Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Acta Armamentarii》 2015-10
Add to Favorite Get Latest Update

Rolling Bearing Performance Degradative State Recognition Based on Mathematical Morphological Fractal Dimension and Fuzzy Center Means

WANG Bing;LI Hong-ru;CHEN Qiang-hua;XU Bao-hua;Ordnance Engineering College;Unit 76127 of PLA;Representative Office of Army in No.497 Factory;  
In allusion to the degenerative state recognition of rolling bearing,a performance degenerative recognition method based on mathematical morphological fractal dimension( MMFD) and fuzzy center means( FCM) is proposed by combining mathematical morphology and fuzzy assemble theory. MMFD is calculated for the performance degenerative feature of rolling bearing to describe its complexity and irregularity in the view of fractal. In consideration of the fuzziness among different performance degradation boundaries,FCM is introduced into fuzzy clustering for characteristic index,and the performance degradation could be recognized effectively in line with maximum subordinate principle. The fatigue life enhancement test of rolling bearing was carried out to gather the whole life data at Hangzhou Bearing Test Research Center. The method is applied to the whole life data of rolling bearing,the overall state successful recognition rate reachs 96%. The results show that the method has a small calculating cost and ahigh efficiency,and can efficiently identify the performance degenerative state of rolling bearings.
【Fund】: 国家自然科学基金项目(51275524)
【CateGory Index】: TH133.33;TP391.4
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
Chinese Journal Full-text Database 6 Hits
1 Xu Hong-bo 1 Chen Guo-hua 1 Wang Xin-hua 2(1.School of Mechanical and Automotive Engineering,South China University of Technology,Guangzhou 510640,Guangdong,China;2.Guangzhou Academy of Special Equipment Inspection & Testing,Guangzhou 510180,Guangdong,China);Fault Identification of Bearings Based on Bispectrum Distribution of ARMA Model and FCM Method[J];Journal of South China University of Technology(Natural Science Edition);2012-07
2 PAN Yu-na~1,CHEN Jin~1,LI Xing-lin~2(1.School of Mechanical Engineering,Shanghai Jiaotong University,Shanghai 200240,China;2.Hangzhou Bearing Test & Research Center,Hangzhou 310022,China);Fuzzy c-Means Based Equipment Performance Degradation Assessment[J];Journal of Shanghai Jiaotong University;2009-11
3 LI Bing1,2,ZHANG Pei-lin1,REN Guo-quan1,LIU Dong-sheng2,MI Shuang-shan2 (1.The 1st Department,Ordance Engineering College,Shijiazhuang 050003,China; 2.The 4th Department,Ordance Engineering College,Shijiazhuang 050003,China );Application of mathematical-morphology-based generalized fractal dimensions in engine fault diagnosis[J];Journal of Vibration and Shock;2011-10
4 Li Bing1,2,Zhang Peilin2,Mi Shuangshan1,Liu Dongsheng1, Ren Guoquan2(1Forth Department,Mechanical Engineering College Shijiazhuang,050003,China)(2First Department,Mechanical Engineering College Shijiazhuang,050003, China);Mathematical Morphology Based on Multifractal Dimensions for Gear Fault Diagnosis[J];Journal of Vibration, Measurement & Diagnosis;2011-04
5 XU Dong1,XU Yong-cheng1,CHEN Xun1,LI Xing-lin2,YANG Yong-min1(1.Institute of Mechatronical Engineering,National University of Defense Technology,Changsha 410073,China;2.Hangzhou Bearing Test & Research Center(HBRC),Hangzhou 310022,China);Residual fatigue life prediction based on grey model and EMD[J];Journal of Vibration Engineering;2011-01
