کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
1700517 1519340 2013 6 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Optimization of the Clinching Tools by Means of Integrated FE Modeling and Artificial Intelligence Techniques
موضوعات مرتبط
مهندسی و علوم پایه سایر رشته های مهندسی مهندسی صنعتی و تولید
پیش نمایش صفحه اول مقاله
Optimization of the Clinching Tools by Means of Integrated FE Modeling and Artificial Intelligence Techniques
چکیده انگلیسی

In the present work, an optimization of the clinching tools involving extensible dies is performed to increase the clinched joints strength. The clinched joint strength is influenced by the lock parameters, which in turn depend on the clinching tool geomet ry. A finite element model is developed to predict the effect of the clinching tool geometry on lock parameters and recursively optimize the tool geometry. In order to reduce the number of FE simulation runs, an artificial Neural Network (ANN) model is utilized to predict the behavior of clinched joints produced with a given clinching tools configuration. The ANN is trained and validated by us- ing the results of the finite element model produced under different clinching tools configurations. Finally, an optimization tool based on a Genetic Algorithm tool was developed to demonstrate the effectiveness of the proposed approach.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Procedia CIRP - Volume 12, 2013, Pages 163-168