Ensemble ANN-based recognizers to improve classification of X-bar control chart patterns

2008 IEEE International Conference on Industrial Engineering and Engineering Management, IEEM 2008

Volumn , Issue , 2008, Pages 1996-2000

  Hassan, Adnan ^a  

^a UNIVERSITI TEKNOLOGI MALAYSIA   (Malaysia)

Author keywords

Control chart; Ensemble recognizers; Pattern recognition; Statistical process control

Indexed keywords

FLOWCHARTING; INDUSTRIAL ENGINEERING; PATTERN RECOGNITION; QUALITY CONTROL; SURFACE TREATMENT;

CLASSIFICATION PERFORMANCE; CONTROL CHART; CONTROL CHART PATTERNS; ENSEMBLE RECOGNIZERS; ON-LINE RECOGNITION; PROCESS DATUM;

STATISTICAL PROCESS CONTROL;

EID: 62749172971     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEEM.2008.4738221     Document Type: Conference Paper

References (10)

1. S. Haykin, Neural Networks: A Comprehensive Foundation," 2nd. ed. Upper Saddle River, N. J.: Prentice Hall, 1999.
2. D. T. Pham and E. Oztemel, "Control chart pattern recognition using combinations of multilayer perceptrons and learning vector quantization neural networks," Proc. Instn. Mech. Engrs. vol. 207, pp. 113-118, 1993.
3. D. T. Pham and E. Oztemel, "An integrated neural network and expert system tool for statistical process control," Proc. Instn. Mech. Engrs. vol. 209, part B. pp. 91-97, 1995.
4. H. B. Hwarng, "A neural network approach to identifying cyclic behaviour on control charts: a comparative study," International Journal of Systems Science, vol. 28 no. 1. pp. 99-112, 1997.
5. R. -S, Guh, F. Zorriassatine, J. D. T. Tannock and C. O'Brien, C., "On-line control chart pattern detection and discrimination- a neural network approach," Artificial Intelligence in Engineering, vol. 13. pp. 413-425, 1999.
6. C.-S. Cheng, "A neural network approach for the analysis of control chart patterns," International Journal of Production Research. vol. 35 no. 3. pp. 667-697, 1997.
7. A. S. Pandya and R. B. Macy, Pattern Recognition with Neural Network in C++, Boca Raton, Florida: CRC Press, 1995.
8. H. Demuth and M. Beale, Neural Network Toolbox Users's Guide. Natick: The MathWorks, 1998.
9. A. Hassan, M. S. N Baksh, A. M. Shaharoum and H. Jamaluddin, "Improved SPC chart pattern recognition using statistical features," International Journal of Production Research, vol. 41, no. 7, pp. 1587-1603, 2003.
10. *IPROMS 2008 Virtual International Conference on Intelligent Production Machines and Systems, in press.