BURRELLO, ALESSIO
BURRELLO, ALESSIO
CENTRO INTERDIPARTIMENTALE ALMA MATER RESEARCH INSTITUTE FOR HUMAN-CENTERED ARTIFICIAL INTELLIGENCE - (ALMA AI)
Collaboratori
EMG Acquisition and Processing for Hand Movement Decoding on Embedded Systems: State of the Art and Challenges
2025 Benatti, Simone; Donati, Elisa; Moin, Ali; Zanghieri, Marcello; Orlandi, Mattia; Burrello, Alessio; Artoni, Fiorenzo; Micera, Silvestro; Benini, Luca; Rabaey, Jan M.
EnhancePPG: Improving PPG-based Heart Rate Estimation with Self-Supervision and Augmentation
2025 Benfenati, Luca; Belloni, Sofia; Burrello, Alessio; Kasnesis, Panagiotis; Wang, Xiaying; Benini, Luca; Poncino, Massimo; Macii, Enrico; Pagliari, Daniele Jahier
Foundation Models for Structural Health Monitoring
2025 Benfenati, Luca; Pagliari, Daniele Jahier; Zanatta, Luca; Velez, Yhorman Alexander Bedoya; Acquaviva, Andrea; Poncino, Massimo; Macii, Enrico; Benini, Luca; Burrello, Alessio
MATCH: Model-Aware TVM-Based Compilation for Heterogeneous Edge Devices
2025 Amine Hamdi, Mohamed; Daghero, Francesco; Maria Sarda, Giuseppe; Van Delm, Josse; Symons, Arne; Benini, Luca; Verhelst, Marian; Jahier Pagliari, Daniele; Burrello, Alessio
POSTER: V-Seek: Optimizing LLM Reasoning on A Server-Class General-Purpose RISC-V Platform
2025 Poveda Rodrigo, Javier Jesus; Hamdi, Mohamed Amine; Koenig, Cyril; Burrello, Alessio; Jahier Pagliari, Daniele; Benini, Luca
Toward Attention-based TinyML: A Heterogeneous Accelerated Architecture and Automated Deployment Flow
2025 Wiese, Philip; İslamoğlu, Gamze; Scherer, Moritz; Macan, Luka; Jung, Victor J. B.; Burrello, Alessio; Conti, Francesco; Benini, Luca
Deeploy: Enabling Energy-Efficient Deployment of Small Language Models on Heterogeneous Microcontrollers
2024 Scherer, Moritz; Macan, Luka; Jung, Victor J. B.; Wiese, Philip; Bompani, Luca; Burrello, Alessio; Conti, Francesco; Benini, Luca
Optimization and Deployment of Deep Neural Networks for PPG-based Blood Pressure Estimation Targeting Low-power Wearables
2024 Burrello, Alessio; Carlucci, Francesco; Pollo, Giovanni; Wang, Xiaying; Poncino, Massimo; Macii, Enrico; Benini, Luca; Pagliari, Daniele Jahier
Optimizing Foundation Model Inference on a Many-Tiny-Core Open-Source RISC-V Platform
2024 Potocnik, Viviane; Colagrande, Luca; Fischer, Tim; Bertaccini, Luca; Pagliari, Daniele Jahier; Burrello, Alessio; Benini, Luca
Reducing False Alarms in Wearable Seizure Detection With EEGformer: A Compact Transformer Model for MCUs
2024 Busia, P.; Cossettini, A.; Ingolfsson, T. M.; Benatti, S.; Burrello, A.; Jung, V. J. B.; Scherer, M.; Scrugli, M. A.; Bernini, A.; Ducouret, P.; Ryvlin, P.; Meloni, P.; Benini, L.
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
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.
