Time Study of Automatic Edgebanding Machine Using BP Artificial Network

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Abstract:

The edgebanding time is measured in one furniture factory made for wardrobe in Guangdong province, the BP network model has been built between operation time and length of gluing edge, cross edge, thickness of edgeband, then the data is calculated, trained and simulated by BP network tool box of Matlab R2009b.The result shows that BP network is a good method to build the correlation between factors and operation time, and the simulation accuracy is high by training of detailed data, MSE(Mean Squared Error) fulfills the target error of 0.001 when the net training get 1470 cycles, and the maximum error of output is less than 0.3 second, the relative error was less than 5%, the actual requirement of practice can be fulfilled.

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Periodical:

Advanced Materials Research (Volumes 430-432)

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1514-1518

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Online since:

January 2012

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© 2012 Trans Tech Publications Ltd. All Rights Reserved

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[1] Liu Xiaohong et al. The Man-hour Measurement of Edge Banding Process[J]. Forest Industry(China), 2003, 30(16): 45-48, in Chinese.

Google Scholar

[2] Hao Jingxin, LI Jun et al. Time study of edge banding machine [J]. China Furniture, 2008(4): 76-79, in Chinese.

Google Scholar

[3] Hao Jingxin. Time study and capacity research for typical process of panel furniture[D]. NanJing: Nan Jing Forest University, 2006, in Chinese.

Google Scholar

[4] Li Sujuan. A Neural Network Based Method for Determining Time Quota [J]. Mechanical Science and Technology, 2000, 19(2): 266-268, in Chinese.

Google Scholar

[5] Hu Souren. Research of Artificial network[M]. ChangSha: Press of National University of Defense Technology, 1993, in Chinese.

Google Scholar

[6] Feishi Technology Research Center. Artificial network theory and Matlab7 application [M]. BeiJing: Publishing House of Electronics Industry, 2005, in Chinese.

Google Scholar