Investigation of Legendre polynomials expanded adaptive controller with inverse compensation for high frequency tracking of electro-hydraulic force systems

IF 1.4 4区 计算机科学 Q4 AUTOMATION & CONTROL SYSTEMS
Yu Tang, Kaidong Bo, Gang Shen, Zhencai Zhu, Hui Xie, Zhiyuan Shi
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引用次数: 0

Abstract

Accurate force tracking of an electro-hydraulic force system (EHFS) is of great significance in various industrial applications. As the EHFS is inevitably confronted with hydraulic nonlinearities, dynamic variations and uncertain disturbances, the real-time force tracking performance is generally unsatisfactory, especially for high frequency command force signals. For reducing the force tracking error with relatively high frequency inputs, a Legendre polynomials expanded adaptive controller with inverse compensation is proposed in this paper. The proposed controller is constructed by introducing an offline designed inverse compensation (IC) controller and an online adaptive controller to the EHFS governed by traditional Proportional Integral (PI) controller, in which the former IC controller is acting as the inner loop controller and the latter adaptive controller is regarded as an outer controller. The inner loop IC controller with fixed control parameters is offline designed on the basis of traditional PI controller by means of the generalized projection identification algorithm and the zero magnitude error tracking technology, focusing on extending the real-time force tracking bandwidth of the EHFS. The outer loop online adaptive controller is developed by Legendre polynomials expanded adaptive filters with nonlinear mapping ability, whose weights are online updated by an adaptive tuning algorithm with the aim of handling system’s dynamic variations, nonlinearities and uncertain disturbances. The proposed controller is implemented on a real EHFS test rig by the xPC/Target rapid prototyping technique, and comparative experimental results demonstrate that the proposed controller can achieve much higher high frequency tracking performance than the traditional PI and IC controller commonly used in industry.
带反向补偿的 Legendre 多项式扩展自适应控制器用于电液力系统高频跟踪的研究
电液力系统(EHFS)的精确力跟踪在各种工业应用中具有重要意义。由于电液力系统不可避免地会面临液压非线性、动态变化和不确定干扰等问题,因此其实时力跟踪性能通常不尽如人意,尤其是对于高频指令力信号。为减少相对高频输入的力跟踪误差,本文提出了一种具有反补偿功能的 Legendre 多项式扩展自适应控制器。所提出的控制器是通过在由传统比例积分(PI)控制器控制的 EHFS 中引入离线设计的反补偿(IC)控制器和在线自适应控制器而构建的,其中前一个 IC 控制器作为内环控制器,后一个自适应控制器被视为外环控制器。在传统 PI 控制器的基础上,通过广义投影识别算法和零幅度误差跟踪技术,离线设计了具有固定控制参数的内环 IC 控制器,重点在于扩展 EHFS 的实时力跟踪带宽。外环在线自适应控制器由具有非线性映射能力的 Legendre 多项式扩展自适应滤波器开发,其权重通过自适应调整算法在线更新,旨在处理系统的动态变化、非线性和不确定干扰。利用 xPC/Target 快速原型技术,在真实的 EHFS 测试平台上实现了所提出的控制器,对比实验结果表明,所提出的控制器比工业中常用的传统 PI 和 IC 控制器能获得更高的高频跟踪性能。
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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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