基于小波包变换的电机系统识别

IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Mechatronics Pub Date : 2024-10-24 DOI:10.1016/j.mechatronics.2024.103264
Zhengfeng Huang , Beili Gong
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引用次数: 0

摘要

精确的系统建模是实现高性能电机控制的关键。然而,电机系统中通常存在与位置相关的非线性齿槽转矩干扰,这使得经典的线性系统识别算法无法用于此类系统。因此,本文提出了一种基于小波包变换(WPT)的预处理方法,以提取和衰减识别数据中的齿槽转矩干扰,从而在不预先补偿齿槽转矩的情况下,通过应用经典识别算法获得电机系统的精确线性模型。仿真和实验均表明,所提出的方法是一种简单而有效的方法,可用于获取具有齿槽转矩干扰的电机线性模型。
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Wavelet-packet-transform-based identification of motor systems
Accurate system modeling is the key to high-performance motor control. However, there usually exist nonlinear position-dependent cogging torque disturbances in motor systems, which makes classical linear system identification algorithms unavailable to such systems. Therefore, in this paper, a wavelet-packet-transform (WPT)-based preprocessing method is proposed to extract and attenuate the cogging torque disturbances of the identification data, so as to obtain an accurate linear model of the motor system by applying a classical identification algorithm without compensating the cogging torque in advance. Both the simulation and experiments show that the proposed method is a simple and efficient way to obtain a linear model for a motor with cogging torque disturbances.
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来源期刊
Mechatronics
Mechatronics 工程技术-工程:电子与电气
CiteScore
5.90
自引率
9.10%
发文量
0
审稿时长
109 days
期刊介绍: Mechatronics is the synergistic combination of precision mechanical engineering, electronic control and systems thinking in the design of products and manufacturing processes. It relates to the design of systems, devices and products aimed at achieving an optimal balance between basic mechanical structure and its overall control. The purpose of this journal is to provide rapid publication of topical papers featuring practical developments in mechatronics. It will cover a wide range of application areas including consumer product design, instrumentation, manufacturing methods, computer integration and process and device control, and will attract a readership from across the industrial and academic research spectrum. Particular importance will be attached to aspects of innovation in mechatronics design philosophy which illustrate the benefits obtainable by an a priori integration of functionality with embedded microprocessor control. A major item will be the design of machines, devices and systems possessing a degree of computer based intelligence. The journal seeks to publish research progress in this field with an emphasis on the applied rather than the theoretical. It will also serve the dual role of bringing greater recognition to this important area of engineering.
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