Novel bearing fault diagnosis model integrated with dual-tree complex wavelet transform, permutation entropy and optimized FCM

Novel bearing fault diagnosis model integrated with dual-tree complex wavelet transform, permutation entropy and optimized FCM

In order to enhance the capability of feature extraction and fault classification of bearings, this study proposes a feature extraction approach based on dual-tree complex wavelet transform (DTCWT) and permutation entropy (PE), using the fuzzy c means clustering (FCM) to identify fault types. The vi...

Full description

Bibliographic Details
Main Authors:	Ping Ma, Hongli Zhang, Wenhui Fan, Cong Wang
Format:	Article
Language:	English
Published:	JVE International 2018-03-01
Series:	Journal of Vibroengineering
Subjects:	bearing fault diagnosis features extraction dual-tree complex wavelet transform permutation entropy optimized FCM
Online Access:	https://www.jvejournals.com/article/18278

Similar Items

Rolling Bearing Fault Diagnosis Based on Wavelet Packet Decomposition and Multi-Scale Permutation Entropy
by: Li-Ye Zhao, et al.
Published: (2015-09-01)

Fault Diagnosis of Rolling Bearing Using Multiscale Amplitude-Aware Permutation Entropy and Random Forest
by: Yinsheng Chen, et al.
Published: (2019-09-01)

Improvement of Statistical Performance of Ordinal Multiscale Entropy Techniques Using Refined Composite Downsampling Permutation Entropy
by: Antonio Dávalos, et al.
Published: (2021-12-01)

Data Decomposition Techniques with Multi-Scale Permutation Entropy Calculations for Bearing Fault Diagnosis
by: Muhammad Naveed Yasir, et al.
Published: (2018-04-01)

Fault Diagnosis for Rail Vehicle Axle-Box Bearings Based on Energy Feature Reconstruction and Composite Multiscale Permutation Entropy
by: Xiaochao Wang, et al.
Published: (2019-09-01)

Fault Recognition of Rolling Bearings Based on Parameter Optimized Multi-Scale Permutation Entropy and Gath-Geva
by: Haiming Wang, et al.
Published: (2021-08-01)

Time-Shift Multi-scale Weighted Permutation Entropy and GWO-SVM Based Fault Diagnosis Approach for Rolling Bearing
by: Zhilin Dong, et al.
Published: (2019-06-01)

Fault Diagnosis for Rolling Element Bearings Based on Feature Space Reconstruction and Multiscale Permutation Entropy
by: Weibo Zhang, et al.
Published: (2019-05-01)

Fault Diagnosis of Rolling Element Bearings with a Two-Step Scheme Based on Permutation Entropy and Random Forests
by: Xiaoming Xue, et al.
Published: (2019-01-01)

Bearing Fault Diagnosis Based on Multiscale Permutation Entropy and Support Vector Machine
by: Jian-Jiun Ding, et al.
Published: (2012-07-01)

An Effective Bearing Fault Diagnosis Technique via Local Robust Principal Component Analysis and Multi-Scale Permutation Entropy
by: Mao Ge, et al.
Published: (2019-09-01)

A Novel Intelligent Method for Bearing Fault Diagnosis Based on EEMD Permutation Entropy and GG Clustering
by: Jingbao Hou, et al.
Published: (2020-01-01)

A Novel Arc Fault Detection Method Integrated Random Forest, Improved Multi-scale Permutation Entropy and Wavelet Packet Transform
by: Zhendong Yin, et al.
Published: (2019-04-01)

A Fault Feature Extraction Method for Rolling Bearings Based on Refined Composite Multi-Scale Amplitude-Aware Permutation Entropy
by: Youshuo Song, et al.
Published: (2021-01-01)

Adaptive Multiscale Weighted Permutation Entropy for Rolling Bearing Fault Diagnosis
by: Zhiqiang Huo, et al.
Published: (2020-01-01)

Research of Planetary Gear Fault Diagnosis Based on Permutation Entropy of CEEMDAN and ANFIS
by: Moshen Kuai, et al.
Published: (2018-03-01)

Identification of Multiple Faults in Gearbox Based on Multipoint Optional Minimum Entropy Deconvolution Adjusted and Permutation Entropy
by: Huer Sun, et al.
Published: (2018-11-01)

