建模、分析、优化和决策 |
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基于自适应SVR-ELM混合近似模型的镁合金差温成形本构参数反求 |
唐维, 谢延敏, 黄仁勇, 张飞, 潘贝贝 |
西南交通大学 机械工程学院, 四川 成都 610031 |
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Constitutive parameter inverse for nonisothermal stamping of magnesium alloy based on adaptive SVR-ELM mixture surrogate model |
TANG Wei, XIE Yan-min, HUANG Ren-yong, ZHANG Fei, PAN Bei-bei |
School of Mechanical Engineering, Southwest Jiaotong University, Chengdu 610031, China |
引用本文:
唐维, 谢延敏, 黄仁勇, 张飞, 潘贝贝. 基于自适应SVR-ELM混合近似模型的镁合金差温成形本构参数反求[J]. 工程设计学报, 2017, 24(5): 536-544.
TANG Wei, XIE Yan-min, HUANG Ren-yong, ZHANG Fei, PAN Bei-bei. Constitutive parameter inverse for nonisothermal stamping of magnesium alloy based on adaptive SVR-ELM mixture surrogate model[J]. Chinese Journal of Engineering Design, 2017, 24(5): 536-544.
链接本文:
https://www.zjujournals.com/gcsjxb/CN/10.3785/j.issn.1006-754X.2017.05.008
或
https://www.zjujournals.com/gcsjxb/CN/Y2017/V24/I5/536
|
[1] |
龙玲,殷国富,邹云,等.基于随机聚焦搜索算法的冲压成形工艺优化[J].计算机集成制造系统,2012,18(2):314-320. LONG Ling, YIN Guo-fu, ZOU Yun, et al. Optimization of stamping process based on stochastic focusing search algorithm[J]. Computer Integrated Manufacturing Systems, 2012, 18(2):314-320.
|
[2] |
黄光胜,汪凌云,黄光杰,等.AZ31镁合金高温本构方程[J].金属成形工艺,2004,22(2):41-44. HUANG Guang-sheng, WANG Ling-yun, HUANG Guang-jie, et al. Consititutive equation of AZ31 magnesium alloy for high temperature[J]. Metal Forming Technology, 2004, 22(2):41-44.
|
[3] |
陈荣,卢芳云,林玉亮,等.分离式Hopkinson压杆实验技术研究进展[J].力学进展,2009,39(5):576-587. CHEN Rong, LU Fang-yun, LIN Yu-liang, et al. A critical review of split hopkinson pressure bar technique[J]. Advances in Mechanics, 2009, 39(5):576-587.
|
[4] |
CLAUSEN A H, TRYLAND T, REMSETH S, et al. An investigation of material properties and geometrical dimensions of aluminium extrusions[J]. Materials and Design, 2001, 22(4):267-275.
|
[5] |
乔良,宋小欣,谢延敏,等.基于PSO-RBF代理模型的板料成形本构参数反求优化研究[J].中国机械工程,2014,25(19):2680-2685. QIAO Liang, SONG Xiao-xin, XIE Yan-min, et al. Reverse and optimization of sheet forming parameters based on PSO-RBF surrogate model[J]. China Mechanical Engineering, 2014, 25(19):2680-2685.
|
[6] |
李恩颖,王琥,李光耀.基于支持向量机回归的材料参数反求方法[J].机械工程学报,2012,48(6):90-95. LI En-ying, WANG Hu, LI Guang-yao. Material parameter inverse technique based on support vector regression[J]. Journal of Mechanical Engineering, 2012, 48(6):90-95.
|
[7] |
WANG H, LI W, LI G. A robust inverse method based on least square support vector regression for Johnson-cook material parameters[J]. CMC Computers, Materials & Continua, 2012, 28(2):121-146.
|
[8] |
WANG H, ZENG Y, YU X, et al. Surrogate-assisted Bayesian inference inverse material identification method and application to advanced high strength steel[J]. Inverse Problems in Science and Engineering, 2016, 24(7):1133-1161.
|
[9] |
GOEL T, HAFTKA R T, SHY W, et al. Ensemble of surrogates[J]. Struct Multidisc Optim, 2007, 33(3):199-216.
|
[10] |
HAN K H, KIM J H. Genetic quantum algorithm and its application to combinatorial optimization problem[C]//Proceedings of IEEE Congress on Evolutionary Computation. La Jolla, CA, Jul. 16-19, 2000.
|
[11] |
谢延敏,王新宝,王智,等. 基于灰色理论和GA-BP的拉延筋参数反求. 机械工程学报,2013,4(1):44-50. XIE Yan-min, WANG Xin-bao, WANG Zhi, et al. Reverse of drawbead parameters based on grey theory and GA-BP[J]. Journal of Mechanical Engineering, 2013, 4(1):44-50.
|
[12] |
HUANG C, HAMI A E, RADI B. Metamodel-based inverse method for parameter identification:elastic-plastic damage model[J]. Engineering Optimization, 2016, 49(4):633-653.
|
[13] |
李士勇,李浩.一种基于相位比较的量子遗传算法[J].系统工程与电子技术,2010,32(10):2219-2222. LI Shi-yong, LI Hao. Quantum genetic algorithm based on phase comparison[J]. Systems Engineering and Electronics, 2010, 32(10):2219-2222.
|
[14] |
HUANG G B, ZHU Q Y, SIEW C, et al. Extreme learning machine:theory and applications[J]. Neurocomputing, 2006, 70(1/3):489-501.
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