Comparison of architectures and robustness of model reference adaptive controllers and L1  adaptive controllers

The paper compares direct and indirect model reference adaptive controllers (MRAC) with the L-1 adaptive controller. The architectures of the closed-loop systems are first compared in a simple setting that clarifies the similarities and differences of the controllers. The indirect MRAC and the L-1 controller have identical state predictors, but they differ in the computation of the control signal, which in L-1 is carried out by solving a feedback loop. The special case, where the controllers only adapt to a parameter representing input disturbances, is discussed. In this case, the closed-loop system is linear, so it may not be appropriate to call the controllers adaptive. The special case does, however, give good insight into similarities and differences of the controllers and the effects of various modifications. In particular, the analysis gives good understanding of the robustness properties. Copyright (C) 2013 John Wiley & Sons, Ltd. (Less)

[1]  K. Narendra,et al.  Stable model reference adaptive control in the presence of bounded disturbances , 1982 .

[2]  Naira Hovakimyan,et al.  Design and Analysis of a Novel ${\cal L}_1$ Adaptive Control Architecture With Guaranteed Transient Performance , 2008, IEEE Transactions on Automatic Control.

[3]  Michael Athans,et al.  Robustness of continuous-time adaptive control algorithms in the presence of unmodeled dynamics , 1985 .

[4]  K. Narendra,et al.  Stable adaptive controller design, part II: Proof of stability , 1980 .

[5]  Petros A. Ioannou,et al.  Robust redesign of adaptive control , 1984 .

[6]  A. Morse Global stability of parameter-adaptive control systems , 1979 .

[7]  T. Georgiou,et al.  Robustness analysis of nonlinear feedback systems: an input-output approach , 1997, IEEE Trans. Autom. Control..

[8]  Petros A. Ioannou,et al.  An asymptotic error analysis of identifiers and adaptive observers in the presence of parasitics , 1982 .

[9]  Karl Johan Åström,et al.  Adaptive autopilots for tankers , 1979, Autom..

[10]  K. Narendra,et al.  A new adaptive law for robust adaptation without persistent excitation , 1987 .

[11]  Brian D. O. Anderson,et al.  Failures of adaptive control theory and their resolution , 2005, Commun. Inf. Syst..

[12]  Chengyu Cao,et al.  L1 adaptive controller for multi-input multi-output systems in the presence of nonlinear unmatched uncertainties , 2010, Proceedings of the 2010 American Control Conference.

[13]  Irene M. Gregory,et al.  Flight Test of an L(sub 1) Adaptive Controller on the NASA AirSTAR Flight Test Vehicle , 2010 .

[14]  Naira Hovakimyan,et al.  L1 Adaptive Output-Feedback Controller for Non-Strictly-Positive-Real Reference Systems: Missile Longitudinal Autopilot Design , 2009 .

[15]  L. Praly,et al.  Adaptive nonlinear regulation: estimation from the Lyapunov equation , 1992 .

[16]  Irene M. Gregory,et al.  $\mathcal {L}_1$Adaptive Control for Safety-Critical Systems , 2011, IEEE Control Systems.

[17]  Karl Johan Åström Interactions between excitation and unmodeled dynamics in adaptive control , 1984 .

[18]  Chengyu Cao,et al.  Stability Margins of ${\cal L}_{1}$ Adaptive Control Architecture , 2010, IEEE Transactions on Automatic Control.

[19]  Björn Wittenmark,et al.  On Self Tuning Regulators , 1973 .