6 Zhang Shuqing,Sun Guoxiu,Li Liang,Li Xinxin,Jian Xiong(Institute of Electrical Engineering,Yanshan University,Key Laboratory of Measurement Technology and Instrumentation of Hebei Province,Qinhuangdao 066004,China);Study on mechanical fault diagnosis method based on LMD approximate entropy and fuzzy C-means clustering[J];Chinese Journal of Scientific Instrument;2013-03
Chinese Journal Full-text Database 10 Hits
1 GUO Lei1,LI Xing-lin2,WU Can2,LIU Cheng-ze1(1.State Nuclear Power Station Service Company,Shanghai 200233,China;2.Hangzhou Bearing Test & Research Center, Hangzhou 310022,China);Assessment Method for Performance Degradation of Rolling Bearings Based on SVM[J];Bearing;2012-08
2 SHEN Xuan-jing,HE Yue,ZHANG Bo,LONG Jian-wu(College of Computer Science and Technology,Jilin University,Changchun 130012,China);FCM With Spatial Information and Membership Constrains for Image Segmentation[J];Journal of Beijing University of Technology;2012-07
3 Guo Lei1 Li Xinglin2 Wu Can2 Liu Chengze1 (1.State Nuclear Power Station Service Company,Shanghai 200233; 2.Hangzhou Bearing Test & Research Center Postdoctoral Workstation,Hangzhou 310022);Bearing accelerated fatigue test system based on virtual instrument[J];Electronic Measurement Technology;2012-08
4 Liu Wei Si Fengqi Xu Zhigao(Key Laboratory of Energy Thermal Conversion and Control of Ministry of Education,Southeast University,Nanjing 210096,China);Combustion diagnosis based on combustion feature and fuzzy C-means clustering[J];Journal of Southeast University(Natural Science Edition);2012-S2
5 Wang Bing,Li Hong-ru,Xu Bao-hua(Ordnance Engineering College,Shijiazhuang 050003,China);Extraction of Performance Degradation Feature for Motor Bearings Based on Multi Scale Morphological Decomposition Spectrum Entropy[J];Bearing;2013-08
6 YANG Heng;XU Ge-ning;HAN Zi-yuan;College of Mechanical Engineering,Taiyuan University of Science and Technology;;Reliability analysis on performance degradation data based on fuzzy failure threshold[J];Chinese Journal of Construction Machinery;2013-04
7 ZHANG Kai-feng;YUAN Hui-qun;NIE Peng;School of Mechanical Engineering & Automation,Northeastern University;School of Sciences,Northeastern University;School of Mechanical & Electrical Engineering,Shenyang Aerospace University;;Prediction of Tool Wear Based on Generalized Dimensions and Optimized BP Neural Network[J];Journal of Northeastern University(Natural Science);2013-09
8 REN Jin-cheng;ZHANG Ling-ling;XIAO Yun-kui;ZHU Zhong-kui;Military Vehicle Department,Military Transportation University;School of Urban Rail Transportation,Soochow University;;Diesel Engine Fault Diagnosis Based on Symmetrical Polar Coordinate and Image Processing[J];Vehicle Engine;2013-06
9 Chen Qianghua;Li Hongru;Xu Baohua;Ordnance Engineering College;;Fault Prediction for Bearings Based on Morphological Fractal Dimension and Improved ELM[J];Bearing;2014-04
10 Xu Yan-kai;Shuang Kai;College of Geophysics and Information Engineering,China University of Petroleum (Beijing);;Detection of Transient Signal Based on Adaptive Singular Value Decomposition[J];Journal of Electronics & Information Technology;2014-03
China Proceedings of conference Full-text Database 3 Hits
1 Li Junfeng 1,2,Yang Aiping 3,Dai Wenzhan 1,Pan Haipeng 1 1.Department of Automatic control,Zhejiang University of Sciences,Hangzhou 310018,P.R.China2.College of Mechanical Engineering,Donghua University,Shanghai 200051,P.R.China3.Foreign Languages School,Zhejiang University of Finance & Economics,HangZhou 310018,P.R.China;On Image Edge Detection Based on Grey Absolute Degree of Incidence and LOG Operator[A];[C];2007
2 LIU Wei,SI Feng-qi,XU Zhi-Gao (Key Laboratory of Energy Thermal Conversion and Control of Ministry of Education,School of Energy and Environment,Southeast University Nanjing,210096 China);Combustion Diagnosis Based on Combustion feature and Fuzzy C-Means Clustering[A];[C];2012
