Fault Detection Method for Multivariate Process using ICA |
Jung, Seunghwan
(Department of Electrical and Computer Engineering, Pusan National University)
Kim, Minseok (Department of Electrical and Computer Engineering, Pusan National University) Lee, Hansoo (Department of Electrical and Computer Engineering, Pusan National University) Kim, Jonggeun (Department of Electrical and Computer Engineering, Pusan National University) Kim, Sungshin (Department of Electrical and Computer Engineering, Pusan National University) |
1 | J. S. Oh, "Straight Line Detection Using PCA and Hough transform," Journal of the Korea Institute of Information and Communication Engineering, vol. 22, no. 7, pp. 227-232, Feb. 2018. |
2 | J. M. Lee, C. K. Yoo, and I. B. Lee, "Statistical monitoring of dynamic processes based on dynamic independent component analysis," Chemical Engineering Science, vol. 59, pp. 2995-3006, Jul. 2004. DOI |
3 | W. Ku, R. H. Storer, and C. Georgakis, "Disturbance detection and isolation by dynamic principal component analysis," Chemometrics and Intelligent Laboratory System, vol. 30, pp. 179-196, 1995. DOI |
4 | M. Kano, S. Hasebe, I. Hashimoto, and H. Ohno, "A new multivariate statistical process monitoring method using principal component analysis," Computer and Chemical Engineering, vol. 25, pp. 1103-1113, 2001. DOI |
5 | M. Z. Sheriff, M. Mansouri, M. N. Karim, H. Nounou, and M. Nounou, "Fault detection using multiscale PCA-based moving window GLRT," Journal of Process Control, vol. 54, pp. 47-64, 2017. DOI |
6 | F. Zhou, J. H. Park, and Y. Liu, "Differential feature based hierarchical PCA fault detection method for dynamic fault," Neurocomputing, vol. 202, pp. 27-35, 2016. DOI |
7 | M. Zvokelj, S. Zupan, and I. Prebil, "EEMD-based multiscale ICA method for slewing bearing fault detection and diagnosis," Journal of Sound and Vibration, vol. 370, pp. 394-423, 2016. DOI |
8 | S. Jung, M. Kim, J. Jang, J. Yoo, and S. Kim, "Fault detection and Diagnosis for High Pressure Feedwater Heater using Principal Component Analysis," Journal of Korean Institute of Intelligent Systems, vol. 27, no, 2, Nov. 2017. |
9 | S. Jung, B. Kim, J. Jang, J. Yoo, and S. Kim, "Fault detection method for high pressure feedwater heater in thermal power plant using independent component analysis," Proceedings of KIIS Autumn Conf, vol. 28, no, 3, Nov. 2018. |
10 | A. Hyvarinen, "Fast and robust fixed-point algorithm for independent component analysis," IEEE Trans. Neural Networks, vol. 10, no. 3, pp. 626-634, 1999. DOI |
11 | A. D. Back, and A. S. Weigend, "A first application of independent component analysis to extracting structure from stock returns," International Journal of Neural Systems, vol. 8, no. 4, pp. 473-484, 1997. DOI |
12 | A. Hyvarinen, "Survey on independent component analysis," Neural computing surveys, vol. 2, no. 4, pp. 94-128, 1999. Control, vol. 68, pp. 129-144, 1999. |