Porous Model Design Using Artificial Neural Network

被引:0
|
作者
Shen J. [1 ]
Yao Y. [1 ,2 ,3 ]
机构
[1] Rapid Manufacture Engineering Center, Mechatronic Engineering and Automation College, Shanghai University, Shanghai
[2] Shanghai Key Laboratory of Intelligent Manufacturing and Robotics, Shanghai
[3] National Experimental Teaching Demonstration Center of Engineering Training, Shanghai University, Shanghai
关键词
3D rebuilding; Clustering; Convolutional neural network; Porous structure; Style transfer;
D O I
10.3724/SP.J.1089.2018.16522
中图分类号
学科分类号
摘要
In order to generate controllable porous structure inside different models, we present a method of transferring the two-dimensional porous pattern to three-dimensional structures in this paper. The porous pattern is consisted of the distribution pattern and filling pattern. A convolutional neural network is used to memorize the distribution pattern, and a pattern transferring process is applied to transfer the two-dimen¬sional distribution to three-dimensional models. Experiments verified that our method can provide an effective mechanism for porous structure design. © 2018, Beijing China Science Journal Publishing Co. Ltd. All right reserved.
引用
收藏
页码:739 / 746
页数:7
相关论文
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