3 Zhao Ling;Chu Xiaoyan;Huang Darong;College of Information Science and Engineering,Chongqing Jiaotong University;Chongqing University;;Fault Diagnosis for Gearbox Based on EMD and Multifractal[A];[C];2014
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Long Sisheng Zhang Tebao Long Feng (Earthquake Administration of Sichuan Province, Chengdu 610041, China);CAUSES AND SOLUTIONS OF OVERSHOOT AND UNDERSHOOT AND END SWING IN HILBERT-HUANG TRANSFORM[J];Acta Seismologica Sinica;2005-05
2 Feng Jiu-chao Pan Shui-yang(School of Electronic and Information Engineering,South China University of Technology,Guangzhou 510640,Guangdong,China);Extraction Algorithm of Vital Signals Based on Empirical Mode Decomposition[J];Journal of South China University of Technology(Natural Science Edition);2010-10
3 Luo Zhong-liang Lin Tu-sheng Yang Jun Zhao Xiao-fang(School of Electronic and Information Engineering,South China University of Technology,Guangzhou 510640,Guangdong,China);Extraction and Recognition of Iris Features Based on Empirical Mode Decomposition and Singular Value Decomposition[J];Journal of South China University of Technology(Natural Science Edition);2011-02
4 Sun Cheng-jie Liu Feng Lin Lei Liu Bing-quan(School of Computer Science and Technology,Harbin Institute of Technology,Harbin 150001,Heilongjiang,China);Prediction of Search Data Volume Based on Time-Series Clustering and ARMA Models[J];Journal of South China University of Technology(Natural Science Edition);2011-04
5 WANG Xuping,WANG Hangong,CHEN Xiaohu(The Second Artillery Engineering College,Xi'an Shaanxi 710025,China);Diagnosis Technics of Gear Pump Fault Based on the Fuzzy C-means Clustering Algorithm[J];Machine Tool & Hydraulics;2009-10
6 ZHANG Wei1,XIAO Yun-kui1,SI Ai-wei1,JIANG Hong-hui1,FU Yu2,HANG Hua-fei3(1.Automobile Engineering Department,Academy of Military Transportation,Tianjin 300161,China;2.Equipment Support Department,Academy of Military Transportation,Tianjin 300161,China;3.Training Division,Academy of Military Transportation,Tianjin 300161,China);Diagnosing Crankshaft Bearing Fault Based on the Wavelet Packet-Fuzzy C Mean Clustering Arithmetic[J];Journal of Academy of Military Transportation;2009-02
7 XI Lifeng~1 HUANG Runqing~1 LI Xinglin~2 LIU C Richard~3 LEE Jay~4 1.School of Mechanical Engineering,Shanghai Jiaotong University,Shanghai 200030; 2.Hangzhou Bearing Test & Research Center,Hangzhou 310022; 3.School of Industrial Engineering,Purdue University,West Lafayette 47907,USA; 4.School of Engineering,University of Cincinnati,Cincinnati 45221,USA;RESIDUAL LIFE PREDICTIONS FOR BALL BEARING BASED ON NEURAL NETWORKS[J];Chinese Journal of Mechanical Engineering;2007-10
8 CAO Chongfeng YANG Shixi YANG Jiangxin (College of Mechanical and Energy Engineering, Zhejiang University, Hangzhou 310027);Vibration Mode Extraction Method Based on the Characteristics of White Noise[J];Journal of Mechanical Engineering;2010-03
9 ZHOU Chuan,WU Xing,LIU Chang,HE Wei(Faculty of Mechanical and Electrical Engineering,Kunming University of Science and Technology,Kunming 650093,China);Rolling Bearing Fault Diagnosis Based on EMD and Fuzzy C Means Clustering[J];Journal of Kunming University of Science and Technology(Science and Technology);2009-06
10 PAN Yu-na,HAN Jie,LI Zhi-nong(Research Institute of Vibration Engineering,Zhengzhou University,Zhengzhou 450002,China);Vector Power Spectrum-Fuzzy C Mean Clustering Method for the Fault Diagnosis of Rotating Machine[J];Turbine Technology;2006-03
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved