Rough set based rule learning and fuzzy classification of wavelet features for fault diagnosis of monoblock centrifugal pump

Measurement: Journal of the International Measurement Confederation

Volumn 46, Issue 9, 2013, Pages 3057-3063

  Muralidharan, V ^a   Sugumaran, V ^b  

^a GKM COLLEGE OF ENGINEERING AND TECHNOLOGY   (India)

^b VIT UNIVERSITY   (India)

Author keywords

Discrete Wavelet Transforms (DWTs); Fault diagnosis; Monoblock centrifugal pump; Rough set theory

Indexed keywords

CENTRIFUGAL PUMPS; DISCRETE WAVELET TRANSFORMS; FAILURE ANALYSIS; FUZZY LOGIC; IMPELLERS; PUMPS; WAVELET ANALYSIS;

CLASSIFICATION ACCURACY; CONFUSION MATRICES; FAULT DIAGNOSIS PROBLEM; FAULTY BEARINGS; FUZZY CLASSIFICATION; ROUGH-SET BASED; VIBRATION SIGNAL; WAVELET FEATURES;

ROUGH SET THEORY;

EID: 84881122580     PISSN: 02632241     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.measurement.2013.06.002     Document Type: Article

References (19)

1. A.K. Nandi, Advanced digital vibration signal processing for condition monitoring, in: Proceedings of COMADEM2000, Houston, TX, USA, 2000, pp. 129-143.
2. V. Muralidharan, and V. Sugumaran A comparative study of Naïve Bayes classifier and Bayes net classifier for fault diagnosis of monoblock centrifugal pump using wavelet analysis Applied Soft Computing 12 8 2012 2023 2029
3. V. Muralidharan, and V. Sugumarn Selection of discrete wavelets for fault diagnosis of monoblock centrifugal pump using the J48 algorithm Applied Artificial Intelligence: An International Journal 27 1 2013 1 19
4. Jiangping Wang, and Hongtao Hu Vibration-based fault diagnosis of pump using fuzzy technique Measurement 39 2006 176 185 (Pubitemid 43106609)
5. B. Samanta, and K.R. Al-Baulshi Artificial neural network based fault diagnostics of rolling element bearings using time domain features Mechanical Systems and Signal Processing 17 2003 317 328
6. V. Muralidharan, and V. Sugumaran Feature extraction using wavelets and classification through decision tree algorithm for fault diagnosis of mono-block centrifugal pump Measurement 46 2013 353 359
7. Fansen Konga, and Ruheng Chen A combined method for triplex pump fault diagnosis based on wavelet transform, fuzzy logic and neural-networks Mechanical Systems and Signal Processing 18 2004 161 168
8. L.B. Jack, A.K. Nandi, Comparison of neural networks and support vector machines in condition monitoring application, in: Proceedings of COMADEM 2000, Houston, TX, USA, 2000, pp. 721-730.
9. S. Rajakarunakaran, P. Venkumar, D. Devaraj, and K. Surya Prakasa Rao Artificial neural network approach for fault detection in rotary system Applied Soft Computing 8 2008 740 748 (Pubitemid 47374604)
10. Hongyu Yang, Joseph Mathew, and Lin Ma Fault diagnosis of rolling element bearings using basis pursuit Mechanical Systems and Signal Processing 19 2005 341 356
11. H.Q. Wang, and P. Chen Fault diagnosis of centrifugal pump using symptom parameters in frequency domain The CGIR E-Journal 9 2007 1 14
12. Huaqing. Wang, and Peng. Chen Sequential condition diagnosis for centrifugal pump system using fuzzy neural network Neural Information Processing-Letters and Reviews 2 2007 41 50
13. Qingbo He, Fanrang Kong, and Ruqiang Yan Subspace-based gearbox condition monitoring by kernel principal component analysis Mechanical Systems and Signal Processing 21 2007 1755 1772 (Pubitemid 46205104)
14. N. Saravanan, S. Cholairajan, and K.I. Ramachandran Vibration-based fault diagnosis of spur bevel gear box using fuzzy technique Expert Systems with Applications 36 2009 3119 3135
15. Y. Li, S.C.K. Shiu, S.K. Pal, and J.N.K. Liu A rough set-based case-based reasoner for text categorization International Journal of Approximate Reasoning 41 2006 229 255
16. Wensheng Su, Fengtao Wang, Hong Zhu, Zhixin Zhang, and Zhenggang Guo Rolling element bearing faults diagnosis based on optimal Morlet wavelet filter and autocorrelation enhancement Mechanical Systems and Signal Processing 24 2010 1458 1472
17. N.R. Sakthivel, V. Sugumaran, and Binoy B. Nair Comparison of decision tree-fuzzy and rough set-fuzzy methods for fault categorization of mono-block centrifugal pump Mechanical Systems and Signal Processing 24 2010 1887 1906
18. V. Sugumaran, and K.I. Ramachandran Fault diagnosis of roller bearing using fuzzy classifier and histogram features with focus on automatic rule learning Expert Systems with Applications 38 2011 4901 4907
19. V. Sugumaran, and K.I. Ramachandran Automatic rule learning using decision tree for fuzzy classifier in fault diagnosis of roller bearing Mechanical Systems and Signal Processing 21 2007 2237 2247 (Pubitemid 46550764)