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Establishment of the Optimized Production Performance Detection Model with the Combination of GA and BPN

Authors :
Li-Li Lei
Ching-pei Lin
Sheng-Chu Su
Ming-Sheng Hu
Wen-Tsao Pan
Source :
Intelligent Automation & Soft Computing. 21:97-106
Publication Year :
2014
Publisher :
Computers, Materials and Continua (Tech Science Press), 2014.

Abstract

As the activities to improve the process rationalization, optimized production assists the enterprises to improve the production and management processes, product quality, productivity and customer service efficiency. This study analyzed the data collected from the experiments made by a lean production simulation laboratory at a university in Taiwan, so as to investigate whether production optimization results of the enterprises can promote the overall performance of production and service. This study first compared the data envelopment analysis (DEA) with the experimental data, so as to evaluate whether the optimized production can improve the performance. It then analyzed main factors influencing the income with decision tree, and established the optimized production performance detection model respectively using three data mining technologies, namely the GABPN, BPN and decision tree. The analytic results showed that the output through optimized production does improve the overall performance of product...

Details

ISSN :
2326005X and 10798587
Volume :
21
Database :
OpenAIRE
Journal :
Intelligent Automation & Soft Computing
Accession number :
edsair.doi...........8cbb0cf431b798bcc4417451fa4af63a
Full Text :
https://doi.org/10.1080/10798587.2014.934042