The feature extraction of ship radiated noise with Fourth Order Cumulant diagonal slice

来源 :Chinese Journal of Acoustics | 被引量 : 0次 | 上传用户:ffxcat
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After analyzed Fourth Order Cumulant (FOC) of harmonic signals theoretically, the FOC is divided into three parts. The first is the cubic frequency (phase) coupling components. The second is the double frequency (phase) coupling components (w1+w2=w3+w4). The last is the rest components. On the basis of the study, the FOC diagonal slice is used to extract the cubic frequency (phase) coupling feature, double frequency (phase) coupling feature and the “sub-band energy” feature of ship-radiated noise. In terms of the features, the three type ships are classified by artificial neural network. The correct classification rates of A, B and C ships are 92.5%, 92.7%, 88.6%, respectively. The results show the method is effective and practical. The first is the cubic frequency (phase) coupling components. The second is the double frequency (phase) coupling components (w1 + w2 = w3 On the basis of the study, the FOC diagonal slice is used to extract the cubic frequency (phase) coupling feature, double frequency (phase) coupling feature and the "sub-band energy The terms of the features, the three types of ships are classified by artificial neural network. The correct classification rates of A, B and C ships are 92.5%, 92.7%, 88.6%, respectively. results show the method is effective and practical.
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