Stability of non-linear neural feedback loops using sum of squares

Neural network controllers have the potential to improve the performance of feedback systems compared to traditional controllers, due to their ability to act as general function approximators. However, quantifying their safety and robustness properties has proven challenging due to the nonlinearitie...

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Autori principali: Newton, M, Papachristodoulou, A
Natura: Conference item
Lingua:English
Pubblicazione: IEEE 2022