Modeling and control of robotic manipulators based on artificial neural networks: a review

Z Liu, K Peng, L Han, S Guan - Iranian Journal of Science and Technology …, 2023 - Springer
Recently, robotic manipulators have been playing an increasingly critical part in scientific
research and industrial applications. However, modeling of robotic manipulators is …

Fixed-time neural control of robot manipulator with global stability and guaranteed transient performance

C Zhu, Y Jiang, C Yang - IEEE Transactions on Industrial …, 2022 - ieeexplore.ieee.org
Nowadays, due to many limitations in reality, the optimization of tracking precision and
convergence time has attracted the attention of researchers in robotics community. In this …

Fixed-time fuzzy control of uncertain robots with guaranteed transient performance

C Zhu, C Yang, Y Jiang, H Zhang - IEEE Transactions on Fuzzy …, 2022 - ieeexplore.ieee.org
In this article, an adaptive fixed-time fuzzy control scheme is proposed for an uncertain robot
manipulator with user-defined performance. A novel symmetrical barrier Lyapunov function …

Neuro-Adaptive-Based Fixed-Time Composite Learning Control for Manipulators With Given Transient Performance

Y Fan, C Yang, B Li, Y Li - IEEE Transactions on Cybernetics, 2024 - ieeexplore.ieee.org
This article investigates an adaptive neural network (NN) control technique with fixed-time
tracking capabilities, employing composite learning, for manipulators under constrained …

Neural control of uncertain robot manipulator with fixed-time convergence

C Zhu, Y Jiang, C Yang - Nonlinear Dynamics, 2022 - Springer
In this paper, an adaptive NN (neural network) control scheme is proposed for uncertain
robot systems to achieve fixed-time convergence. With the proposed fixed-time NN …

Robust Control Approaches and Trajectory Planning Strategies for Industrial Robotic Manipulators in the Era of Industry 4.0: A Comprehensive Review

A Mazhar, A Tanveer, M Izhan, MZT Khan - Engineering Proceedings, 2023 - mdpi.com
This article presents a comprehensive review of control approaches for industrial robotic
manipulators, focusing on research conducted from 2020 onwards. The efficient functioning …