Aaron Ames: "Safety-Critical Control of Autonomous Systems"

Mathematical Challenges and Opportunities for Autonomous Vehicles 2020
Workshop II: Safe Operation of Connected and Autonomous Vehicle Fleets
"Safety-Critical Control of Autonomous Systems"
Aaron Ames - California Institute of Technology
Abstract: Guaranteeing safe behavior is a critical component of translating autonomous systems from a laboratory setting to real-world environments. With this as motivation, this talk will present a safety-critical approach to the control of nonlinear systems. To this end, a unified nonlinear control framework for realizing dynamic behaviors will be presented. Underlying this approach is an optimization-based control paradigm leveraging control barrier functions that guarantee safety (represented as forward set invariance). The impact of this paradigm will be considered in the context of autonomous systems, and the application of these ideas will be demonstrated experimentally on a wide variety of robotic systems. Finally, the realization of safety-critical control in the context of automotive systems will be considered with a view toward autonomous vehicle fleets.
Institute for Pure and Applied Mathematics, UCLA
October 26, 2020
For more information: www.ipam.ucla.edu/avws2

[@Mavarok284]

Thank you very much for the amazing presentation. I was blown away by the fact that CBFs are a superclass of Potential Fields!

[@Hermis14]

Thank you Prof. Ames for giving such a nice presentation for CBF methods. Your papers are pretty inspiring.

[@Abcd-w9z]

Thank you Prof. Aimes for the interesting talk.

[@soutrikband]

Such an innovative concept !!

[@zarikdaniel6697]

What about the idea of replacing you with robot ? There is no point to listen a human talk about autonomy after 2015.