This paper describes the development of an on-line quality inspection algorithm for detecting the surface defect (“bleeds”) generated in continuous casting processes. The challenges of bleed detection in visual images lie in the low signal-to-noise ratio, the irregularity of bleed contour patterns, and significant false positives. In order to solve these problems, an engineering-driven rule-based detection (ERD) method is proposed. The ERD consists of three detection stages using the pixel features of bleeds, which are transferred from the physical features generated via engineering knowledge. The detailed strategy, ERD algorithm, parameter selection, and casting knowledge are presented. The real case study demonstrates that the developed algorithm is effective and applicable.
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e-mail: jianjun.shi@isye.gatech.edu
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December 2009
Research Papers
On-Line Bleeds Detection in Continuous Casting Processes Using Engineering-Driven Rule-Based Algorithm
Ershun Pan,
Ershun Pan
Department of Industrial Engineering and Logistics Engineering,
Shanghai Jiao-tong University
, Shanghai 200030, P. R. China
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Liang Ye,
Liang Ye
Department of Industrial Engineering and Logistics Engineering,
Shanghai Jiao-tong University
, Shanghai 200030, P. R. China
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Jianjun Shi,
Jianjun Shi
School of Industrial and System Engineering,
e-mail: jianjun.shi@isye.gatech.edu
Georgia Institute of Technology
, Atlanta, GA 30332-0205
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Tzyy-Shuh Chang
Tzyy-Shuh Chang
OG Technologies, Inc.
, 4300 Varsity Drive, Suite C, Ann Arbor, MI 48108
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Ershun Pan
Department of Industrial Engineering and Logistics Engineering,
Shanghai Jiao-tong University
, Shanghai 200030, P. R. China
Liang Ye
Department of Industrial Engineering and Logistics Engineering,
Shanghai Jiao-tong University
, Shanghai 200030, P. R. China
Jianjun Shi
School of Industrial and System Engineering,
Georgia Institute of Technology
, Atlanta, GA 30332-0205e-mail: jianjun.shi@isye.gatech.edu
Tzyy-Shuh Chang
OG Technologies, Inc.
, 4300 Varsity Drive, Suite C, Ann Arbor, MI 48108J. Manuf. Sci. Eng. Dec 2009, 131(6): 061008 (9 pages)
Published Online: December 2, 2009
Article history
Received:
November 24, 2008
Revised:
October 24, 2009
Online:
December 2, 2009
Published:
December 2, 2009
Citation
Pan, E., Ye, L., Shi, J., and Chang, T. (December 2, 2009). "On-Line Bleeds Detection in Continuous Casting Processes Using Engineering-Driven Rule-Based Algorithm." ASME. J. Manuf. Sci. Eng. December 2009; 131(6): 061008. https://doi.org/10.1115/1.4000560
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