Applying an Artificial Neural Network to the Control System for Electrochemical Gear-Tooth Profile Modifications

Yi Jianjun; Guan Yifeng; Ji Baiyang; Yu Bin; Dong Jinxiang

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자료유형: 학술저널

저자정보: Yi Jianjun Guan Yifeng Ji Baiyang Yu Bin Dong Jinxiang

저널정보: Korean Society for Precision Engineering International Journal of Precision Engineering and Manufacturing International Journal of Precision Engineering and Manufacturing Vol.8 No.4

발행연도: 2007.10

수록면: 27 - 32 (6page)

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Gears, crucial components in modern precision machinery for power transmission mechanisms, are required to have low contacting noise with high torque transmission, which makes the use of gear-tooth profile modifications and gear-tooth surface crowning extremely efficient and valuable. Due to the shortcomings of current techniques, such as manual rectification, mechanical modification, and numerically controlled rectification, we propose a novel electrochemical gear-tooth profile modification method based on an artificial neural network control technique. The fundamentals of electrochemical tooth-profile modifications based on real-time control and a mathematical model of the process are discussed in detail. Due to the complex and uncertain relationships among the machining parameters of electrochemical tooth-profile modification processes. we used an artificial neural network to determine the required processing electric current as the tooth-profile modification requirements were supplied. The system was implemented and a practical example was used to demonstrate that this technology is feasible and has potential applications in the production of precision machinery.

#Back-propagation technique #Real-time control #Electrochemical gear-tooth modifications #Control system

참고문헌 (23)

참고문헌 신청

1. [학술지(정기간행물)] - / 1999 / Comparison and Analyses of Several Techniques for Automotive Gear-Tooth Profile Rectification 11 (3) : 21 ~ 23

2. [학술지(정기간행물)] - / 1999 / Research on a New Technique for Gear-Tooth Profile Rectification 5 (4) : 22 ~ 26

3. [학술지(정기간행물)] - / 1997 / Theoretical Research for Automotive Gear-Tooth Profile Rectification 10 (12) : 44 ~ 46

4. [학술지(정기간행물)] - / 1999 / Research on the Theory of Automotive Gear Modification and New Technology of its Electrochemical Modification based on Intelligent Control

5. [학술지(정기간행물)] - / 2000 / New Electrochemical Process for Gear-Tooth Profile Modification 9 (1) : 102 ~ 105

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