Abstract
While stability of adaptive control systems and their robustness to disturbances, unmodeled dynamics, and time-delays have been extensively analyzed in the literature, what is missing is the development of quantifiable margins that explicitly define the extent of these perturbations that the adaptive controller can withstand. In this paper, a first attempt is made to quantify robustness of adaptive controllers to time-delays, unmodeled dynamics, and state-dependent nonlinearities. Formal stability margin analysis is conducted and the theoretical predictions are validated using high performance aircraft flight simulation environment.
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Annaswamy, A.M., Jang, J., Lavretsky, E. (2010). Robust Adaptive Control Revisited: Semi-global Boundedness and Margins. In: Schumann, J., Liu, Y. (eds) Applications of Neural Networks in High Assurance Systems. Studies in Computational Intelligence, vol 268. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-10690-3_2
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DOI: https://doi.org/10.1007/978-3-642-10690-3_2
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-10689-7
Online ISBN: 978-3-642-10690-3
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