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Comments on \(\mathcal{L}_1\)-adaptive control: stabilisation mechanism, existing conditions for stability and performance limitations. (English) Zbl 1317.93153

Summary: In recent years, we have witnessed the publication in various control and applications journals of some papers where it is suggested to replace the tracking error-driven parameter estimator of direct model reference adaptive controller with a state prediction-driven one, used in indirect schemes. Moreover, it is suggested to compute the controller with a linear time-invariant filter and to use high adaptation gains. It has been claimed that these modifications improve the performance of the system. The objective of this paper is to discuss these claims with the simplest possible examples. The main contributions of the paper are, first, to reveal that the stabilization mechanism is univocally determined by the filter and is independent of the parameter adaptation. Second, to prove that the condition for stability suggested in the literature cannot be verified, even in basic examples. Finally, to prove that the controller cannot ensure suitable tracking (or regulation) performance even for these examples.

MSC:

93C40 Adaptive control/observation systems
93D21 Adaptive or robust stabilization
93E11 Filtering in stochastic control theory
Full Text: DOI

References:

[1] Astrom K., Adaptive control (1989) · Zbl 0434.92027
[2] DOI: 10.1109/TAC.2005.854625 · Zbl 1365.93233 · doi:10.1109/TAC.2005.854625
[3] Boskovic J., American Control Conference (2013)
[4] Desoer C., Feedback systems: Input output properties (1975) · Zbl 0327.93009
[5] DOI: 10.1109/MCS.2011.941961 · Zbl 1395.93297 · doi:10.1109/MCS.2011.941961
[6] Ioannou P., IEEE Transactions on Automatic Control
[7] Ioannou P., Robust adaptive control (1996)
[8] DOI: 10.1109/TAC.1974.1100670 · Zbl 0288.93022 · doi:10.1109/TAC.1974.1100670
[9] Morse A.S., Open problems in mathematical system theory and control (2002)
[10] Narendra K., Stable adaptive systems (1989) · Zbl 0758.93039
[11] Ortega R., American Control Conference (2013)
[12] Panteley E., Adaptation is unnecessary in adaptive control, LSS Internal Report (2013)
[13] Sastry S., Adaptive control: Stability, convergence and robustness (1989) · Zbl 0721.93046
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