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 neural-network boundary control for a flexible manipulator with input constraints and model uncertainties

Y Ren, Z Zhao, C Zhang, Q Yang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
This article develops an adaptive neural-network (NN) boundary control scheme for a
flexible manipulator subject to input constraints, model uncertainties, and external …

Adaptive fuzzy control for coordinated multiple robots with constraint using impedance learning

L Kong, W He, C Yang, Z Li… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
In this paper, we investigate fuzzy neural network (FNN) control using impedance learning
for coordinated multiple constrained robots carrying a common object in the presence of the …

Switching-based adaptive fault-tolerant control for uncertain nonlinear systems against actuator and sensor faults

X Yang, X Wang, S Wang, V Puig - Journal of the Franklin Institute, 2023 - Elsevier
In previous research on fault switching of redundant actuators using monitoring modules, the
interference of sensor faults on monitoring results has not received enough attention. In this …

Adaptive leader–follower formation control of underactuated surface vehicles with guaranteed performance

SL Dai, S He, H Cai, C Yang - IEEE Transactions on Systems …, 2020 - ieeexplore.ieee.org
This article studies the formation tracking control problem for a group of underactuated
surface vehicles with guaranteed transient properties, including connectivity maintenance …

Notice of violation of IEEE publication principles: reliable output feedback control of discrete-time fuzzy affine systems with actuator faults

Y Wei, J Qiu, HR Karimi - … on Circuits and Systems I: Regular …, 2016 - ieeexplore.ieee.org
Notice of Violation of IEEE Publication Principles After careful consideration by a duly
constituted committee, an author of this article, Hamid Reza Karimi, was found to have acted …

Global adaptive control of switched uncertain nonlinear systems: An improved MDADT method

B Niu, P Zhao, JD Liu, HJ Ma, YJ Liu - Automatica, 2020 - Elsevier
This paper investigates the global adaptive control problem for a class of general switched
uncertain nonlinear systems. By improving the well-known mode-dependent average dwell …

Fault-tolerant output-constrained control of unknown Euler–Lagrange systems with prescribed tracking accuracy

JX Zhang, GH Yang - Automatica, 2020 - Elsevier
This paper explores the output-constrained tracking control problem for unknown Euler–
Lagrange systems subject to actuator faults, in the case where the reference trajectory is …

Secure state estimation against sparse sensor attacks with adaptive switching mechanism

L An, GH Yang - IEEE Transactions on Automatic Control, 2017 - ieeexplore.ieee.org
This paper investigates the problem of secure state estimation for cyber-physical systems
modeled by continuous or discrete-time linear systems when some sensors are corrupted by …

Adaptive fuzzy control of stochastic nonstrict-feedback nonlinear systems with input saturation

H Li, L Bai, Q Zhou, R Lu, L Wang - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
This paper studies an adaptive fuzzy tracking control problem for nonlinear stochastic
systems with input saturation and nonstrict-feedback form. We use fuzzy logic systems to …