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
ExaMon-X: a Predictive Maintenance Framework for Automatic Monitoring in Industrial IoT Systems
2023 Borghesi, Andrea; Burrello, Alessio; Bartolini, Andrea
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
Precision-aware Latency and Energy Balancing on Multi-Accelerator Platforms for DNN Inference
2023 Risso, Matteo; Burrello, Alessio; Sarda, Giuseppe Maria; Benini, Luca; Macii, Enrico; Poncino, Massimo; Verhelst, Marian; Pagliari, Daniele Jahier
Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference
2023 Xie, Chen; Burrello, Alessio; Daghero, Francesco; Benini, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele
RISC-V Processor Technologies for Aerospace Applications in the ISOLDE Project
2023 Fornaciari, William; Reghenzani, Federico; Agosta, Giovanni; Zoni, Davide; Galimberti, Andrea; Conti, Francesco; Tortorella, Yvan; Parisi, Emanuele; Barchi, Francesco; Bartolini, Andrea; Acquaviva, Andrea; Gregori, Daniele; Cognetta, Salvatore; Ciancarelli, Carlo; Leboffe, Antonio; Serri, Paolo; Burrello, Alessio; Pagliari, Daniele Jahier; Urgese, Gianvito; Martina, Maurizio; Masera, Guido; Di Carlo, Rosario; Sciarappa, Antonio
UNSUPERVISED VEHICLE CLASSIFICATION USING A STRUCTURAL HEALTH MONITORING SYSTEM
2023 MOALLEMI, AMIRHOSSEIN; ZANATTA, LUCA; BURRELLO, ALESSIO; SALVARO, MATTIA; LONGO, MONICA; DARO, PAOLA; BARCHI, FRANCESCO; BRUNELLI, DAVIDE; BENINI, LUCA; ACQUAVIVA, ANDREA
| Titolo | Autore(i) | Anno | Periodico | Editore | Tipo | File |
|---|---|---|---|---|---|---|
| EMG Acquisition and Processing for Hand Movement Decoding on Embedded Systems: State of the Art and Challenges | Benatti, Simone; Donati, Elisa; Moin, Ali; Zanghieri, Marcello; Orlandi, Mattia; Burrello, Alessi...o; Artoni, Fiorenzo; Micera, Silvestro; Benini, Luca; Rabaey, Jan M. | 2025-01-01 | PROCEEDINGS OF THE IEEE | - | 1.01 Articolo in rivista | - |
| EnhancePPG: Improving PPG-based Heart Rate Estimation with Self-Supervision and Augmentation | Benfenati, Luca; Belloni, Sofia; Burrello, Alessio; Kasnesis, Panagiotis; Wang, Xiaying; Benini, ...Luca; Poncino, Massimo; Macii, Enrico; Pagliari, Daniele Jahier | 2025-01-01 | - | Institute of Electrical and Electronics Engineers Inc. | 4.01 Contributo in Atti di convegno | - |
| Foundation Models for Structural Health Monitoring | Benfenati, Luca; Pagliari, Daniele Jahier; Zanatta, Luca; Velez, Yhorman Alexander Bedoya; Acquav...iva, Andrea; Poncino, Massimo; Macii, Enrico; Benini, Luca; Burrello, Alessio | 2025-01-01 | IEEE TRANSACTIONS ON SUSTAINABLE COMPUTING | - | 1.01 Articolo in rivista | - |
| MATCH: Model-Aware TVM-Based Compilation for Heterogeneous Edge Devices | Amine Hamdi, Mohamed; Daghero, Francesco; Maria Sarda, Giuseppe; Van Delm, Josse; Symons, Arne; B...enini, Luca; Verhelst, Marian; Jahier Pagliari, Daniele; Burrello, Alessio | 2025-01-01 | IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS | - | 1.01 Articolo in rivista | - |
| POSTER: V-Seek: Optimizing LLM Reasoning on A Server-Class General-Purpose RISC-V Platform | Poveda Rodrigo, Javier Jesus; Hamdi, Mohamed Amine; Koenig, Cyril; Burrello, Alessio; Jahier Pagl...iari, Daniele; Benini, Luca | 2025-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| Toward Attention-based TinyML: A Heterogeneous Accelerated Architecture and Automated Deployment Flow | Wiese, Philip; İslamoğlu, Gamze; Scherer, Moritz; Macan, Luka; Jung, Victor J. B.; Burrello, Ale...ssio; Conti, Francesco; Benini, Luca | 2025-01-01 | IEEE DESIGN & TEST | - | 1.01 Articolo in rivista | 2408.02473v2.pdf |
