典型文献
Thermal forming properties of a Cr-Mn-Si-Ni alloyed naval steel under different forming conditions by different constitutive models
文献摘要:
A series of thermal compression tests on a Cr-Mn-Si-Ni alloyed naval steel were carried out at different strain rates(0.0005-0.0100 s-1)at different temperatures(1023-1173 K).Based on the friction-corrected data obtained from the compression tests,strain-compensated Arrhenius-type constitutive(SCAC)and backpropagation artificial neural network(BP-ANN)models with the opti-mized structure of the Cr-Mn-Si-Ni alloyed naval steel were established.The optimized BP-ANN model,where the operation time and overfitting of BP-ANN were shortened and avoided,respectively,exhibited improved predictive performance.The two models were assessed further in terms of the correlation coefficient(R),average absolute relative error,and root mean square error.The results validated that the optimized BP-ANN model pre-dicted the flow behavior of the Cr-Mn-Si-Ni alloyed naval steel better than the SCAC model.The effect of the forming temperature and strain rate on the microstructural evolution behavior of the naval steel during thermoplastic deformation was investigated through the electron backscatter diffraction analysis of the compressed samples.It was observed that the dynamic recrystallization of the naval steel was promoted by an increase in the forming temperature and a decrease in the strain rate during ther-moplastic deformation.
文献关键词:
中图分类号:
作者姓名:
Jia-Li Pang;Ze-Lin Zhu;Jing-Yu Zhang;Qiang Chen;Jie Zhou;Yi Meng;Sumio Sugiyama
作者机构:
College of Materials Science and Engineering,Chongqing University,Chongqing 400044,China;Southwest Technology and Engineering Research Institute,Chongqing 400039,China;Institute of Industrial Science,The University of Tokyo,Tokyo 153-8505,Japan
文献出处:
引用格式:
[1]Jia-Li Pang;Ze-Lin Zhu;Jing-Yu Zhang;Qiang Chen;Jie Zhou;Yi Meng;Sumio Sugiyama-.Thermal forming properties of a Cr-Mn-Si-Ni alloyed naval steel under different forming conditions by different constitutive models)[J].稀有金属(英文版),2022(10):3515-3529
A类:
moplastic
B类:
Thermal,forming,properties,Mn,Si,alloyed,naval,steel,under,different,conditions,by,constitutive,models,series,thermal,compression,tests,were,carried,out,strain,rates,temperatures,Based,friction,corrected,data,obtained,from,compensated,Arrhenius,type,SCAC,backpropagation,artificial,neural,network,ANN,structure,established,optimized,where,operation,overfitting,shortened,avoided,respectively,exhibited,improved,predictive,performance,assessed,further,terms,correlation,coefficient,average,absolute,relative,error,root,mean,square,results,validated,that,dicted,flow,behavior,better,than,effect,microstructural,evolution,during,thermoplastic,deformation,was,investigated,through,electron,backscatter,diffraction,analysis,compressed,samples,It,observed,dynamic,recrystallization,promoted,increase,decrease
AB值:
0.493137
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