Elisa Donati

Position:
Research Fellow
Email:
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I have joined INI in January 2017 and I am currently a PostDoc in Neuromorphic Cognitive Systems group. I graduated in biomedical engineering from the University of Pisa, Italy and I obtained my PhD degree in Bioinspired Robotics from Institute of BioRobotics, School of Advanced Studies Pisa, Italy. During my studies I was working on understanding how to build artificial living technologies with similar skills and computational capabilities as animals. Here, at INI, I am interested in the design, simulation and validation of sub-threshold VLSI circuits for biomedical applications, in particular, a biologically accurate model of respiratory CPG and ECG and sEMG signals processing and classification.

Teaching

227-0085-09 Projects & Seminars: Spiking Neural Network on Neuromorphic processors

Publications

2020

  • Enea Ceolini, Charlotte Frenkel, Sumit Bam Shrestha, Gemma Taverni, Lyes Khacef, Melika Payvand, Elisa Donati Hand-gesture recognition based on EMG and event-based camera sensor fusion: a benchmark in neuromorphic computing, Frontiers in Neuroscience, 2020 pdf

2019

  • Elisa Donati, Melika Payvand, Nicoletta Risi, Renate Krause, Giacomo Indiveri Discrimination of EMG Signals Using a Neuromorphic Implementation of a Spiking Neural Network, IEEE Transactions on Biomedical Circuits and Systems , 13:(5), 2019
  • Enea Ceolini, Gemma Taverni, Lyes Khacef, Melika Payvand, Elisa Donati Sensor fusion using EMG and vision for hand gesture classification in mobile applications, 2019 IEEE Biomedical Circuits and Systems Conference (BioCAS) 1-4, 2019
  • Kamal Abu-Hassan, Joseph D Taylor, Paul G Morris, Elisa Donati, Zuner A Bortolotto, Giacomo Indiveri, Julian FR Paton, Alain Nogaret Optimal solid state neurons, Nature Communications, 10:(1) 1-13, 2019
  • Nicoletta Risi, Alessandro Aimar, Elisa Donati, Sergio Solinas, Giacomo Indiveri A spike-based neuromorphic stereo architecture for active vision, Proceedings of ROBUST ARTIFICIAL INTELLIGENCE FOR NEUROROBOTICS, University of Edinburgh (26 – 28 August 2019), 2019
  • Xiaojuan Mo, Wenjie Ge, Donato Romano, Elisa Donati, Giovanni Benelli, Paolo Dario, Cesare Stefanini Modelling jumping in Locusta migratoria and the influence of substrate roughness, Entomologia Generalis 317-332, 2019

2018

  • Donato Romano, Elisa Donati, Giovanni Benelli, Cesare Stefanini A review on animal–robot interaction: from bio-hybrid organisms to mixed societies, Biological Cybernetics 1-25, 2018
  • E. Donati, K. A. Hassan, A. Nogaret and G. Indiveri Deriving optimal silicon neuron circuit specifications using Data Assimilation, 2018 IEEE International Symposium on Circuits and Systems (ISCAS), 2018
  • Elisa Donati, Fernando Perez-Pefia, Chiara Bartolozzi, Giacomo Indiveri, Elisabetta Chicca Open-loop neuromorphic controller implemented on vlsi devices, 2018 7th IEEE International Conference on Biomedical Robotics and Biomechatronics (Biorob) 827-832, 2018
  • Elisa Donati, Melika Payvand, Nicoletta Risi, Renate Krause, Karla Burelo, Thomas Dalgaty, and Elisa Vianello, Giacomo Indiveri Processing EMG signals using reservoir computing on an event-based neuromorphic system, IEEE Biomedical Circuits and Systems Conference(BioCAS), 2018