4.6 Article

Optimum design of preform geometry and forming pressure in tube hydroforming using the equi-potential lines method

期刊

出版社

SPRINGER LONDON LTD
DOI: 10.1007/s00170-013-5235-z

关键词

Tube hydroforming; Preform design; Forming pressure; Equi-potential lines; Neural networks

向作者/读者索取更多资源

The quality of a tube-hydroformed component as well as the tooling cost and processing time involved in the process are notably affected by the component's preform. Hence, it is necessary to produce a proper preform shape for the successful hydroforming from the initial tube to final shape. In this paper, the notion of equi-potential lines (EPLs) is used to find an appropriate preform shape in the tube hydroforming process for the first time. The EPLs generated between two conductors of different voltages show minimum work paths between the initial and final shapes. Based on this similarity, the EPLs method is utilized for preform shape design. Next, the forming pressure of the preform is determined using finite element analysis. Finally, the computationally expensive procedure introduced above is significantly facilitated by employing a multi-layer perceptron neural network which is trained using results from application of the procedure to a set of uniformly distributed random input vectors. Real-world examples are presented to demonstrate the applicability and efficiency of the proposed approach.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.6
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据