The complementary set empirical mode decomposition can make the signal continuous on different scales by superimposing the positive and negative pairs of Gaussian white noise with the statistical characteristics of uniform frequency distribution, so that the IMF component obtained from the decomposition can better reflect the nature of the signal. The ceemd decomposition process is as follows:
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