Temporal Variability Analysis in sEMG Hand Grasp Recognition using Temporal Convolutional Networks. - Marcello Zanghieri; Simone Benatti; Francesco Conti 001; Alessio Burrello; Luca Benini (AICAS, 2020)

Robust Real-Time Embedded EMG Recognition Framework Using Temporal Convolutional Networks on a Multicore IoT Processor. - Marcello Zanghieri; Simone Benatti; Alessio Burrello; Victor Javier Kartsch; Francesco Conti 001; Luca Benini (IEEE Trans. Biomed. Circuits Syst., 2020)

A Microcontroller is All You Need: Enabling Transformer Execution on Low-Power IoT Endnodes. - Alessio Burrello; Moritz Scherer 001; Marcello Zanghieri; Francesco Conti 001; Luca Benini (COINS, 2021)

sEMG-based Regression of Hand Kinematics with Temporal Convolutional Networks on a Low-Power Edge Microcontroller. - Marcello Zanghieri; Simone Benatti; Alessio Burrello; Victor Javier Kartsch Morinigo; Roberto Meattini; Gianluca Palli; Claudio Melchiorri; Luca Benini (COINS, 2021)

Prediction of Thermal Hazards in a Real Datacenter Room Using Temporal Convolutional Networks. - Mohsen Seyedkazemi Ardebili; Marcello Zanghieri; Alessio Burrello; Francesco Beneventi; Andrea Acquaviva; Luca Benini; Andrea Bartolini (DATE, 2021)

TCN Mapping Optimization for Ultra-Low Power Time-Series Edge Inference. - Alessio Burrello; Alberto Dequino; Daniele Jahier Pagliari; Francesco Conti 001; Marcello Zanghieri; Enrico Macii; Luca Benini; Massimo Poncino (ISLPED, 2021)

sEMG Neural Spikes Reconstruction for Gesture Recognition on a Low-Power Multicore Processor. - Mattia Orlandi; Marcello Zanghieri; Victor Javier Kartsch Morinigo; Francesco Conti 001; Pasquale Davide Schiavone; Luca Benini; Simone Benatti (BioCAS, 2022)

Motor-Unit Ordering of Blindly-Separated Surface-EMG Signals for Gesture Recognition. - Mattia Orlandi; Marcello Zanghieri; Pasquale Davide Schiavone; Elisa Donati; Francesco Conti 001; Simone Benatti (SYSINT, 2022)

An Adaptive Dynamic Mixing Model for sEMG Real-Time ICA on an Ultra-Low Power Processor. - Mattia Orlandi; Pierangelo Maria Rapa; Marcello Zanghieri; Sebastian Frey; Victor Javier Kartsch; Luca Benini; Simone Benatti (BioCAS, 2023)

Online Unsupervised Arm Posture Adaptation for sEMG-based Gesture Recognition on a Parallel Ultra-Low-Power Microcontroller. - Marcello Zanghieri; Mattia Orlandi; Elisa Donati; Emanuele Gruppioni; Luca Benini; Simone Benatti (BioCAS, 2023)

Event-based Low-Power and Low-Latency Regression Method for Hand Kinematics from Surface EMG. - Marcello Zanghieri; Simone Benatti; Luca Benini; Elisa Donati (IWASI, 2023)

Embedded Multi-Sensor Smartwatch for Computationally Intensive Biosignal Processing. - Pierangelo Maria Rapa; Mattia Orlandi; Marcello Zanghieri; Luca Benini; Simone Benatti (BioCAS, 2024)

Wearable High-Density sEMG Processing with Class Activation Maps with an Embedded Temporal Convolutional Network. - Marcello Zanghieri; Pierangelo Maria Rapa; Mattia Orlandi; Étienne Buteau; Félix Chamberland; Benoit Gosselin; Luca Benini; Simone Benatti (BioCAS, 2024)

Leveraging Motor Unit Spatial Activation Patterns for Channel Selection in Finger Force Regression. - Farah Baracat; Marcello Zanghieri; Luca Benini; Dario Farina; Giacomo Indiveri; Simone Benatti; Elisa Donati (EMBC, 2024)

An Extreme-Edge TCN-Based Low-Latency Collision-Avoidance Safety System for Industrial Machinery. - Marcello Zanghieri; Fabrizio Indirli; Antonio Latella; Giacomo Michele Puglia; Felice Tecce; Francesco Papariello; Giulio Urlini; Luca Benini; Francesco Conti 001 (IEEE Access, 2024)

Real-Time Motor Unit Tracking From sEMG Signals With Adaptive ICA on a Parallel Ultra-Low Power Processor. - Mattia Orlandi; Pierangelo Maria Rapa; Marcello Zanghieri; Sebastian Frey; Victor Javier Kartsch; Luca Benini; Simone Benatti (IEEE Trans. Biomed. Circuits Syst., 2024)

sEMG-Driven Hand Dynamics Estimation With Incremental Online Learning on a Parallel Ultra-Low-Power Microcontroller. - Marcello Zanghieri; Pierangelo Maria Rapa; Mattia Orlandi; Elisa Donati; Luca Benini; Simone Benatti (IEEE Trans. Biomed. Circuits Syst., 2024)

EMG Acquisition and Processing for Hand Movement Decoding on Embedded Systems: State of the Art and Challenges. - Simone Benatti; Elisa Donati; Ali Moin; Marcello Zanghieri; Mattia Orlandi; Alessio Burrello; Fiorenzo Artoni; Silvestro Micera; Luca Benini; Jan M. Rabaey (Proc. IEEE, 2025)