BURRELLO, ALESSIO
BURRELLO, ALESSIO
DIPARTIMENTO DI INGEGNERIA DELL'ENERGIA ELETTRICA E DELL'INFORMAZIONE "GUGLIELMO MARCONI"
Collaboratori
A 3 TOPS/W RISC-V Parallel Cluster for Inference of Fine-Grain Mixed-Precision Quantized Neural Networks
2023 Nadalini, A; Rutishauser, G; Burrello, A; Bruschi, N; Garofalo, A; Benini, L; Conti, F; Rossi, D
A dynamic clamping approach using in silico IK1 current for discrimination of chamber-specific hiPSC-derived cardiomyocytes
2023 Altomare, Claudia; Bartolucci, Chiara; Sala, Luca; Balbi, Carolina; Burrello, Jacopo; Pietrogiovanna, Nicole; Burrello, Alessio; Bolis, Sara; Panella, Stefano; Arici, Martina; Krause, Rolf; Rocchetti, Marcella; Severi, Stefano; Barile, Lucio
A Microcontroller is All You Need: Enabling Transformer Execution on Low-Power IoT Endnodes
2021 Burrello A.; Scherer M.; Zanghieri M.; Conti F.; Benini L.
Adversarially-Trained Tiny Autoencoders for Near-Sensor Continuous Structural Health Monitoring
2022 Burrello, A; Sintoni, G; Brunelli, D; Benini, L
An Ensemble of Hyperdimensional Classifiers: Hardware-Friendly Short-Latency Seizure Detection with Automatic iEEG Electrode Selection
2021 Burrello, Alessio; Benatti, Simone; Schindler, Kaspar Anton; Benini, Luca; Rahimi, Abbas
Bioformers: Embedding Transformers for Ultra-Low Power sEMG-based Gesture Recognition
2022 Burrello, A; Morghet, FB; Scherer, M; Benatti, S; Benini, L; Maciii, E; Poncinot, M; Pagliarit, DJ
Channel-wise Mixed-precision Assignment for DNN Inference on Constrained Edge Nodes
2022 Risso, Matteo; Burrello, Alessio; Benini, Luca; Macii, Enrico; Poncino, Massimo; Pagliari, Daniele Jahier
Damage detection in structural health monitoring with spiking neural networks
2021 Zanatta L.; Barchi F.; Burrello A.; Bartolini A.; Brunelli D.; Acquaviva A.
Deep Neural Network Architecture Search for Accurate Visual Pose Estimation aboard Nano-UAVs
2023 Cereda, E.; Crupi, L.; Risso, M.; Burrello, A.; Benini, L.; Giusti, A.; Jahier Pagliari, D.; Palossi, D.
DORY: Automatic End-to-End Deployment of Real-World DNNs on Low-Cost IoT MCUs
2021 Burrello, Alessio; Garofalo, Angelo; Bruschi, Nazareno; Tagliavini, Giuseppe; Rossi, Davide; Conti, Francesco
Embedded Streaming Principal Components Analysis for Network Load Reduction in Structural Health Monitoring
2021 Burrello, Alessio; Marchioni, Alex; Brunelli, Davide; Benatti, Simone; Mangia, Mauro; Benini, Luca
Embedding Principal Component Analysis for Data Reduction in Structural Health Monitoring on Low-Cost IoT Gateways
2019 Burrello A.; Marchioni A.; Brunelli D.; Benini L.
Embedding Temporal Convolutional Networks for Energy-efficient PPG-based Heart Rate Monitoring
2022 Alessio Burrello; Daniele Jahier Pagliari; Pierangelo Maria Rapa; Matilde Semilia; Matteo Risso; Tommaso Polonelli; Massimo Poncino; Luca Benini; Simone Benatti
Energy-efficient adaptive machine learning on IoT end-nodes with class-dependent confidence
2020 Daghero F.; Burrello A.; Pagliari D.J.; Benini L.; Macii E.; Poncino M.
Energy-efficient Wearable-to-Mobile Offload of ML Inference for PPG-based Heart-Rate Estimation
2023 Burrello, Alessio; Risso, Matteo; Tomasello, Noemi; Chen, Yukai; Benini, Luca; Macii, Enrico; Poncino, Massimo; Pagliari, Daniele Jahier
