The design and simulation of networked control systems with online extreme learning machine PID

被引:7
作者
Yu, Haichen [1 ]
Shao, Cheng [1 ]
Zhou, Desheng [1 ]
机构
[1] Dalian Univ Technol, Inst Adv Control Technol, Dalian 116024, Peoples R China
基金
中国国家自然科学基金;
关键词
networked control systems; NCSs; online extreme learning machine; OELM; proportional-integral-derivative; PID; TrueTime; identification;
D O I
10.1504/IJMIC.2013.057567
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Network-based control systems (NCSs) for industrial processes recently have been paid much more attention. However, the control engineers must face to an unavoidable problem of whether or not the traditional proportional-integral-derivative (PID) controller for the network case is available. More specifically, how to design PID controller in the presence of the networkinduced time-varying delay? In this paper, an online extreme learning machine-based PID controller is proposed, where the Jacobian information relating to online extreme learning machine is identified, and then is used to adjust the PID parameters. Lastly, a simulation using TrueTime blocks in a Simulink/MATLAB box is given, and it is observed that the closed loop system has good dynamic and adaptive performance.
引用
收藏
页码:337 / 343
页数:7
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