Terminal sliding mode control based on recursive stochastic configuration network for ball mill lining replacement process

IF 1.4 4区 计算机科学 Q4 AUTOMATION & CONTROL SYSTEMS
Yunze Tang, Jinghui Qiao, Yuxi Chen
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引用次数: 0

Abstract

The precise control of multi-joint manipulators presents significant challenges in the context of replacing internal liners of large grinding machines. These challenges arise due to the uncertainty of system parameters and external disturbance. A terminal sliding mode control based on a recursive stochastic configuration network is proposed to ensure that the system is stable, and it reduces system oscillations in this article. In addition, a disturbance observer based on recursive stochastic configuration network is designed to estimate and compensate for the uncertainties in the system, thereby improving the robustness of the system. To enhance the realism of the simulations, the simulation modeling process incorporated uncertainty parameters and external disturbance information. The simulation results demonstrated the effectiveness of the proposed terminal sliding mode control approach in meeting the practical control requirements. This accomplishment presents a valuable new method for controlling mechanical arms. The method is applicable under conditions of system uncertainty and external disturbance.
基于递归随机配置网络的球磨机衬板更换过程的终端滑模控制
在大型磨床内衬套更换的背景下,多关节机械手的精确控制提出了重大挑战。这些挑战是由于系统参数的不确定性和外界干扰而产生的。本文提出了一种基于递推随机组态网络的终端滑模控制,保证了系统的稳定,减少了系统的振荡。此外,设计了基于递推随机组态网络的扰动观测器来估计和补偿系统中的不确定性,从而提高了系统的鲁棒性。为了提高仿真的真实感,在仿真建模过程中加入了不确定性参数和外界干扰信息。仿真结果表明,所提出的末端滑模控制方法能够满足实际控制要求。这一成果为机械臂的控制提供了一种有价值的新方法。该方法适用于系统不确定和外界干扰的情况。
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来源期刊
CiteScore
3.50
自引率
18.80%
发文量
99
审稿时长
4.2 months
期刊介绍: Systems and control studies provide a unifying framework for a wide range of engineering disciplines and industrial applications. The Journal of Systems and Control Engineering refleSystems and control studies provide a unifying framework for a wide range of engineering disciplines and industrial applications. The Journal of Systems and Control Engineering reflects this diversity by giving prominence to experimental application and industrial studies. "It is clear from the feedback we receive that the Journal is now recognised as one of the leaders in its field. We are particularly interested in highlighting experimental applications and industrial studies, but also new theoretical developments which are likely to provide the foundation for future applications. In 2009, we launched a new Series of "Forward Look" papers written by leading researchers and practitioners. These short articles are intended to be provocative and help to set the agenda for future developments. We continue to strive for fast decision times and minimum delays in the production processes." Professor Cliff Burrows - University of Bath, UK This journal is a member of the Committee on Publication Ethics (COPE).cts this diversity by giving prominence to experimental application and industrial studies.
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