Optimized Adaptive Local Iterative Filtering Algorithm Based on Permutation Entropy for Rolling Bearing Fault Diagnosis
by: Yong Lv, et al.
Published: (2018-12-01)

The Application of Dual-Tree Complex Wavelet Transform (DTCWT) Energy Entropy in Misalignment Fault Diagnosis of Doubly-Fed Wind Turbine (DFWT)
by: Yancai Xiao, et al.
Published: (2017-11-01)

Low-Speed Bearing Fault Diagnosis Based on Permutation and Spectral Entropy Measures
by: Diego Sandoval, et al.
Published: (2020-07-01)

Fault Diagnosis of Rolling Bearing Based on Multiscale Intrinsic Mode Function Permutation Entropy and a Stacked Sparse Denoising Autoencoder
by: Juying Dai, et al.
Published: (2019-07-01)

Gearbox Composite Fault Diagnosis Method Based on Minimum Entropy Deconvolution and Improved Dual-Tree Complex Wavelet Transform
by: Ziying Zhang, et al.
Published: (2018-12-01)

A Novel Fault Diagnosis Method Based on Integrating Empirical Wavelet Transform and Fuzzy Entropy for Motor Bearing
by: Wu Deng, et al.
Published: (2018-01-01)

Multi-Scale Permutation Entropy Based on Improved LMD and HMM for Rolling Bearing Diagnosis
by: Yangde Gao, et al.
Published: (2017-04-01)

A Rolling Bearing Fault Classification Scheme Based on k-Optimized Adaptive Local Iterative Filtering and Improved Multiscale Permutation Entropy
by: Yi Zhang, et al.
Published: (2021-02-01)

An Improved Empirical Wavelet Transform and Refined Composite Multiscale Dispersion Entropy-Based Fault Diagnosis Method for Rolling Bearing
by: Jinde Zheng, et al.
Published: (2020-01-01)

A New Bearing Fault Diagnosis Method Based on Fine-to-Coarse Multiscale Permutation Entropy, Laplacian Score and SVM
by: Zhiqiang Huo, et al.
Published: (2019-01-01)

Harmonic Wavelet Envelope Method Applied in Railway Bearing Fault Diagnosis
by: Dechen Yao, et al.
Published: (2013-01-01)

Intelligent Fault Diagnosis of Rolling Bearing Using FCM Clustering of EMD-PWVD Vibration Images
by: Hongwei Fan, et al.
Published: (2020-01-01)

Rope Tension Fault Diagnosis in Hoisting Systems Based on Vibration Signals Using EEMD, Improved Permutation Entropy, and PSO-SVM
by: Shaohua Xue, et al.
Published: (2020-02-01)

Fault Classification of Rotary Machinery Based on Smooth Local Subspace Projection Method and Permutation Entropy
by: Lingjun Xiao, et al.
Published: (2019-05-01)

Application of Permutation Entropy and Permutation Min-Entropy in Multiple Emotional States Analysis of RRI Time Series
by: Yirong Xia, et al.
Published: (2018-02-01)

Fault Diagnosis for Micro-Gas Turbine Engine Sensors via Wavelet Entropy
by: Tianhong Zhang, et al.
Published: (2011-10-01)

Multi-Level Wavelet Shannon Entropy-Based Method for Single-Sensor Fault Location
by: Qiaoning Yang, et al.
Published: (2015-10-01)

MED and WPT based technique for bearings fault detection
by: Zhang Dan, et al.
Published: (2014-06-01)

A Rolling Bearing Fault Diagnosis Method Based on EEMD-WSST Signal Reconstruction and Multi-Scale Entropy
by: Jianghua Ge, et al.
Published: (2020-03-01)

Analysis of Weak Fault in Hydraulic System Based on Multi-scale Permutation Entropy of Fault-Sensitive Intrinsic Mode Function and Deep Belief Network
by: Jie Huang, et al.
Published: (2019-04-01)

A Multi-Stage Hybrid Fault Diagnosis Approach for Rolling Element Bearing Under Various Working Conditions
by: Xiaoan Yan, et al.
Published: (2019-01-01)

WAVELET-BASED ALGORITHM FOR DETECTION OF BEARING FAULTS IN A GAS TURBINE ENGINE
by: Sergiy Enchev, et al.
Published: (2014-07-01)

Gearbox fault diagnosis based on local mean decomposition, permutation entropy and extreme learning machine
by: Yu Wei, et al.
Published: (2016-05-01)