Nonlinear time series fault prediction based on clustering and support vector machines

Kongzhi Lilun Yu Yingyong/Control Theory and Applications

Volumn 24, Issue 1, 2007, Pages 64-68

  Zhang, Jun Feng ^a   Hu, Shou Song ^a  

^a NANJING UNIVERSITY OF AERONAUTICS AND ASTRONAUTICS   (China)

Author keywords

Fault prediction; K means clustering; Support vector regression; Time series prediction

Indexed keywords

FAULT PREDICTION; K-MEANS CLUSTERING; SUPPORT VECTOR REGRESSION; TIME SERIES PREDICTION;

CLUSTERING ALGORITHMS; COMPUTER SIMULATION;

SUPPORT VECTOR MACHINES;

EID: 34247364648     PISSN: 10008152     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (10)

1. HO S L, XIE M. The use of ARIMA models for reliability forecasting and analysis[J]. Computer and Industrial Engineering, 1998, 35(1-2): 213-216.
2. TSE P W, ATHERTON D P. Prediction of machine deterioration using vibration based fault trends and recurrent neural networks[J]. J of Vibration and Acoustics, 1999, 121(7): 355-362.
3. JAIN A K, MURTY M N. Data clustering: a review[J]. ACM Computing Surveys, 1999, 31(3): 264-323.
4. RICHARD O D, PETER E H, DAVID G S. Pattern Classification[M]. Second Edition. New York: John Wiley and Sons, 2002.
5. VAPNIK V N. The Nature of Statistical Learning Theory[M]. New York: Springer, 1995.
6. THISSENA U, BRAKELA R, et al. Using support vector machines for time series prediction[J]. Chemometrics and Intelligent Laboratory Systems, 2003, 6(9): 35-49.
7. VAPNIK V N. Statistical Learning Theory[M]. New York: Wiley, 1998.
8. JAMES T K, IVOR W T. Linear dependency between ε and the input noise in ε-support vector regression[J]. IEEE Trans on Neural Networks, 2003, 14(5): 544-553.
9. MATTERA D, HAYKIN S. Support vector machines for dynamic reconstruction of a chaotic system[C]//Advances in Kernel Methods-Support Vector Learning. Cambridge: MIT Press, 1999: 243-254.
10. ZHOU Donghua, YE Yinzhong. Modern Fault Diagnosis and Fault Tolerant Control[M]. Beijing: Tsinghua University Press, 2000.