Adaptive finite-time fault-tolerant control for the full-state-constrained robotic manipulator with novel given performance

控制理论(社会学) 计算机科学 机械手 操纵器(设备) 国家(计算机科学) 容错 自适应控制 机械臂 算法 控制(管理) 人工智能 分布式计算
作者
Menghan Li,Junxing Zhang,Shaobo Li,Fengbin Wu
出处
期刊:Engineering Applications of Artificial Intelligence [Elsevier BV]
卷期号:125: 106650-106650 被引量:12
标识
DOI:10.1016/j.engappai.2023.106650
摘要

Most robot manipulators usually operate under different nonlinearities, such as state constraints, time delays, and actuator input saturation faults. This paper proposes an adaptive finite-time fault-tolerant controller for the full-state-constrained robotic manipulator with novel prescribed performance and time-varying delays. Firstly, a novel prescribed performance function consisting of hyperbolic tangent and hyperbolic cotangent functions is constructed to the full-state performance constraints of the robotic manipulator. Such a design can circumvent the demands for accurate initial conditions of the state variables and guarantee the convergence of the state errors in a prescribed time. Then, based on the finite-time principle, a finite-time command filter and a compensation mechanism with fractional-power terms are used to bypass the “explosion of complexity” and further compensate for the filter errors within a finite time. Moreover, a proper Lyapunov–Krasovskii functional is devised within the controller design to compensate for the time-varying delays. And the radial basis function neural networks are used to estimate the other nonlinearities including actuator saturation faults, and external perturbations. Finally, simulation results exhibit that the controller designed in this paper has a faster convergence speed and minor state errors.
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