Foto del docente

Alessio Burrello

PhD Student

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

Publications

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 [Scientific article]

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) [Contribution to conference proceedings]

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 [Scientific article]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) [Contribution to conference proceedings]

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 [Scientific article]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 [Scientific article]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 [Scientific article]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) [Contribution to conference proceedings]

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, 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) [Contribution to conference proceedings]

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., 2021, 2021-, pp. 1256 - 1259 (atti di: 2021 Design, Automation and Test in Europe Conference and Exhibition, DATE 2021, Europe - Virtual, 2021) [Contribution to conference proceedings]

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) [Contribution to conference proceedings]

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) [Contribution to conference proceedings]

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 [Scientific article]

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) [Contribution to conference proceedings]

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) [Contribution to conference proceedings]

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