| Deeploy: Enabling Energy-Efficient Deployment of Small Language Models on Heterogeneous Microcontrollers | Scherer, Moritz; Macan, Luka; Jung, Victor J. B.; Wiese, Philip; Bompani, Luca; Burrello, Alessio...; Conti, Francesco; Benini, Luca | 2024-01-01 | IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS | - | 1.01 Articolo in rivista | 2408.04413v1.pdf |
| Optimization and Deployment of Deep Neural Networks for PPG-based Blood Pressure Estimation Targeting Low-power Wearables | Burrello, Alessio; Carlucci, Francesco; Pollo, Giovanni; Wang, Xiaying; Poncino, Massimo; Macii, ...Enrico; Benini, Luca; Pagliari, Daniele Jahier | 2024-01-01 | - | Institute of Electrical and Electronics Engineers Inc. | 4.01 Contributo in Atti di convegno | - |
| Optimizing Foundation Model Inference on a Many-Tiny-Core Open-Source RISC-V Platform | Potocnik, Viviane; Colagrande, Luca; Fischer, Tim; Bertaccini, Luca; Pagliari, Daniele Jahier; Bu...rrello, Alessio; Benini, Luca | 2024-01-01 | IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR ARTIFICIAL INTELLIGENCE | - | 1.01 Articolo in rivista | - |
| Reducing False Alarms in Wearable Seizure Detection With EEGformer: A Compact Transformer Model for MCUs | Busia, P.; Cossettini, A.; Ingolfsson, T. M.; Benatti, S.; Burrello, A.; Jung, V. J. B.; Scherer,... M.; Scrugli, M. A.; Bernini, A.; Ducouret, P.; Ryvlin, P.; Meloni, P.; Benini, L. | 2024-01-01 | IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS | - | 1.01 Articolo in rivista | Reducing_False_Alarms_in_Wearable_Seizure_Detection_With_EEGformer_A_Compact_Transformer_Model_for_MCUs.pdf |
| 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 |
| 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 | - |
| 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 | - |
| ExaMon-X: a Predictive Maintenance Framework for Automatic Monitoring in Industrial IoT Systems | Borghesi, Andrea; Burrello, Alessio; Bartolini, Andrea | 2023-01-01 | IEEE INTERNET OF THINGS JOURNAL | - | 1.01 Articolo in rivista | postPrintVersion_plus_editorialReference.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 | - |
| Precision-aware Latency and Energy Balancing on Multi-Accelerator Platforms for DNN Inference | Risso, Matteo; Burrello, Alessio; Sarda, Giuseppe Maria; Benini, Luca; Macii, Enrico; Poncino, Ma...ssimo; Verhelst, Marian; Pagliari, Daniele Jahier | 2023-01-01 | - | IEEE | 4.01 Contributo in Atti di convegno | - |
| Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference | Xie, Chen; Burrello, Alessio; Daghero, Francesco; Benini, Luca; Calimera, Andrea; Macii, Enrico; ...Poncino, Massimo; Jahier Pagliari, Daniele | 2023-01-01 | SENSORS | - | 1.01 Articolo in rivista | Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference.pdf |
| RISC-V Processor Technologies for Aerospace Applications in the ISOLDE Project | Fornaciari, William; Reghenzani, Federico; Agosta, Giovanni; Zoni, Davide; Galimberti, Andrea; Co...nti, Francesco; Tortorella, Yvan; Parisi, Emanuele; Barchi, Francesco; Bartolini, Andrea; Acquaviva, Andrea; Gregori, Daniele; Cognetta, Salvatore; Ciancarelli, Carlo; Leboffe, Antonio; Serri, Paolo; Burrello, Alessio; Pagliari, Daniele Jahier; Urgese, Gianvito; Martina, Maurizio; Masera, Guido; Di Carlo, Rosario; Sciarappa, Antonio | 2023-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| UNSUPERVISED VEHICLE CLASSIFICATION USING A STRUCTURAL HEALTH MONITORING SYSTEM | MOALLEMI, AMIRHOSSEIN; ZANATTA, LUCA; BURRELLO, ALESSIO; SALVARO, MATTIA; LONGO, MONICA; DARO, PA...OLA; BARCHI, FRANCESCO; BRUNELLI, DAVIDE; BENINI, LUCA; ACQUAVIVA, ANDREA | 2023-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |