Giovanni Magenes
Papers
15
Total Citations
372
H-Index
8
About
Giovanni Magenes is an Italian biomedical engineer whose career has centered on prosthetics, human-machine interfaces, and tactile sensing — fields where his work has fundamentally advanced how robotic and prosthetic systems interact with the human body. Based at the University of Pavia, Magenes is perhaps best known for pioneering the application of principal components analysis (PCA) to myoelectric prosthetic hand control, a breakthrough that allowed amputees to intuitively operate sophisticated multi-fingered devices using minimal muscle signals. His landmark 2010 paper on PCA-based control of underactuated prosthetic hands has accumulated 127 citations, while a 2012 follow-up demonstrating real-time five-fingered prosthesis control earned 117 citations — together representing a foundational contribution to dexterous prosthetics. His earlier work in artificial tactile sensing, including skin-like sensor arrays for contact stress mapping (1993), laid important groundwork for embodied robotic perception. Magenes also explored neural network approaches to finger movement control and tactile object recognition, reflecting a consistently interdisciplinary vision combining biomechanics, machine learning, and sensorimotor integration. His research has meaningfully shaped the path toward natural, accessible prosthetic technology for upper-limb amputees.
Research Focus
Key Achievements
Top Papers
- 1
- 2
- 3Skin-like tactile sensor arrays for contact stress field extraction34 citations · 1993
- 4A feedforward neural network controlling the movement of a 3-DOF finger22 citations · 2002
- 5Two-channel real-time EMG control of a dexterous hand prosthesis17 citations · 2011
- 6
- 7Hand movement strategies in telecontrolled motion along 2-D trajectories12 citations · 1992
- 8A neural network-based system for tactile exploratory tasks8 citations · 2002
- 9An artificial tactile sensor for fine-form discrimination4 citations · 2002
- 10Teaching a Robot with Human Natural Movements3 citations · 2004