRANSACTIONS ON COMPUTERS», 2021, 70, pp. 1253 - 1268 [articolo]Open Access

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 [articolo]Open Access

Borghesi, Andrea; Burrello, Alessio; Bartolini, Andrea, ExaMon-X: a Predictive Maintenance Framework for Automatic Monitoring in Industrial IoT Systems, «IEEE INTERNET OF THINGS JOURNAL», 2021, 1, pp. 1 - 11 [articolo]Open Access

Zanghieri M.; Burrello A.; Benatti S.; Schindler K.; Benini L., Low-latency detection of epileptic seizures from IEEG with temporal convolutional networks on a low-power parallel MCU, in: 2021 IEEE Sensors Applications Symposium, SAS 2021 - Proceedings, Institute of Electrical and Electronics Engineers Inc., 2021, pp. 1 - 6 (atti di: 2021 IEEE Sensors Applications Symposium, SAS 2021, swe, 2021) [Contributo in Atti di convegno]

Burrello A.; Pagliari D.J.; Bartolini A.; Benini L.; Macii E.; Poncino M., Predicting Hard Disk Failures in Data Centers Using Temporal Convolutional Neural Networks, in: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Springer Science and Business Media Deutschland GmbH, «LECTURE NOTES IN ARTIFICIAL INTELLIGENCE», 2021, 12480, pp. 277 - 289 (atti di: Workshops held at the 26th International Conference on Parallel and Distributed Computing, Euro-Par 2020, Warsaw, Poland, 2020) [Contributo in Atti di convegno]

Seyedkazemi Ardebili M.; Zanghieri M.; Burrello A.; Beneventi F.; Acquaviva A.; Benini L.; Bartolini A., Prediction of Thermal Hazards in a Real Datacenter Room Using Temporal Convolutional Networks, in: Proceedings -Design, Automation and Test in Europe, DATE, Institute of Electrical and Electronics Engineers Inc., «PROCEEDINGS - DESIGN, AUTOMATION, AND TEST IN EUROPE CONFERENCE AND EXHIBITION», 2021, 2021-, pp. 1256 - 1259 (atti di: 2021 Design, Automation and Test in Europe Conference and Exhibition, DATE 2021, Europe - Virtual, 2021) [Contributo in Atti di convegno]

Risso M.; Burrello A.; Pagliari D.J.; Conti F.; Lamberti L.; MacIi E.; Benini L.; Poncino M., Pruning in Time (PIT): A Lightweight Network Architecture Optimizer for Temporal Convolutional Networks, in: Proceedings - Design Automation Conference, Institute of Electrical and Electronics Engineers Inc., 2021, 2021-, pp. 1015 - 1020 (atti di: 58th ACM/IEEE Design Automation Conference, DAC 2021, usa, 2021) [Contributo in Atti di convegno]

Zanghieri M.; Benatti S.; Burrello A.; Kartsch Morinigo V.J.; Meattini R.; Palli G.; Melchiorri C.; Benini L., SEMG-based Regression of Hand Kinematics with Temporal Convolutional Networks on a Low-Power Edge Microcontroller, in: 2021 IEEE International Conference on Omni-Layer Intelligent Systems, COINS 2021, Institute of Electrical and Electronics Engineers Inc., 2021, pp. 1 - 6 (atti di: 2021 IEEE International Conference on Omni-Layer Intelligent Systems, COINS 2021, esp, 2021) [Contributo in Atti di convegno]

Barchi F.; Zanatta L.; Parisi E.; Burrello A.; Brunelli D.; Bartolini A.; Acquaviva A., Spiking neural network-based near-sensor computing for damage detection in structural health monitoring, «FUTURE INTERNET», 2021, 13, Article number: 219, pp. 1 - 22 [articolo]

Burrello A.; Zanghieri M.; Sarti C.; Ravaglia L.; Benatti S.; Benini L., Tackling time-variability in semg-based gesture recognition with on-device incremental learning and temporal convolutional networks, in: 2021 IEEE Sensors Applications Symposium, SAS 2021 - Proceedings, Institute of Electrical and Electronics Engineers Inc., 2021, pp. 1 - 6 (atti di: 2021 IEEE Sensors Applications Symposium, SAS 2021, swe, 2021) [Contributo in Atti di convegno]

Burrello A.; Dequino A.; Pagliari D.J.; Conti F.; Zanghieri M.; MacIi E.; Benini L.; Poncino M., TCN Mapping Optimization for Ultra-Low Power Time-Series Edge Inference, in: Proceedings of the International Symposium on Low Power Electronics and Design, 345 E 47TH ST, NEW YORK, NY 10017 USA, Institute of Electrical and Electronics Engineers Inc., 2021, 2021-, pp. 1 - 6 (atti di: 2021 IEEE/ACM International Symposium on Low Power Electronics and Design, ISLPED 2021, usa, 2021) [Contributo in Atti di convegno]

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