Data Mining for ERW Welded Tube Scheduling Rules Based on Decision Tree

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Abstract:

In order to optimize electric- arc welding (ERW) welded tube scheduling , the paper introduces data cleaning, data extraction and transformation in detail and defines the datasets of sample attribute, which is based on analysis of production process of ERW welded tube. Furthermore, Decision-Tree method is adopted to achieve data mining and summarize scheduling rules which are validated by an example.

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Periodical:

Advanced Materials Research (Volumes 403-408)

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1804-1807

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November 2011

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© 2012 Trans Tech Publications Ltd. All Rights Reserved

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[1] Elamghaby S.E. The Economic Lot Scheduling Problem [J]. Review and Extensions, 1978, 24:587-598.

Google Scholar

[2] Lee S D, Rung J.M. Production lot sizing in failure prone two-systems [J]. European Journal of Operational Research, 2000,123:42-60.

DOI: 10.1016/s0377-2217(99)00089-2

Google Scholar

[3] MoursliO, Pochet, Y. A branch-and-bound algorithm for the hybrid flowshop [J]. International Journal of Production Economics, 2000, 64:113~125.

DOI: 10.1016/s0925-5273(99)00051-1

Google Scholar

[4] Chern C, Hsieh C H. A heuristic master planning algorithm toschedule orders under due date requirements and capacitylimits. Proceedings of the 33rdannual meeting of DecisionScience Institute [J]. San Diego California, 2002:1842-1847.

Google Scholar

[5] J. R. Quinlan. Induction of decision trees [J]. Machine Learning, 1986,1(1):12 .

Google Scholar

[6] Potts C N, Wassenhove L N V. A decomposition algorithm for the single machine total tardiness problem [J]. Operations Research Letters, 1982,1(5):177-181.

DOI: 10.1016/0167-6377(82)90035-9

Google Scholar

[7] Michael J.Shaw. Chandrasekar Subramaniam. Knowledge management and data mining for marketing [J]. Decision Support System , 2001,31:127~137

DOI: 10.1016/s0167-9236(00)00123-8

Google Scholar

[8] Fayyad. Information Visualization in Data Mining and Knowledge Discovery[J]. Morgan Kaufman Publishers, 2002,09:76.

Google Scholar