Propeller feature extraction of UUVs study based on CEEMD combined with symmetric correlation
In this paper, in view of the characteristic that UUV radiation noise is low and easily interfered by strong noise, the complementary Ensemble Empirical Mode Decomposition (CEEMD) combined with symmetric correlation processing is proposed, which can improve the extraction performance of UUV’s propel...
Main Authors: | , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
EDP Sciences
2021-01-01
|
Series: | MATEC Web of Conferences |
Online Access: | https://www.matec-conferences.org/articles/matecconf/pdf/2021/05/matecconf_cscns20_02006.pdf |
id |
doaj-de745626b84c4a1cac5a22fb99773f9e |
---|---|
record_format |
Article |
spelling |
doaj-de745626b84c4a1cac5a22fb99773f9e2021-02-18T10:45:30ZengEDP SciencesMATEC Web of Conferences2261-236X2021-01-013360200610.1051/matecconf/202133602006matecconf_cscns20_02006Propeller feature extraction of UUVs study based on CEEMD combined with symmetric correlationLi JiangqiaoJiang LiChen HongyuZhang YeXie Yuchao0Systems Engineering Research InstituteIn this paper, in view of the characteristic that UUV radiation noise is low and easily interfered by strong noise, the complementary Ensemble Empirical Mode Decomposition (CEEMD) combined with symmetric correlation processing is proposed, which can improve the extraction performance of UUV’s propeller features. First, the CEEMD decomposition combined with symmetric correlation processing was used to reduce the radiated noise of the target, then the signals after the noise reduction were demodulated and computed to obtain the DEMON spectrum, and finally features such as the rotational speed of the UUV’s propeller were extracted from the DEMON spectrum. The Sea trials signal processing results prove that the method has better noise suppression performance under low SNR conditions, and can clearly and comprehensively extract the DEMON information of the radiated noise, and then accurately extract the propeller features of the UUV. Compared to conventional demodulation techniques, this technique has a greater ability to suppress noise and does not require manual selection of the modulated frequency band.https://www.matec-conferences.org/articles/matecconf/pdf/2021/05/matecconf_cscns20_02006.pdf |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Li Jiangqiao Jiang Li Chen Hongyu Zhang Ye Xie Yuchao |
spellingShingle |
Li Jiangqiao Jiang Li Chen Hongyu Zhang Ye Xie Yuchao Propeller feature extraction of UUVs study based on CEEMD combined with symmetric correlation MATEC Web of Conferences |
author_facet |
Li Jiangqiao Jiang Li Chen Hongyu Zhang Ye Xie Yuchao |
author_sort |
Li Jiangqiao |
title |
Propeller feature extraction of UUVs study based on CEEMD combined with symmetric correlation |
title_short |
Propeller feature extraction of UUVs study based on CEEMD combined with symmetric correlation |
title_full |
Propeller feature extraction of UUVs study based on CEEMD combined with symmetric correlation |
title_fullStr |
Propeller feature extraction of UUVs study based on CEEMD combined with symmetric correlation |
title_full_unstemmed |
Propeller feature extraction of UUVs study based on CEEMD combined with symmetric correlation |
title_sort |
propeller feature extraction of uuvs study based on ceemd combined with symmetric correlation |
publisher |
EDP Sciences |
series |
MATEC Web of Conferences |
issn |
2261-236X |
publishDate |
2021-01-01 |
description |
In this paper, in view of the characteristic that UUV radiation noise is low and easily interfered by strong noise, the complementary Ensemble Empirical Mode Decomposition (CEEMD) combined with symmetric correlation processing is proposed, which can improve the extraction performance of UUV’s propeller features. First, the CEEMD decomposition combined with symmetric correlation processing was used to reduce the radiated noise of the target, then the signals after the noise reduction were demodulated and computed to obtain the DEMON spectrum, and finally features such as the rotational speed of the UUV’s propeller were extracted from the DEMON spectrum. The Sea trials signal processing results prove that the method has better noise suppression performance under low SNR conditions, and can clearly and comprehensively extract the DEMON information of the radiated noise, and then accurately extract the propeller features of the UUV. Compared to conventional demodulation techniques, this technique has a greater ability to suppress noise and does not require manual selection of the modulated frequency band. |
url |
https://www.matec-conferences.org/articles/matecconf/pdf/2021/05/matecconf_cscns20_02006.pdf |
work_keys_str_mv |
AT lijiangqiao propellerfeatureextractionofuuvsstudybasedonceemdcombinedwithsymmetriccorrelation AT jiangli propellerfeatureextractionofuuvsstudybasedonceemdcombinedwithsymmetriccorrelation AT chenhongyu propellerfeatureextractionofuuvsstudybasedonceemdcombinedwithsymmetriccorrelation AT zhangye propellerfeatureextractionofuuvsstudybasedonceemdcombinedwithsymmetriccorrelation AT xieyuchao propellerfeatureextractionofuuvsstudybasedonceemdcombinedwithsymmetriccorrelation |
_version_ |
1724263148532269056 |