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基于机理模型和数据驱动混合方法的铝带轧制厚度预测研究
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作者 张松林 张丰收 《热加工工艺》 北大核心 2022年第17期69-73,共5页
基于机理模型和数据驱动的混合模型方法进行了铝板带厚度的预测。采用Deform软件对Al-1100板带轧制工艺过程进行了有限元分析。利用数据驱动的方法对机理模型预测误差值进行修正。研究结果表明:混合模型值与实际值的误差在2.0%范围内,... 基于机理模型和数据驱动的混合模型方法进行了铝板带厚度的预测。采用Deform软件对Al-1100板带轧制工艺过程进行了有限元分析。利用数据驱动的方法对机理模型预测误差值进行修正。研究结果表明:混合模型值与实际值的误差在2.0%范围内,其合格率比机理模型值合格率提高了11.11%;混合模型样本平均误差较机理模型样本平均误差减小了0.46%。混合模型值比机理模型值更接近实际值。 展开更多
关键词 板形厚度 DEFORM软件 机理模型 数据驱动
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Flow property of AA2B06 sheet using overlapping elliptical bulge test 被引量:1
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作者 Yao WANG Tie-jun GAO Quan-da ZHANG 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2016年第8期2179-2187,共9页
A novel experimental approach was presented, namely the overlapping elliptical bulge test, which can load and research thickness normal stress. Theoretical analysis model of the overlapping elliptical bulging was desc... A novel experimental approach was presented, namely the overlapping elliptical bulge test, which can load and research thickness normal stress. Theoretical analysis model of the overlapping elliptical bulging was described, the equivalent stress?strain curves of target sheets with different ellipticity ratios were determined experimentally, and influences of the material performance and thickness of overlapping sheets on the flow property of the target sheet were also researched. The results show that, in the overlapping hydraulic bulge test, the equivalent stress?strain curve can be determined up to larger strains before necking than in the no overlapping hydraulic bulge test. And as the die ellipticity ratio decreases, the flow stress curves tend to move away from the curve obtained by circular (b/a=1) bulging test. Meanwhile, the flow property of the target sheet can be improved by choosing higher strength coefficient K, larger work hardening exponent n and proper thickness of the overlapping sheet. 展开更多
关键词 flow property aluminum alloy overlapping sheet elliptical bulge thickness normal stress
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Thickness distribution of multi-stage incremental forming with different forming stages and angle intervals 被引量:1
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作者 李军超 杨芬芬 周志强 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第3期842-848,共7页
Although multi-stage incremental sheet forming has always been adopted instead of single-stage forming to form parts with a steep wall angle or to achieve a high forming performance, it is largely dependent on empiric... Although multi-stage incremental sheet forming has always been adopted instead of single-stage forming to form parts with a steep wall angle or to achieve a high forming performance, it is largely dependent on empirical designs. In order to research multi-stage forming further, the effect of forming stages(n) and angle interval between the two adjacent stages(Δα) on thickness distribution was investigated. Firstly, a finite element method(FEM) model of multi-stage incremental forming was established and experimentally verified. Then, based on the proposed simulation model, different strategies were adopted to form a frustum of cone with wall angle of 30° to research the thickness distribution of multi-pass forming. It is proved that the minimum thickness increases largely and the variance of sheet thickness decreases significantly as the value of n grows. Further, with the increase of Δα, the minimum thickness increases initially and then decreases, and the optimal thickness distribution is achieved with Δα of 10°.Additionally, a formula is deduced to estimate the sheet thickness after multi-stage forming and proved to be effective. And the simulation results fit well with the experimental results. 展开更多
关键词 incremental forming multi-stage forming angle interval thickness distribution
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