Application of self organizing map for intelligent machine fault diagnostics based on infrared thermography images

Proceedings - 2011 6th International Conference on Bio-Inspired Computing: Theories and Applications, BIC-TA 2011

Volumn , Issue , 2011, Pages 123-128

  Widodo, Achmad ^a   Satrijo, Djoeli ^a   Huda, Muhammad ^a   Lim, Gang Min ^b   Yang, Bo Suk ^b  

^a DIPONEGORO UNIVERSITY   (Indonesia)

^b Pukyong National University   (South Korea)

Author keywords

Infrared thermography; Machine fault diagnostics; Pattern recognition; Self organizing map

Indexed keywords

CENTRAL MOMENTS; DATA BASE; FAULT CONDITIONS; IMAGE FEATURES; INFRARED IMAGES; INTELLIGENT MACHINE; K-MEANS ALGORITHM; MACHINE DIAGNOSTICS; MACHINE FAULTS; PATTERN RECOGNITION TECHNIQUES; REGION OF INTEREST; ROLLING ELEMENT BEARING; ROTATING MACHINE; SEGMENTATION AND CLUSTERING; SELF ORGANIZING; THRESHOLDING;

BEARINGS (STRUCTURAL); COMPUTATION THEORY; FEATURE EXTRACTION; IMAGING SYSTEMS; SELF ORGANIZING MAPS; THERMOGRAPHY (IMAGING); THERMOGRAPHY (TEMPERATURE MEASUREMENT);

IMAGE SEGMENTATION;

EID: 80155133654     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/BIC-TA.2011.15     Document Type: Conference Paper

References (15)

1. Y. Lei, Z. He, and Y. Zi, "Application of an intelligent classification method to mechanical fault diagnosis," Expert Syst. Appl., vol. 36, August. 2009, pp. 9941-9948.
2. B. Eftekharnejad and D. Mba, "Seeded fault detection on helical gears with acoustic emission," Appl. Acoust., vol. 70(4), August. 2008, pp. 547-555.
3. R. Heriansyah, S.A.R. Abu Bakar, "Defect detection in thermal image for nondestructive evaluation of petrochemical equipments," NDT&E International, vol. 42, Dec. 2009, pp. 729-740.
4. Ying-Chieh Chou, Leehter Yao, "Automatic Diagnosis System of Electrical Equipment using Infrared Thermography,"International Conf of Soft Computing and Pattern Recognition (SCOPAR '09), Dec. 2009, pp. 155-160.
5. th International conference on Quanitative Infrared Thermography, July, 2008, Krakow, Poland.
6. Eva Barreira, Vasco P. de Freitas, "Evaluation of building materials using infrared thermography," Construction and Building Materials, vol. 21, Aug. 2007, pp 218-224. (Pubitemid 44189820)
7. E.Y.-K. Ng, "A review of thermography as promising non-invasive detection modality for breast tumor," Int. Journal of Thermal Sciences, vol. 48, Jul. 2008, pp. 849-859.
8. C. Meola and G.M. Carlomaggo, "Recent advance in the use of infrared thermography," Measure. Sci. Technol., vol. 15, Sept. 2004, pp. R27-R58. (Pubitemid 39447630)
9. R. Thomas, "The continued and future use of infrared use of infrared thermography," Proceedings of 2nd World Congress on Engineering Asset Management, June 2007, pp. 1897-1907.
10. rd ed., SPIE Publication, 2007.
11. R.C. Gonzalez, R.E. Woods, "Digital Image Processing," 2 nd ed., Upper Saddle River, New Jersey: Prentice-Hall, Inc., 2002.
12. B. Chanda, D.D Majumder,"Digital Image Processing and Analysis," New Delhi: Prentice-Hall of India Private Limited, 2000.
13. J. Shao, H. Xin, J.D. Harmon, "Comparison of image feature extraction for classification of swine thermal comfort behavior," Computer in Electronics in Agriculture, vol. 19, Jul. 1997, pp. 223-232.
14. T. Kohonen, "Self-Organizing Maps," Springer-Verlag, Berlin, 1995.
15. N. Otsu, "A Threshold Selection Method from Gray-level Histograms," IEEE Transactions on Systems, Man, and Cybernetics, vol. 9 no. 1, Jan. 1979, pp. 62-66. (Pubitemid 9413341)