If I can do it, you can do it!
Interactive learning as the key to reliable intent detection


Claudio Castellini Claudio Castellini FAU Erlangen-Nürnberg, Germany

Claudio Castellini

FAU Erlangen-Nürnberg, Germany


ABSTRACT

Intent detection is a quintessential part of human-machine interaction and proves to be especially hard in rehabilitation and assistive robotics – decades of research in signal processing, machine learning and mechatronics still fail to produce a dexterous, flexible, and reliable HMI for prostheses and exoskeletons. In this talk I’ll sketch the state of the art in the field, try and highlight a few pitfalls and possible ways ahead, and illustrate what I consider to be the main path to success: interactive (human and machine-) learning, leading to tight coupling, optimal control, and embodiment of robotic artefacts.


SPEAKER BIO

I am a researcher in medical robotics, focussing on rehabilitation and assistive robotics, human-machine interfaces and interaction and applied machine learning. In 1998 I obtained a degree in Electronic (Biomedical) Engineering from the University of Genoa, then in 2005 a Ph.D. in Artificial Intelligence (Mathematical Logic) from the School of Informatics of the University of Edinburgh. I then turned my attention to robotics for the disabled and spent 4.5 years as a post-doctoral fellow at the Advanced Robotics Laboratory of the University of Genoa. In 2009 I landed at the German Aerospace Centre where, as of now, I am a team leader and senior researcher at the Institute of Robotics and Mechatronics.
In 2021 I have been appointed full professor at the Chair of Medical Robotics at the University of Erlangen-Nuremberg. As of now, I have (co)authored short of 120 scientific papers, I am involved in a few research projects and I have served, or am currently serving, for some international editorial boards and committees.


Technical Sponsors

Italy Section
IEEE Instrumentation and Measurement Society
Italy Section SEN Chapter
Italy (North) Section IE/IA/PEL Joint Chapter
Italy Section SMC Chapter
Italy Section C Chapter
Italy Section EMB Chapter
Italy Section IM Chapter
IEEE Wie


Financial Sponsor

CeR ITC


With the Patronage of

unitrento
ucbm
unibs
unisannio
gmee
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Sponsored By

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