Coupling analysis of manufacturing characteristics and mechanics property of microminiature gear mechanism based on neural network

Xin Jin*, Zhijing Zhang, Fuchang Zuo, Zhongxin Li

*此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

A coupling analysis method of manufacturing characteristics and mechanics property of microminiature gear mechanism based on BP neural network was proposed. By use of the existing finite element model with manufacturing characteristics, output data as BP neural network training set of samples was obtained. Through a comparative study of the effects of different network parameters settings on the precision of network model, the optimal network structure and parameters were determined and the neural network model which can approximate the mechanics property microminiature gear mechanism with high precision. This shows the nonlinear coupling relationships between input manufacturing characteristics and the output mechanical characteristics, and verifies the accuracy of the model.

源语言英语
主期刊名Advances in Neural Networks - ISNN 2009 - 6th International Symposium on Neural Networks, ISNN 2009, Proceedings
929-936
页数8
版本PART 1
DOI
出版状态已出版 - 2009
活动6th International Symposium on Neural Networks, ISNN 2009 - Wuhan, 中国
期限: 26 5月 200929 5月 2009

出版系列

姓名Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
编号PART 1
5551 LNCS
ISSN(印刷版)0302-9743
ISSN(电子版)1611-3349

会议

会议6th International Symposium on Neural Networks, ISNN 2009
国家/地区中国
Wuhan
时期26/05/0929/05/09

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