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
Recursive State-space Model Identification of Non-uniformly Sampled Systems Using Singular Value Decomposition
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论文类型:期刊论文
发表时间:2014-11-01
发表刊物:CHINESE JOURNAL OF CHEMICAL ENGINEERING
收录刊物:SCIE、EI、ISTIC、Scopus
卷号:22
期号:11-12
页面范围:1268-1273
ISSN号:1004-9541
关键字:Non-uniformly sampling system; State-space model identification; Singular value decomposition; Recursive algorithm
摘要:In this paper a recursive state-space model identification method is proposed for non-uniformly sampled systems in industrial applications. Two cases for measuring all states and only output(s) of such a system are considered for identification. In the case of state measurement, an identification algorithm based on the singular value decomposition (SVD) is developed to estimate the model parameter matrices by using the least-squares fitting. In the case of output measurement only, another identification algorithm is given by combining the SVD approach with a hierarchical identification strategy. An example is used to demonstrate the effectiveness of the proposed identification method. (C) 2014 The Chemical Industry and Engineering Society of China, and Chemical Industry Press. All rights reserved.