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Published in 2022 at "IEEE Control Systems Letters"
DOI: 10.1109/lcsys.2021.3077861
Abstract: A method is presented to learn neural network (NN) controllers with stability and safety guarantees through imitation learning (IL). Convex stability and safety conditions are derived for linear time-invariant systems with NN controllers by merging…
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Keywords:
safety guarantees;
stability safety;
imitation learning;
stability ... See more keywords