基于最小二乘支持向量机的网络化同步控制方法

Wang Ting, Wang Heng, Wang Ping
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引用次数: 2

摘要

对多台设备的行为进行同步管理和控制以实现其同步工作的系统被定义为网络化同步控制系统。本文将最小二乘支持向量机应用于网络同步控制。然后,建立了基于最小二乘支持向量机的同步控制方法。用正弦跟踪曲线验证了最小二乘支持向量机的可行性,以及与所提控制模型相比的优越性。对比结果表明,LSSVM控制器比PID控制器和SVM控制器具有更高的控制精度和更快的收敛速度。
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Networked synchronization control method by least squares support vector machine
The system which manages and controls the behavior of multi-devices synchronously to realize their synchronous work is defined as networked synchronization control system. In the paper, least squares support vector machine is employed to the networked synchronization control. Then, synchronization control based on least squares support vector machine is created. The tracking curve of sine is employed to testify the feasibility of least squares support vector machine and the superiority compared with the proposed control model. The comparison results show that LSSVM controller has higher control accuracy and faster convergent speed than PID controller and SVM controller.
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