Alessio Burrello

PhD

• Optimized execution of neural networks at the edge. A.A. 2023/24, INGEGNERIA INFORMATICA E DEI SISTEMI. Teaching assistant
• Optimized execution of neural networks at the edge. A.A. 2022/23, INGEGNERIA INFORMATICA E DEI SISTEMI. Teaching assistant

Master of Science

• Programming techniques. A.A. 2023/24, AGRITECH ENGINEERING. Collaboratore del corso

Bachelor of Science

• Informatica. A.A. 2023/24, INGEGNERIA GESTIONALE. Collaboratore del corso

• Daghero, Francesco; Burrello, Alessio; Macii, Enrico; Montuschi, Paolo; Poncino, ... (2024)
  Dynamic Decision Tree Ensembles for Energy-Efficient Inference on IoT Edge Nodes. In: IEEE INTERNET OF THINGS JOURNAL, vol. 11, pp. 742-757. ISSN 2327-4662
  Contributo su Rivista
• Hamdi, MOHAMED AMINE; Pollo, Giovanni; Risso, Matteo; Haugou, Germain; Burrello, ... (2024)
  Integrating SystemC-AMS power modeling with a RISC-V ISS for virtual prototyping of battery-operated embedded devices. In: Computing Frontiers Open-Source Hardware Workshop
  Contributo in Atti di Convegno (Proceeding)
• Risso, Matteo; Burrello, Alessio; Conti, Francesco; Lamberti, Lorenzo; Chen, Yukai; ... (2023)
  Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge. In: IEEE TRANSACTIONS ON COMPUTERS, vol. 72, pp. 744-758. ISSN 0018-9340
  Contributo su Rivista
• Burrello, Alessio; Risso, Matteo; Motetti, BEATRICE ALESSANDRA; Macii, Enrico; Benini, ... (2023)
  Enhancing Neural Architecture Search with Multiple Hardware Constraints for Deep Learning Model Deployment on Tiny IoT Devices. In: IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTING, pp. 1-15. ISSN 2168-6750
  Contributo su Rivista
• Burrello, Alessio; Risso, Matteo; Tomasello, Noemi; Chen, Yukai; Benini, Luca; Macii, ... (2023)
  Energy-efficient Wearable-to-Mobile Offload of ML Inference for PPG-based Heart-Rate Estimation. In: Design, Automation & Test in Europe Conference & Exhibition (DATE), Antwerp (Belgium), 17-19 April 2023. ISBN: 978-3-9819263-7-8
  Contributo in Atti di Convegno (Proceeding)
• Jahier Pagliari, Daniele; Risso, Matteo; Motetti, Beatrice; Burrello, Alessio (2023)
  PLiNIO: A User-Friendly Library of Gradient-based Methods for Complexity-aware DNN Optimization. In: Forum for Specification and Design Languages (FDL), Turin (Italy), September 13-15, 2023, pp. 1-8
  Contributo in Atti di Convegno (Proceeding)
• Cereda, Elia; Crupi, Luca; Risso, Matteo; Burrello, Alessio; Benini, Luca; Giusti, ... (2023)
  Deep Neural Network Architecture Search for Accurate Visual Pose Estimation aboard Nano-UAVs. In: 2023 IEEE International Conference on Robotics and Automation (ICRA), London (UK), 29 May 2023 - 02 June 2023, pp. 6065-6071. ISSN 2379-9544. ISBN: 979-8-3503-2365-8
  Contributo in Atti di Convegno (Proceeding)
• Xie, Chen; Burrello, Alessio; Daghero, Francesco; Benini, Luca; Calimera, Andrea; Macii, ... (2023)
  Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference. In: SENSORS, vol. 23, pp. 1-21. ISSN 1424-8220
  Contributo su Rivista
• Burrello, Jacopo; Monticone, Silvia; Burrello, Alessio; Bolis, Sara; Cristalli, Carlotta ... (2023)
  Identification of a serum and urine extracellular vesicle signature predicting renal outcome after kidney transplant. In: NEPHROLOGY DIALYSIS TRANSPLANTATION, vol. 38, pp. 764-777. ISSN 0931-0509
  Contributo su Rivista
• Altomare, Claudia; Bartolucci, Chiara; Sala, Luca; Balbi, Carolina; Burrello, Jacopo; ... (2023)
  A dynamic clamping approach using in silico IK1 current for discrimination of chamber-specific hiPSC-derived cardiomyocytes. In: COMMUNICATIONS BIOLOGY, vol. 6. ISSN 2399-3642
  Contributo su Rivista
• Kasnesis, P.; Toumanidis, L.; Burrello, A.; Chatzigeorgiou, C.; Patrikakis, C. Z. (2023)
  Feature-Level Cross-Attentional PPG and Motion Signal Fusion for Heart Rate Estimation. In: IEEE COMPSAC
  Contributo in Atti di Convegno (Proceeding)