王宏伟

个人信息Personal Information

教授

硕士生导师

性别:男

毕业院校:哈尔滨工业大学

学位:博士

所在单位:控制科学与工程学院

办公地点:大连理工大学海山楼B613

联系方式:大连理工大学海山楼B613

电子邮箱:wanghw@dlut.edu.cn

扫描关注

论文成果

当前位置: 中文主页 >> 科学研究 >> 论文成果

Fuzzy Identification of Non-uniformly Sampled Data Nonlinear Systems Based on Clustering Method

点击次数:

论文类型:会议论文

发表时间:2018-01-01

收录刊物:CPCI-S

卷号:2018-July

页面范围:1707-1712

关键字:fuzzy identification; multi-rates; non-uniformly sampling; nonlinear systems

摘要:This paper is motivated by the practical control considerations that non-uniformly sampled nonlinear systems are abundant in industrial process. The corresponding input-output relationship of non-uniformly sampled nonlinear systems is obtained by using the weighted combination of the multiple local lifted linear models acquired from non-uniformly sampled measurements. Further, fuzzy model is derived by constructing the fuzzy membership degree functions as the weighted combination representation. On this basis, we propose a fuzzy identification algorithm using GK fuzzy clustering and recursive least squared method. Finally, the simulation example is studied to demonstrate the effectiveness of the proposed method.