Improving Principal Component Analysis (PCA) in automotive body assembly using artificial neural networks

Journal of Manufacturing Systems

Volumn 20, Issue 3, 2001, Pages 188-197

  Jang, Khi Young ^a   Yang, Kai ^a  

^a WAYNE STATE UNIVERSITY   (United States)

Author keywords

Artificial Neural Network; Automotive Body Assembly; Dimensional Measurements; Principal Component Analysis

Indexed keywords

EID: 0042907247     PISSN: 02786125     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0278-6125(01)80040-6     Document Type: Article

References (11)

1. Ceglarek, D.J. (1994). "Knowledge-based diagnosis for automotive body assembly: methodology and implementation." PhD dissertation (Ann Arbor, MI: Univ. of Michigan).
2. Hassoun, M.H. (1995). Fundamentals of Artificial Neural Networks (London: The MIT Press).
3. Hebb, D.O. (1949). The Organisation of Behavior (New York: John Wiley & Sons).
4. Hu, S. Jack and Wu, S.M. (1990). "Impact of 100% in-process measurement on statistical process (SPC) in automobile body assembly." ASME WAM (v44), pp433-448.
5. Hu, S. Jack and Wu, S.M. ( 1992). "Identifying sources of variation in automobile body assembly using principal component analysis." Trans. of NAMRI/SME (v20), pp311-316.
6. Huang, K.Y. (1999). "Neural networks for seismic principal component analysis." IEEE Trans. on Geoscience and Remote Sensing (v37, n1), pp297-311.
7. Morabito, F.C. and Coccorese, E. (1996). "A neural network approach for reduction of the dimensionality of slowly time-varying electromagnetic inverse problems." IEEE Trans. on Magnetics (v32, n3), pp1306-1309.
8. Oja, E. (1992). "Principal components, minor components, and linear neural networks." Neural Networks (v5), pp927-936.
9. Roan, C., Hu, S.J., and Wu, S.M. (1993). "Computer aided identification of root causes of variation in automotive body assembly." Journal of Mfg. Science and Engg. (v64), pp391-400.
10. Sanger, T.D. ( 1989). "Optimal unsupervised learning in a single-layer feed-forward neural network." Neural Networks (v2), pp459-473.
11. Yang, K. (1996). "Improving automotive dimensional quality by using principal component analysis. Quality and Reliability Engg. Int'l (v12), pp401-409.