The Measurement and Elimination of Mode Splitting: From the Perspective of the Partly Ensemble Empirical Mode Decomposition
The problems of mode mixing, mode splitting, and pseudocomponents caused by intermittence or white noise signals during empirical mode decomposition (EMD) are difficult to resolve. The partly ensemble EMD (PEEMD) method is introduced first. The PEEMD method can eliminate mode mixing via the permutat...
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| Format: | Article |
| Language: | English |
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Wiley
2018-01-01
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| Series: | Complexity |
| Online Access: | http://dx.doi.org/10.1155/2018/4230649 |
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| author | Bin Liu Peng Zheng Qilin Dai Zhongli Zhou |
| author_facet | Bin Liu Peng Zheng Qilin Dai Zhongli Zhou |
| author_sort | Bin Liu |
| collection | DOAJ |
| description | The problems of mode mixing, mode splitting, and pseudocomponents caused by intermittence or white noise signals during empirical mode decomposition (EMD) are difficult to resolve. The partly ensemble EMD (PEEMD) method is introduced first. The PEEMD method can eliminate mode mixing via the permutation entropy (PE) of the intrinsic mode functions (IMFs). Then, bilateral permutation entropy (BPE) of the IMFs is proposed as a means to detect and eliminate mode splitting by means of the reconstructed signals in the PEEMD. Moreover, known ingredient component signals are comparatively designed to verify that the PEEMD method can effectively detect and progressively address the problem of mode splitting to some degree and generate IMFs with better performance. The microseismic signal is applied to prove, by means of spectral analysis, that this method is effective. |
| format | Article |
| id | doaj-art-91e6d5b4efab4f47a2dcae1c264e1b37 |
| institution | Kabale University |
| issn | 1076-2787 1099-0526 |
| language | English |
| publishDate | 2018-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Complexity |
| spelling | doaj-art-91e6d5b4efab4f47a2dcae1c264e1b372025-02-03T05:44:22ZengWileyComplexity1076-27871099-05262018-01-01201810.1155/2018/42306494230649The Measurement and Elimination of Mode Splitting: From the Perspective of the Partly Ensemble Empirical Mode DecompositionBin Liu0Peng Zheng1Qilin Dai2Zhongli Zhou3College of Management Science, Chengdu University of Technology, Chengdu, Sichuan Province 610059, ChinaCollege of Management Science, Chengdu University of Technology, Chengdu, Sichuan Province 610059, ChinaCollege of Management Science, Chengdu University of Technology, Chengdu, Sichuan Province 610059, ChinaCollege of Management Science, Chengdu University of Technology, Chengdu, Sichuan Province 610059, ChinaThe problems of mode mixing, mode splitting, and pseudocomponents caused by intermittence or white noise signals during empirical mode decomposition (EMD) are difficult to resolve. The partly ensemble EMD (PEEMD) method is introduced first. The PEEMD method can eliminate mode mixing via the permutation entropy (PE) of the intrinsic mode functions (IMFs). Then, bilateral permutation entropy (BPE) of the IMFs is proposed as a means to detect and eliminate mode splitting by means of the reconstructed signals in the PEEMD. Moreover, known ingredient component signals are comparatively designed to verify that the PEEMD method can effectively detect and progressively address the problem of mode splitting to some degree and generate IMFs with better performance. The microseismic signal is applied to prove, by means of spectral analysis, that this method is effective.http://dx.doi.org/10.1155/2018/4230649 |
| spellingShingle | Bin Liu Peng Zheng Qilin Dai Zhongli Zhou The Measurement and Elimination of Mode Splitting: From the Perspective of the Partly Ensemble Empirical Mode Decomposition Complexity |
| title | The Measurement and Elimination of Mode Splitting: From the Perspective of the Partly Ensemble Empirical Mode Decomposition |
| title_full | The Measurement and Elimination of Mode Splitting: From the Perspective of the Partly Ensemble Empirical Mode Decomposition |
| title_fullStr | The Measurement and Elimination of Mode Splitting: From the Perspective of the Partly Ensemble Empirical Mode Decomposition |
| title_full_unstemmed | The Measurement and Elimination of Mode Splitting: From the Perspective of the Partly Ensemble Empirical Mode Decomposition |
| title_short | The Measurement and Elimination of Mode Splitting: From the Perspective of the Partly Ensemble Empirical Mode Decomposition |
| title_sort | measurement and elimination of mode splitting from the perspective of the partly ensemble empirical mode decomposition |
| url | http://dx.doi.org/10.1155/2018/4230649 |
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