RETRACTED: The Improved Noise Reduction Method for The Vibration Signal Based on Variational Mode Decomposition (Retracted article. See vol. 36, pg. 2503, 2022)

被引：1

作者：

Liu, Zhiting ^{[1
]}

Wang, Yuhua ^{[1
]}

Zheng, Wenwei ^{[1
]}

Zhou, Yuexia ^{[2
]}

机构：

[1] Foshan Univ, Coll Mech & Elect Engn, Foshan, Peoples R China

[2] Foshan Univ, Coll Elect Informat Engn, Foshan, Peoples R China

来源：

FILOMAT | 2020年 / 34卷 / 15期

关键词：

Signal noise reduction; VMD; Leaked energy; Autocorrelation function; Energy concentration ratio;

D O I：

10.2298/FIL2015975L

中图分类号：

O29 [应用数学];

学科分类号：

070104 ;

摘要：

The variational model decomposition (VMD) has a problem that is difficult to determine the number of intrinsic mode functions (IMF). We use the leaked energy to determine the number of IMFs. And we use the energy concentration rate of the IMF's autocorrelation function and the correlation coefficient between the IMFs and the original signal, define Q as the ratio of the energy concentration and the correlation coe fficient, and use Q to determine the noise IMFs in the IMFs. Then, we filter the noise IMFs and use the remaining IMFs to reconstruct signal to achieve noise reduction. Finally, we use the signal-tonoise ratio (SNR) to compare the noise reduction method proposed in this paper and the Empirical Mode Decomposition (EMD) noise reduction method.

引用

页码：4975 / 4983

页数：9

共 50 条

[1] RETRACTED: Application of variational mode decomposition to seismic random noise reduction (Retracted article. See vol. 17, pg. 924, 2020)
Liu, Wei
Cao, Siyuan
Wang, Zhiming
JOURNAL OF GEOPHYSICS AND ENGINEERING, 2017, 14 (04) : 888 - 899
[2] RETRACTED: Human Action Recognition Based on Deep Network and Feature Fusion (Retracted article. See vol. 36, pg. 2503, 2022)
Wang, Dongli
Yang, Jun
Zhou, Yan
Zhou, Zhen
FILOMAT, 2020, 34 (15) : 4967 - 4974
[3] RETRACTED: Open-Source Projects for Autonomous Robotics and Systems: A Survey (Retracted article. See vol. 36, pg. 2503, 2022)
Khan, Ameer Tamoor
Li, Shuai
Chen, Dechao
Li, Yangming
FILOMAT, 2020, 34 (15) : 4953 - 4966
[4] RETRACTED: The Alchemy of Meth: a decomposition (Retracted article. See vol. 23, pg. 638, 2022)
Alam, Meredian
SOCIAL & CULTURAL GEOGRAPHY, 2020, 21 (06) : 890 - 891
[5] RETRACTED: Toward Deep Neural Networks: Mirror Extreme Learning Machines for Pattern Classification (Retracted article. See vol. 36, pg. 2503, 2022)
Liao, Bolin
Ma, Chuan
Liao, Meiling
Li, Shuai
Huang, Zhiguan
FILOMAT, 2020, 34 (15) : 4985 - 4996
[6] RETRACTED: Beetle Antennae Search for Neural Network Model With Application to Population Prediction: An Intelligent Optimization Algorithm (Retracted article. See vol. 36, pg. 2503, 2022)
Wu, Qing
Wang, Jie
Xu, Gang
Li, Shuai
Chen, Dechao
FILOMAT, 2020, 34 (15) : 4937 - 4952
[7] RETRACTED: Introduction (Retracted article. See vol. 58, pg. 254, 2020)
Goubier, Frederic
Roques, Magali
VIVARIUM-AN INTERNATIONAL JOURNAL FOR THE PHILOSOPHY AND INTELLECTUAL LIFE OF THE MIDDLE AGES AND RENAISSANCE, 2017, 55 (1-3): : 1 - 8
[8] RETRACTED: Editorial (Retracted article. See vol. 44, pg. 479, 2021)
Bomberg, Mark
JOURNAL OF BUILDING PHYSICS, 2017, 41 (02) : 97 - 100
[9] RETRACTED: Scientific Models and Metalinguistic Negotiation (Retracted article. See vol. 37, pg. 257, 2022)
Sambrotta, Mirco
THEORIA-REVISTA DE TEORIA HISTORIA Y FUNDAMENTOS DE LA CIENCIA, 2019, 34 (02): : 277 - 295
[10] RETRACTED: From neurons to microglia, with complements (Retracted article. See vol. 25, pg. 265, 2022)
Derecki, Noel C.
Kipnis, Jonathan
NATURE NEUROSCIENCE, 2013, 16 (12) : 1712 - 1713

← 1 2 3 4 5 →