Adaptive Estimation for a Class of Nonlinearly Parameterized Dynamical Systems

作者:Adetola Veronica*; Guay Martin; Lehrer Devon
来源:IEEE Transactions on Automatic Control, 2014, 59(10): 2818-2824.
DOI:10.1109/TAC.2014.2318080

摘要

The technical note presents a new technique for the adaptive parameter estimation in nonlinear parameterized dynamical systems. The technique proposes an uncertainty set-update approach that guarantees forward invariance of the true value of the parameters. In addition, it is shown that in the presence of sufficiently exciting state trajectories, the parameter estimates converge to the true values and the uncertainty set vanishes around the true value of the parameters. The set-based approach is also shown to identify when the parameter estimates are biased. Two simulation examples are presented that demonstrate the effectiveness of the technique.

  • 出版日期2014-10