31 December 2008 A method to locate loose metal parts with FFT and support vector machine
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Proceedings Volume 7130, Fourth International Symposium on Precision Mechanical Measurements; 713051 (2008) https://doi.org/10.1117/12.819741
Event: Fourth International Symposium on Precision Mechanical Measurements, 2008, Anhui, China
Abstract
The position of loose part can be located by analyzing the impact signal generated by the steel plate and the metal part which strikes the plate or falls to it from a certain height. A new method utilizing Fast Fourier transform (FFT) and Support Vector Machine (SVM) is proposed in this paper to locate positions of loose parts. FFT changes signals into frequency domain from time domain. While trained by the eigenvalues (i.e. Feature values) of impact signals from simulant device, SVM can distinguish locations of loose parts in an acceptable bias. Experiments proved that the above mentioned method is feasible.
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Yuanfeng He, Yanlong Cao, Jiangxin Yang, "A method to locate loose metal parts with FFT and support vector machine", Proc. SPIE 7130, Fourth International Symposium on Precision Mechanical Measurements, 713051 (31 December 2008); doi: 10.1117/12.819741; https://doi.org/10.1117/12.819741
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