This article proposes an effective iterative learning control (ILC) approach based on successive projection scheme for repetitive systems with randomly varying trial lengths. A …
D Shen, X Li - Annual Reviews in Control, 2019 - Elsevier
The nonuniform trial length problem, which causes information dropout in learning, is very common in various control systems such as robotics and motion control systems. This paper …
S Guan, Z Zhuang, H Tao, Y Chen… - Transactions of the …, 2023 - journals.sagepub.com
In most implementations of iterative learning control (ILC) for trajectory tracking, it is usually required that the trial lengths of different iterations are uniform. However, this requirement …
Y Yu, C Zhang, W Cao, X Huang, X Zhang… - Mechanical Systems and …, 2023 - Elsevier
The magnetic shape memory alloy based actuator (MSMA-BA) is an indispensable component mechanism for high-precision positioning systems as it possesses the …
D Shen - IEEE/CAA Journal of Automatica Sinica, 2018 - ieeexplore.ieee.org
This paper conducts a survey on iterative learning control (ILC) with incomplete information and associated control system design, which is a frontier of the ILC field. The incomplete …
D Shen, JX Xu - IEEE transactions on neural networks and …, 2018 - ieeexplore.ieee.org
This paper proposes adaptive iterative learning control (ILC) schemes for continuous-time parametric nonlinear systems with iteration lengths that randomly vary. As opposed to the …
Q Yu, Z Hou - IEEE Transactions on Fuzzy Systems, 2020 - ieeexplore.ieee.org
In this article, a new adaptive fuzzy iterative learning control (AFILC) method is proposed for the tracking control of nonlinear uncertain high-speed train (HST) operation systems that …
D Shen, SS Saab - IEEE transactions on automatic control, 2021 - ieeexplore.ieee.org
In this article, a noisy-output-based direct learning tracking control is proposed for stochastic linear systems with nonuniform trial lengths. The iteration-varying trial length is modeled …
X Jin - IEEE transactions on cybernetics, 2020 - ieeexplore.ieee.org
Most works dealing with trajectory tracking problems in the iterative learning control (ILC) literature assume an iteration domain that has identical trial lengths. This fundamental …