Title :
Recognition of Shaft Orbit Based on Walsh Spectrum and Support Vector Machine
Author :
Xiang, Xiuqiao ; Zho, Jianzhong ; An, Xueli ; Fang, Rengcun ; Peng, Bing
Author_Institution :
Huazhong Univ. of Sci. & Technol., Wuhan
Abstract :
In order to recognize shaft orbits exactly and quickly, a novel recognition method based on Walsh spectrum and support vector machine is proposed in this paper. Firstly, distance vector between the point on the shaft orbit and its center is calculated and obtained. Secondly, the distance vector is transformed by Walsh orthogonal matrix, and obtained Walsh spectrum has property of invariance to rotation, scaling and translation. Thirdly, Walsh spectrum, as feature of shaft orbit, is trained by support vector machine, and classifying functions are obtained. Finally, the remaining samples are tested by the classifying functions, and experimental results are encouraging which demonstrates the effectiveness and robustness of the proposed approach.
Keywords :
Walsh functions; matrix algebra; pattern classification; support vector machines; transforms; Walsh orthogonal matrix; Walsh spectrum; distance vector; pattern classification; pattern recognition; shaft orbit feature; shaft orbit recognition; support vector machine; Fault diagnosis; Mechatronics; Orbital calculations; Pattern recognition; Risk management; Shafts; Support vector machine classification; Support vector machines; Testing; Transmission line matrix methods; Pattern recognition; Shaft orbit; Support vector machine; Walsh transform;
Conference_Titel :
Mechatronics and Automation, 2007. ICMA 2007. International Conference on
Conference_Location :
Harbin
Print_ISBN :
978-1-4244-0828-3
Electronic_ISBN :
978-1-4244-0828-3
DOI :
10.1109/ICMA.2007.4304171