Multi-resolution EMD and classscatter matrix extracting of tank sound |
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Authors: | ZHANG Wan-jun WU Xiao-ying and WANG Xin |
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Affiliation: | Department of Weapon Engineering, Academy of Armored Force Engineering of PLA, Beijing 100072, China;Department of Weapon Engineering, Academy of Armored Force Engineering of PLA, Beijing 100072, China;Department of Weapon Engineering, Academy of Armored Force Engineering of PLA, Beijing 100072, China |
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Abstract: | The acoustic vibration signal of tank is disassembled into the sum of intrinsic mode function (IMF) by multi-resolution empirical mode decomposition (EMD) method. The instantaneous frequency is obtained, and feature transformation matrix is figured out by class scatter matrix. Multi-dimensional scale energy vector is mapped into low-dimensional eigenvector, and classification extraction is realized. This method sufficiently separates of different sound target features. The test result indicates that it is effective. |
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Keywords: | multi-resolution analysis EMD method sound feature extraction class scatter matrix |
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