A survey on iterative learning control for nonlinear systems

JX Xu - International Journal of Control, 2011 - Taylor & Francis
In this article we review the recent advances in iterative learning control (ILC) for nonlinear
dynamic systems. In the research field of ILC, two categories of system nonlinearities are …

Robust iterative learning control for nonrepetitive uncertain systems

D Meng, KL Moore - IEEE Transactions on Automatic Control, 2016 - ieeexplore.ieee.org
This technical note proposes a robust iterative learning control (ILC) strategy to regulate
iteratively-operated, finite-duration nonrepetitive systems characterized by iteration-varying …

Adaptive iterative learning control for high-speed trains with unknown speed delays and input saturations

H Ji, Z Hou, R Zhang - IEEE Transactions on Automation …, 2015 - ieeexplore.ieee.org
In this paper, an adaptive iterative learning control (AILC) strategy for high-speed trains with
unknown speed delays and control input saturations is designed to address speed trajectory …

Model free adaptive iterative learning control based fault-tolerant control for subway train with speed sensor fault and over-speed protection

J Zheng, Z Hou - IEEE Transactions on Automation Science …, 2022 - ieeexplore.ieee.org
A model free adaptive iterative learning control based fault-tolerant control (MFAILC-FTC)
scheme for subway train speed tracking with speed sensor fault and over-speed protection …

Robust adaptive iterative learning control for discrete-time nonlinear systems with time-iteration-varying parameters

M Yu, C Li - IEEE Transactions on Systems, Man, and …, 2017 - ieeexplore.ieee.org
In this paper, the robustness problem in adaptive iterative learning control for discrete-time
nonlinear systems with time-iteration-varying parameters is investigated. The time-iteration …

Cooperative adaptive iterative learning fault-tolerant control scheme for multiple subway trains

G Liu, Z Hou - IEEE Transactions on Cybernetics, 2020 - ieeexplore.ieee.org
In this article, a cooperative adaptive iterative learning fault-tolerant control (CAILFTC)
algorithm with the radial basis function neural network (RBFNN) is proposed for multiple …

Coordinated iterative learning control schemes for train trajectory tracking with overspeed protection

H Sun, Z Hou, D Li - IEEE Transactions on Automation Science …, 2012 - ieeexplore.ieee.org
This work embodies the overspeed protection and safe headway control into an iterative
learning control (ILC) based train trajectory tracking algorithm to satisfy the high safety …

Constrained data-driven optimal iterative learning control

R Chi, X Liu, R Zhang, Z Hou, B Huang - Journal of Process Control, 2017 - Elsevier
A constrained optimal ILC for a class of nonlinear and non-affine systems, without requiring
any explicit model information except for the input and output data, is proposed in this work …

Iterative learning control for a class of nonlinear systems with random packet losses

X Bu, F Yu, Z Hou, F Wang - Nonlinear Analysis: Real World Applications, 2013 - Elsevier
This paper considers the problem of iterative learning control (ILC) for a class of nonlinear
systems with random packet dropouts. It is assumed that an ILC scheme is implemented via …

Contraction mapping-based robust convergence of iterative learning control with uncertain, locally Lipschitz nonlinearity

D Meng, KL Moore - IEEE Transactions on Systems, Man, and …, 2017 - ieeexplore.ieee.org
This paper studies the output tracking control problems for multiple-input, multiple-output
(MIMO) locally Lipschitz nonlinear (LLNL) systems subject to iterative operation and …