Enhancing structural health monitoring with vehicle identification and tracking
2020 Burrello A.; Brunelli D.; Malavisi M.; Benini L.
ExaMon-X: a Predictive Maintenance Framework for Automatic Monitoring in Industrial IoT Systems
2021 Borghesi, Andrea; Burrello, Alessio; Bartolini, Andrea
Exploring Scalable, Distributed Real-Time Anomaly Detection for Bridge Health Monitoring
2022 Amirhossein Moallemi; Alessio Burrello; Davide Brunelli; Luca Benini
Fully Onboard AI-powered Human-Drone Pose Estimation on Ultra-low Power Autonomous Flying Nano-UAVs
2022 Palossi D.; Zimmerman N.; Burrello A.; Conti F.; Muller H.; Gambardella L.M.; Benini L.; Giusti A.; Guzzi J.
HTVM: Efficient Neural Network Deployment On Heterogeneous TinyML Platforms
2023 Van Delm, J; Vandersteegenl, M; Burrello, A; Sarda, GM; Conti, F; Pagliari, DJ; Benini, L; Verhelst, M
Titolo | Autore(i) | Anno | Periodico | Editore | Tipo | File |
---|---|---|---|---|---|---|
A 3 TOPS/W RISC-V Parallel Cluster for Inference of Fine-Grain Mixed-Precision Quantized Neural Networks | Nadalini, A; Rutishauser, G; Burrello, A; Bruschi, N; Garofalo, A; Benini, L; Conti, F; Rossi, D | 2023-01-01 | - | IEEE | 4.01 Contributo in Atti di convegno | a 3 tops w risc post print .pdf |
A dynamic clamping approach using in silico IK1 current for discrimination of chamber-specific hiPSC-derived cardiomyocytes | Altomare, Claudia; Bartolucci, Chiara; Sala, Luca; Balbi, Carolina; Burrello, Jacopo; Pietrogiova...nna, Nicole; Burrello, Alessio; Bolis, Sara; Panella, Stefano; Arici, Martina; Krause, Rolf; Rocchetti, Marcella; Severi, Stefano; Barile, Lucio | 2023-01-01 | COMMUNICATIONS BIOLOGY | - | 1.01 Articolo in rivista | 2023CommBiol_Altomare.pdf |
A Microcontroller is All You Need: Enabling Transformer Execution on Low-Power IoT Endnodes | Burrello A.; Scherer M.; Zanghieri M.; Conti F.; Benini L. | 2021-01-01 | - | Institute of Electrical and Electronics Engineers Inc. | 4.01 Contributo in Atti di convegno | - |
Adversarially-Trained Tiny Autoencoders for Near-Sensor Continuous Structural Health Monitoring | Burrello, A; Sintoni, G; Brunelli, D; Benini, L | 2022-01-01 | - | IEEE | 4.01 Contributo in Atti di convegno | adversarially trained post print.pdf |
An Ensemble of Hyperdimensional Classifiers: Hardware-Friendly Short-Latency Seizure Detection with Automatic iEEG Electrode Selection | Burrello, Alessio; Benatti, Simone; Schindler, Kaspar Anton; Benini, Luca; Rahimi, Abbas | 2021-01-01 | IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS | - | 1.01 Articolo in rivista | jbhimerged.pdf |
Bioformers: Embedding Transformers for Ultra-Low Power sEMG-based Gesture Recognition | Burrello, A; Morghet, FB; Scherer, M; Benatti, S; Benini, L; Maciii, E; Poncinot, M; Pagliarit, DJ | 2022-01-01 | - | IEEE | 4.01 Contributo in Atti di convegno | bioformers embedding transformers post print.pdf |
Channel-wise Mixed-precision Assignment for DNN Inference on Constrained Edge Nodes | Risso, Matteo; Burrello, Alessio; Benini, Luca; Macii, Enrico; Poncino, Massimo; Pagliari, Daniel...e Jahier | 2022-01-01 | - | IEEE | 4.01 Contributo in Atti di convegno | - |
Damage detection in structural health monitoring with spiking neural networks | Zanatta L.; Barchi F.; Burrello A.; Bartolini A.; Brunelli D.; Acquaviva A. | 2021-01-01 | - | Institute of Electrical and Electronics Engineers Inc. | 4.01 Contributo in Atti di convegno | - |
