袁学海

个人信息Personal Information

教授

博士生导师

硕士生导师

性别:男

毕业院校:大连理工大学

学位:博士

所在单位:数学科学学院

电子邮箱:yuanxh@dlut.edu.cn

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A fuzzy inference modeling method for nonlinear systems by using triangular pyramid fuzzy system

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论文类型:期刊论文

发表时间:2017-01-01

发表刊物:JOURNAL OF INTELLIGENT & FUZZY SYSTEMS

收录刊物:SCIE、EI、Scopus

卷号:33

期号:2

页面范围:1187-1196

ISSN号:1064-1246

关键字:Fuzzy inference; fuzzy systems; universal approximation; nonlinear systems

摘要:In this paper, a new fuzzy inference modeling method is proposed for nonlinear systems. A proposed triangular pyramid fuzzy system (TPFS) which is proved to have second-order approximation accuracy is employed in the new modeling method. Based on the interpolation mechanism of TPFS, practical systems (which can be described by a group of fuzzy inference rules) can be converted to a simplified linear model with variable coefficients. Expressions of the time-varying local equations appears significantly simple due to the linearity of the model by using the proposed fuzzy modeling method. The approximation performance superiority of the proposed modeling method is demonstrated by simulation results.