Model‐based vs data‐driven adaptive control: an overview

M Benosman - International Journal of Adaptive Control and …, 2018 - Wiley Online Library
In this paper, we present an overview of adaptive control by contrasting model‐based
approaches with data‐driven approaches. Indeed, we propose to classify adaptive …

Adaptive control of nonlinearly parameterized systems: the smooth feedback case

W Lin, C Qian - IEEE Transactions on Automatic control, 2002 - ieeexplore.ieee.org
Studies global adaptive control of nonlinearly parameterized systems with uncontrollable
linearization. Using a parameter separation technique and the tool of adding a power …

Adaptive finite-time stabilization of a class of uncertain nonlinear systems via logic-based switchings

J Fu, R Ma, T Chai - IEEE Transactions on Automatic Control, 2017 - ieeexplore.ieee.org
In this paper, global adaptive finite-time stabilization is investigated by logic-based switching
control for a class of uncertain nonlinear systems with the powers of positive odd rational …

Adaptive observers for nonlinearly parameterized class of nonlinear systems

M Farza, M M'Saad, T Maatoug, M Kamoun - Automatica, 2009 - Elsevier
In this paper, one proposes adaptive observers for a class of uniformly observable MIMO
nonlinear systems with general nonlinear parameterizations. The state and the unknown …

Adaptive state-feedback stabilization of high-order stochastic systems with nonlinear parameterization

XJ Xie, J Tian - Automatica, 2009 - Elsevier
This paper investigates the adaptive state-feedback stabilization of high-order stochastic
systems with nonlinear parameterization. By using the parameter separation lemma in [Lin …

Robust adaptive control for a class of MIMO nonlinear systems with guaranteed error bounds

H Xu, PA Ioannou - IEEE transactions on automatic control, 2003 - ieeexplore.ieee.org
The design of stabilizing controllers for multiple-input-multiple-output (MIMO) nonlinear
plants with unknown nonlinearities is a challenging problem. The high dimensionality …

Adaptive control of nonlinearly parameterized systems with a triangular structure

A Kojić, AM Annaswamy - Automatica, 2002 - Elsevier
This paper deals with adaptive control of a class of nonlinear systems with a triangular
structure and nonlinear parameterization. In Kojić et al.[(Systems Control Lett. 37 (1999) …

Parameter convergence in nonlinearly parameterized systems

C Cao, AM Annaswamy, A Kojic - IEEE Transactions on …, 2003 - ieeexplore.ieee.org
A large class of problems in parameter estimation concerns nonlinearly parametrized
systems. Over the past few years, a stability framework for estimation and control of such …

Adaptive stabilization for a class of nonlinearly parameterized systems with multiple unknown control directions via switching linear controllers

R Ma, Y Hu, Y Qu - Nonlinear Analysis: Hybrid Systems, 2024 - Elsevier
In this paper, the adaptive control via switching linear controllers is studied for a class of
nonlinearly parameterized systems with unknown control directions. For the studied system …

Adaptive estimation for a class of nonlinearly parameterized dynamical systems

V Adetola, M Guay, D Lehrer - IEEE Transactions on Automatic …, 2014 - ieeexplore.ieee.org
The technical note presents a new technique for the adaptive parameter estimation in
nonlinear parameterized dynamical systems. The technique proposes an uncertainty set …