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:英国伦敦大学玛丽女王学院
学位:博士
所在单位:机械工程学院
学科:机械电子工程. 机械制造及其自动化. 微机电工程
办公地点:机械工程学院(西部校区)6027
联系方式:电话:15998570923 信箱:d.wang@dlut.edu.cn
电子邮箱:d.wang@dlut.edu.cn
Structural state detection using transmissibility and Non- negative Matrix Factorization
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论文类型:期刊论文
发表时间:2015-01-01
发表刊物:International Journal of Signal Processing, Image Processing and Pattern Recognition
收录刊物:EI
卷号:8
期号:11
页面范围:309-318
ISSN号:20054254
摘要:Transmissibility function (TF) was used in structural state detection which examined the change of the response-only vibration characteristics. The technology of signal correlation was utilized to obtain the TF between two testing points. Multiple TFs under different states were calculated as basic TFs and formed a state matrix. Subsequently, non-negative matrix factorization (NMF) was performed for the state matrix. Then both the basic and testing TFs were projected to the feature subspace derived from NMF so as to obtain the state feature index vectors, respectively. Finally, the Euclidean distance between state feature index vectors was defined as the state indicator. The experimental results indicated that this method can achieve better detection accuracy than that using magnitude indicator. Actually, a result with 100 percent correct detection was achieved when proper rule of dimensionality reduction was selected. This method is essentially a multivariate statistical process monitoring (MSPM) method. It is feasible in vibration- based structural state detection in the situation where the excitation signals are unavailable or inaccessible. © 2015 SERSC.