Application of neural network in sheet metal bending process

被引：11

作者：

Pathak, KK ^{[1
]}

Panthi, S ^{[1
]}

Ramakrishnan, N ^{[1
]}

机构：

[1] Reg Res Lab, Bhopal 462026, India

来源：

DEFENCE SCIENCE JOURNAL | 2005年 / 55卷 / 02期

关键词：

bending; springback; finite element; residual stress; plastic strain; neural network; sheet metal forming;

D O I：

10.14429/dsj.55.1976

中图分类号：

O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];

学科分类号：

07 ; 0710 ; 09 ;

摘要：

The sheet metal bending is an important form of sheet metal forming process, widely used in various industrial applications like aircraft automobiles, household items, power industries, etc. This study predicts the responses of the sheet metal bending process using artificial neural network. Based on 44 cases analysed using finite element method, a neural network was trained. Sheet thickness and die radius were the input, and stresses, strains, springback, loads, etc were the output for the neural network. The trained neural network was tested for five new patterns. It was found that most of the results were quite close to the simulation results. Such a technique of response prediction helps in reducing the computational time.

引用

页码：125 / 131

页数：7

共 50 条

[1] Application of fuzzy neural network to laser bending process of sheet metal
Chen, DJ
Xiang, YB
Wu, SC
Li, MQ
[J]. MATERIALS SCIENCE AND TECHNOLOGY, 2002, 18 (06) : 677 - 680
[2] Prediction of springback in wipe-bending process of sheet metal using neural network
Kazan, Recep
Firat, Mehmet
Tiryaki, Aysun Egrisogut
[J]. MATERIALS & DESIGN, 2009, 30 (02) : 418 - 423
[3] Application of a neural network machine learning model in the selection system of sheet metal bending tooling
Lin, ZC
Chang, DY
[J]. ARTIFICIAL INTELLIGENCE IN ENGINEERING, 1996, 10 (01): : 21 - 37
[4] Application of Adaptive Network Fuzzy Inference System to Die Shape Optimal Design in Sheet Metal Bending Process
Yeh, Fung-Huei
Li, Ching-Lun
Tsay, Kun-Nan
[J]. JOURNAL OF APPLIED SCIENCE AND ENGINEERING, 2012, 15 (01): : 31 - 40
[5] Research on bending and reverse bending in sheet metal forming process
Qin, Siji
Wang, Zhisong
[J]. Jixie Gongcheng Xuebao/Chinese Journal of Mechanical Engineering, 2001, 37 (08):
[6] Laser bending process of preloaded sheet metal
Xu, Lang
Li, Weidong
Wan, Min
Wang, Xiufeng
Dong, Yaoguo
[J]. 4TH INTERNATIONAL CONFERENCE ON NEW FORMING TECHNOLOGY (ICNFT 2015), 2015, 21
[7] Automatic Following in a Sheet Metal Bending Process
Lin, Hsien-, I
Carvajal, Diego Hidalgo
[J]. 2016 INTERNATIONAL AUTOMATIC CONTROL CONFERENCE (CACS), 2016, : 137 - 142
[8] Prediction of the laser sheet bending using neural network
Dragos, V
Dan, V
Kovacevic, R
[J]. ISCAS 2000: IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS - PROCEEDINGS, VOL III: EMERGING TECHNOLOGIES FOR THE 21ST CENTURY, 2000, : 686 - 689
[9] Application of Multivariate Adaptive Regression Splines to Sheet Metal Bending Process for Springback Compensation
Dilan, Rasim Askin
Balkan, Tuna
Platin, Bulent E.
[J]. NUMIFORM 2016: THE 12TH INTERNATIONAL CONFERENCE ON NUMERICAL METHODS IN INDUSTRIAL FORMING PROCESSES, 2016, 80
[10] Genetic algorithm for bending process in sheet metal industry
Thanapandi, CM
Walairacht, A
Ohara, S
[J]. CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING 2001, VOLS I AND II, CONFERENCE PROCEEDINGS, 2001, : 957 - 962

← 1 2 3 4 5 →