刘颖

个人信息Personal Information

副教授

硕士生导师

性别:女

毕业院校:大连理工大学

学位:博士

所在单位:控制科学与工程学院

电子邮箱:liu_ying@dlut.edu.cn

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A Fuzzy Modeling Method Based on Dirichlet Process Mixture Model for Blast Furnace Gas System

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论文类型:期刊论文

发表时间:2018-01-01

发表刊物:IFAC-PapersOnLine

收录刊物:CPCI-S

卷号:51

期号:21

页面范围:301-306

关键字:Dirichlet process mixture model; Blast furnace gas; Fuzzy modeling

摘要:In this paper, a fuzzy modeling method based on Dirichlet process mixture model for fuzzy rules clustering is proposed. The Dirichlet process mixture model is adopted to divide the input space into several clusters, which can avoid the problem of deviating from the actual situation due to the lack of prior knowledge and operation experience. The dynamic clustering process makes the system have a certain adaptive capability during the modeling process, and the clustering judgment probability is used as the membership to determine the conclusion parameters. The experimental results using the data of blast furnace gas, which demonstrates the feasibility of the proposed model. © 2018