A vision system for surface roughness assessment using neural networks

International Journal of Advanced Manufacturing Technology

Volumn 14, Issue 6, 1998, Pages 412-422

  Tsai, Du Ming ^a   Chen, Jeng Jong ^b   Chen, Jeng Fung ^b  

^a YUAN ZE UNIVERSITY   (Taiwan)

^b NONE

Author keywords

Fourier transform; Machine vision; Neural networks; Surface roughness

Indexed keywords

FOURIER TRANSFORMS; FREQUENCY DOMAIN ANALYSIS; MACHINE COMPONENTS; MILLING (MACHINING); NEURAL NETWORKS; SURFACE ROUGHNESS;

MILLING PROCESSES; SHAPING PROCESSES; SURFACE ROUGHNESS ASSESSMENT;

COMPUTER VISION;

EID: 0031637165     PISSN: 02683768     EISSN: None     Source Type: Journal    
DOI: 10.1007/BF01304620     Document Type: Article

References (11)

1. B. H. Amstead, P. F. Ostwald and M. L. Begeman, Manufacturing Processes, John Wiley, New York, 1987.
2. G. A. Al-Kindi, R. M. Baul and K. F. Gill, "An application of machine vision in the automated inspection of engineering surface", International Journal of Production Research, 30, pp. 241-253, 1992.
3. F. Luk and V. Huynh, "A vision system for in-process surface quality assessment", Proceedings of the Vision '87 SME Conference, Detroit, Michigan, pp. 12-43-12-58, 1987.
4. D. E. P. Hoy and F. Yu, "Surface quality assessment using computer vision methods", Journal of Materials Processing Technology, 28, pp. 265-274, 1991.
5. W. Scott and R. M. Baul, "Preliminary evaluation of proximity transducer for the measurement of surface texture", International Conference on Metrology and Properties of Engineering Surfaces, Wear, 57, pp. 33-38, 1980.
6. F. L. Chen, D. Joo and J. T. Black, "Investigation of cutting condition monitoring by visual measurement of surface texture parameters", International Journal of Computer Integrated Manufacturing, 7, pp. 307-319, 1994.
7. S.-S. Liu and M. E. Jernigan, "Texture analysis and discrimination in additive noise", Computer Vision, Graphics, and Image Processing, 49, pp. 52-67, 1990.
8. R. C. Gonzalez and R. E. Woods, Digital Image Processing, Addison-Wesley, Reading, MA, 1992.
9. Y. H. Pao, Adaptive Pattern Recognition and Neural Networks, Addison-Wesley, Reading, MA, 1989.
10. D. E. Rumelhart, G. E. Hinton and R. J. Williams, "Learning internal representations by error propagation", in D. E. Rumelhart and J. L. McClelland (ed.), Parallel Distributed Processing: Explorations in the Microstructures of Cognitions: Vol. 1, Foundations, pp. 318-362, MIT Press, Cambridge, MA, 1986.
11. M. Nadler, and E. P. Smith, Pattern Recognition Engineering, John Wiley, New York, 1993.