The diagnostic line: A novel criterion for condition monitoring of rotating machinery

被引：13
作者：
Lin, Jinshan [1 ,2 ]
Dou, Chunhong [2 ]
机构：
[1] Weifang Univ, Sch Mechatron & Vehicle Engn, 5147 Dong Feng Dong St, Weifang 261061, Peoples R China
[2] Weifang Univ, Sch Mechatron & Vehicle Engn, Weifang 261061, Peoples R China
来源：
ISA TRANSACTIONS | 2015年 / 59卷
关键词：
Scaling analysis; Increment series; Diagnostic line; Condition monitoring; Rotating machinery; DETRENDED-FLUCTUATION ANALYSIS; EMPIRICAL MODE DECOMPOSITION; NONSTATIONARY TIME-SERIES; WIGNER-VILLE DISTRIBUTION; FAULT-DIAGNOSIS; GEARBOX; MAGNITUDE;
D O I：
10.1016/j.isatra.2015.10.003
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
This study examined scaling properties of an increment series from rotating machinery. Moreover, two fluctuation parameters for the smallest and largest time scales of a scaling range served as a pair of fluctuation parameters to describe system conditions. Therefore, an interesting phenomenon is observed: the data points, each representing a pair of fluctuation parameters, for fault conditions almost form a straight line, while those for normal clearly depart from the straight line. To describe the phenomenon, a novel concept termed the diagnostic line was introduced. Subsequently, properties of the diagnostic line were carefully investigated theoretically and numerically. Consequently, a decisive role of noise in forming the diagnostic line was determined. Accordingly, this study develops a novel criterion for condition monitoring of rotating machinery. (C) 2015 ISA. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码：232 / 242
页数：11
相关论文
共 21 条
[1]   Magnitude and sign scaling in power-law correlated time series [J].
Ashkenazy, Y ;
Havlin, S ;
Ivanov, PC ;
Peng, CK ;
Schulte-Frohlinde, V ;
Stanley, HE .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2003, 323 :19-41
[2]   Decomposition of heartbeat time series: Scaling analysis of the sign sequence [J].
Ashkenazy, Y ;
Ivanov, PC ;
Havlin, S ;
Peng, CK ;
Yamamoto, Y ;
Goldberger, AL ;
Stanley, HE .
COMPUTERS IN CARDIOLOGY 2000, VOL 27, 2000, 27 :139-142
[3]   Magnitude and sign correlations in heartbeat fluctuations [J].
Ashkenazy, Y ;
Ivanov, PC ;
Havlin, S ;
Peng, CK ;
Goldberger, AL ;
Stanley, HE .
PHYSICAL REVIEW LETTERS, 2001, 86 (09) :1900-1903
[4]   Vibration condition monitoring of planetary gearbox under varying external load [J].
Bartelmus, W. ;
Zimroz, R. .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2009, 23 (01) :246-257
[5]   Evaluation of principal component analysis and neural network performance for bearing fault diagnosis from vibration signal processed by RS and DF analyses [J].
de Moura, E. P. ;
Souto, C. R. ;
Silva, A. A. ;
Irmao, M. A. S. .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2011, 25 (05) :1765-1772
[6]   Applications of detrended-fluctuation analysis to gearbox fault diagnosis [J].
de Moura, E. P. ;
Vieira, A. P. ;
Irmao, M. A. S. ;
Silva, A. A. .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2009, 23 (03) :682-689
[7]   Intrinsic time-scale decomposition: time-frequency-energy analysis and real-time filtering of non-stationary signals [J].
Frei, Mark G. ;
Osorio, Ivan .
PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 2007, 463 (2078) :321-342
[8]   The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis [J].
Huang, NE ;
Shen, Z ;
Long, SR ;
Wu, MLC ;
Shih, HH ;
Zheng, QN ;
Yen, NC ;
Tung, CC ;
Liu, HH .
PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 1998, 454 (1971) :903-995
[9]   Comparison between Wigner-Ville distribution- and empirical mode decomposition vibration-based techniques for helical gearbox monitoring [J].
Ibrahim, G. R. ;
Albarbar, A. .
PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART C-JOURNAL OF MECHANICAL ENGINEERING SCIENCE, 2011, 225 (C8) :1833-1846
[10]   Multifractal detrended fluctuation analysis of nonstationary time series [J].
Kantelhardt, JW ;
Zschiegner, SA ;
Koscielny-Bunde, E ;
Havlin, S ;
Bunde, A ;
Stanley, HE .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2002, 316 (1-4) :87-114
123