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CDC
2010
IEEE
155views Control Systems» more  CDC 2010»
13 years 3 months ago
Linear parametric noise models for Least Squares Support Vector Machines
In the identification of nonlinear dynamical models it may happen that not only the system dynamics have to be modeled but also the noise has a dynamic character. We show how to ad...
Tillmann Falck, Johan A. K. Suykens, Bart De Moor
CDC
2009
IEEE
148views Control Systems» more  CDC 2009»
14 years 1 months ago
Robust extended Kalman filter based nonlinear model predictive control formulation
— The analysis of the EKF error sequence in [1] is expanded to the case with non-vanishing perturbations. The robust stability of NMPC and EKF pair is established. In addition, w...
Rui Huang, Sachin C. Patwardhan, Lorenz T. Biegler
CDC
2009
IEEE
166views Control Systems» more  CDC 2009»
13 years 12 months ago
Stable inversion-based robust tracking control in DC-DC nonlinear switched converters
— This article studies the robust tracking control problem in nonminimum phase DC-DC nonlinear switched power converters. The proposed procedure introduces a stable inversion-bas...
Josep M. Olm, Xavier Ros, Yuri B. Shtessel
ESSMAC
2003
Springer
14 years 1 months ago
Self-tuning Control of Non-linear Systems Using Gaussian Process Prior Models
Gaussian Process prior models, as used in Bayesian non-parametric statistical models methodology are applied to implement a nonlinear adaptive control law. The expected value of a...
Daniel Sbarbaro, Roderick Murray-Smith
CDC
2009
IEEE
122views Control Systems» more  CDC 2009»
13 years 6 months ago
Output-feedback control of feedforward nonlinear delayed systems through dynamic high-gain scaling
Abstract-- The output-feedback control problem for nonlinear systems with state and input delays is addressed. Both state and input delays are allowed to be time-varying and uncert...
Prashanth Krishnamurthy, Farshad Khorrami