Deep Neural Network Architecture Search for Accurate Visual Pose Estimation aboard Nano-UAVs | Cereda, E.; Crupi, L.; Risso, M.; Burrello, A.; Benini, L.; Giusti, A.; Jahier Pagliari, D.; Palo...ssi, D. | 2023-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
DORY: Automatic End-to-End Deployment of Real-World DNNs on Low-Cost IoT MCUs | Burrello, Alessio; Garofalo, Angelo; Bruschi, Nazareno; Tagliavini, Giuseppe; Rossi, Davide; Cont...i, Francesco | 2021-01-01 | IEEE TRANSACTIONS ON COMPUTERS | - | 1.01 Articolo in rivista | 2008.0127pp.pdf |
Embedded Streaming Principal Components Analysis for Network Load Reduction in Structural Health Monitoring | Burrello, Alessio; Marchioni, Alex; Brunelli, Davide; Benatti, Simone; Mangia, Mauro; Benini, Luca | 2021-01-01 | IEEE INTERNET OF THINGS JOURNAL | - | 1.01 Articolo in rivista | iotmerged.pdf |
Embedding Principal Component Analysis for Data Reduction in Structural Health Monitoring on Low-Cost IoT Gateways | Burrello A.; Marchioni A.; Brunelli D.; Benini L. | 2019-01-01 | - | Association for Computing Machinery, Inc | 4.01 Contributo in Atti di convegno | - |
Embedding Temporal Convolutional Networks for Energy-efficient PPG-based Heart Rate Monitoring | Alessio Burrello; Daniele Jahier Pagliari; Pierangelo Maria Rapa; Matilde Semilia; Matteo Risso; ...Tommaso Polonelli; Massimo Poncino; Luca Benini; Simone Benatti | 2022-01-01 | ACM TRANSACTIONS ON COMPUTING FOR HEALTHCARE | - | 1.01 Articolo in rivista | - |
Energy-efficient adaptive machine learning on IoT end-nodes with class-dependent confidence | Daghero F.; Burrello A.; Pagliari D.J.; Benini L.; Macii E.; Poncino M. | 2020-01-01 | - | Institute of Electrical and Electronics Engineers Inc. | 4.01 Contributo in Atti di convegno | - |
Energy-efficient Wearable-to-Mobile Offload of ML Inference for PPG-based Heart-Rate Estimation | Burrello, Alessio; Risso, Matteo; Tomasello, Noemi; Chen, Yukai; Benini, Luca; Macii, Enrico; Pon...cino, Massimo; Pagliari, Daniele Jahier | 2023-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
Enhancing structural health monitoring with vehicle identification and tracking | Burrello A.; Brunelli D.; Malavisi M.; Benini L. | 2020-01-01 | - | Institute of Electrical and Electronics Engineers Inc. | 4.01 Contributo in Atti di convegno | Enhancing Structural Health.pdf; Enhancing Structural Health_Postprint.pdf |
ExaMon-X: a Predictive Maintenance Framework for Automatic Monitoring in Industrial IoT Systems | Borghesi, Andrea; Burrello, Alessio; Bartolini, Andrea | 2021-01-01 | IEEE INTERNET OF THINGS JOURNAL | - | 1.01 Articolo in rivista | postPrintVersion_plus_editorialReference.pdf |
Exploring Scalable, Distributed Real-Time Anomaly Detection for Bridge Health Monitoring | Amirhossein Moallemi; Alessio Burrello; Davide Brunelli; Luca Benini | 2022-01-01 | IEEE INTERNET OF THINGS JOURNAL | - | 1.01 Articolo in rivista | exploring scalable post print.pdf |
Fully Onboard AI-powered Human-Drone Pose Estimation on Ultra-low Power Autonomous Flying Nano-UAVs | Palossi D.; Zimmerman N.; Burrello A.; Conti F.; Muller H.; Gambardella L.M.; Benini L.; Giusti A....; Guzzi J. | 2022-01-01 | IEEE INTERNET OF THINGS JOURNAL | - | 1.01 Articolo in rivista | IoTJ_2021____PULP_Frontnet_reduced.pdf |
HTVM: Efficient Neural Network Deployment On Heterogeneous TinyML Platforms | Van Delm, J; Vandersteegenl, M; Burrello, A; Sarda, GM; Conti, F; Pagliari, DJ; Benini, L; Verhel...st, M | 2023-01-01 | - | IEEE | 4.01 Contributo in Atti di convegno | - |