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选区激光烧结收缩率预测及工艺参数优化 被引量:4
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作者 贺可太 刘硕 +1 位作者 陈哲涵 杨智 《高分子材料科学与工程》 EI CAS CSCD 北大核心 2018年第6期114-121,共8页
针对选区激光烧结过程中收缩变形问题,采用正交实验与测量的方法获得训练样本,分别应用BP神经网络与基于遗传算法优化的支持向量回归算法(GA-SVR),建立了针对聚苯乙烯(PS)材料的工艺参数与收缩率之间的定量预测模型,进一步应用自适应变... 针对选区激光烧结过程中收缩变形问题,采用正交实验与测量的方法获得训练样本,分别应用BP神经网络与基于遗传算法优化的支持向量回归算法(GA-SVR),建立了针对聚苯乙烯(PS)材料的工艺参数与收缩率之间的定量预测模型,进一步应用自适应变异的粒子群算法对定量模型进行参数寻优。结果表明,基于相同的训练样本,GA-SVR算法相比BP神经网络来说拥有好的预测性能,在此基础上应用粒子群算法寻优得到了预热温度85℃、激光功率19.8 W、扫描速度2590 mm/s、铺粉层厚0.1 mm、支撑厚度1 mm的最优工艺参数组合。模型可以更加准确地控制实际生产中收缩变形现象的产生,为烧结过程中优化控制提供了新思路。 展开更多
关键词 激光烧结 BP神经网络 支持向量回归 粒子群 收缩率
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Recrystallization effect on surface passivation of Hastelloy X alloy fabricated by laser powder bed fusion
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作者 Xing he Li Wang +6 位作者 Decheng Kong Ruixue Li Wei Zhang Kunjie Dai Xiaoqing Ni ketai he Chaofang Dong 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2023年第32期245-258,共14页
Post-heat treatment is generally adopted in the additive manufacturing field due to its alleviation of high residual stress and modification of rapid-solidified multilevel heterogeneous microstructure,and the related ... Post-heat treatment is generally adopted in the additive manufacturing field due to its alleviation of high residual stress and modification of rapid-solidified multilevel heterogeneous microstructure,and the related performance of the heat-treated counterparts calls for a systemic investigation to build a criterion of the heat treatment procedure.In this work,we focus on the heat treatment effects on the recrystallization of the Hastelloy X alloy produced by the laser powder bed fusion(LPBF)method,and the related surface passivation of the heat-treated counterparts is meticulously assessed as well.Results show that the multilevel heterostructure for LPBF Hastelloy X alloy consists of sub-micro dislocation cell substructures with Cr/Mo elemental segregation,fine columnar grains,and periodically-distributed molten pools.After heat treatment,partially and fully recrystallized structures for LPBF Hastelloy X alloys were achieved at 1100 and 1200℃for 1 h,respectively.Furthermore,the as-built LPBF Hastelloy X alloy shows superior corrosion resistance while the heat-treated one(1100℃)exhibits the worst in the borate buffer solution.The growth of passive film exhibited a highly linear correlation with the nucleation process controlled by diffusion,and high dislocation density and low angle grain boundary decreased the diffusion coefficient of cation vacancies,augmenting the nucleation sites of the passive film and enhancing its growth rate.Moreover,the micro-galvanic effect resulting from the partially recrystallized microstructure actively facilitated the formation of inhomogeneous porous passive films,leading to the worst corrosion resistance. 展开更多
关键词 Laser powder bed fusion Hastelloy X RECRYSTALLIZATION Heterogeneous microstructure Passive film
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