Orbit Identification Method Based on ISOMAP for Rotor System Fault Diagnosis
Orbit identification plays an important role for rotor system fault diagnosis.Due to signals noise and the nonlinear working condition of the rotor system, the orbit information which indicates the fault is very difficult to have got.A new method based on isometric feature mapping (ISOMAP) of orbit identification is provided in this paper.Firstly, the vibration signal of each orbit in a two-dimensional space is defined as a dimension feature of the high-dimensional space; the high-dimensional characteristics space is reduced into lower-dimensional space based on 1SOMAP algorithm.Then the manifold features of the system orbit are obtained in order to identify the working conditions.The experimental results for a rotor test system proved the method designed in the paper effectively and validity.It provides a new method for fault diagnosis of rotor system.
rotor orbit ISOMAP algorithm sensitive feature recognition
Wang Hongjun Wang Hongfeng Ji Yongjian
Key Laboratory of Modem Measurement & Control Technology,Beijing Information&Science Technolgy Unive Yantai Association for Science and Technology,Yantai,264000,China School of Mechanic and Electric Engineering,BISTU,Beijing,100192,China
国际会议
哈尔滨
英文
686-689
2013-08-16(万方平台首次上网日期,不代表论文的发表时间)