镁合金输尿管支架的多目标结构优化和降解模型

Q3 Medicine
Lin Zhu , Qiao Li , Yuanming Gao , Lizhen Wang , Yubo Fan
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引用次数: 0

摘要

背景镁合金具有诱人的特性,包括生物相容性、生物可降解性和理想的机械性能。此外,镁合金被认为是制造输尿管支架的理想材料之一。本研究提出了一种基于 Kriging 代理模型、NSGA-Ⅲ 和有限元分析的多目标优化方法,以改善镁合金输尿管支架的降解性能。方法建立了镁合金输尿管支架降解的有限元模型,以比较支架在不同参数下的降解性能。在设计空间中采用拉丁超立方采样生成训练样本点。同时,在支架参数与支架降解行为之间建立了克里金替代模型。结果优化后的支架降解均匀度(M)为 5.52 倍,降解时间(DT)为 10 倍,工作时间(FT)为 4 倍。Kriging 代理模型与有限元计算结果之间的误差小于 6%。支架的降解行为取决于设计参数。基于 Kriging 代理模型和有限元分析的多目标优化方法在支架设计优化问题中非常有效。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Multi-objective structural optimization and degradation model of magnesium alloy ureteral stent

Background

Mg alloys have attractive properties, including biocompatibility, biodegradability, and ideal mechanical properties. Moreover, Mg alloys are regarded as one of the promising candidates for manufacturing ureteral stents. This study proposed a multi-objective optimization method based on the Kriging surrogate model, NSGA-Ⅲ, and finite element analysis to improve the degradation performance of Mg alloy ureteral stents.

Methods

The finite element model for the degradation of Mg alloy ureteral stents has been established to compare the degradation performance of the stents under different parameters. Latin hypercube sampling was adopted to generate train sample points in the design space. Meanwhile, the Kriging surrogate model was constructed between strut parameters and stent degradation behavior. The NSGA-Ⅲ was utilized to determine the optimal solution in the global design space.

Results

The optimized stent achieved 5.52 ​× ​degradation uniformity (M), 10 ​× ​degradation time (DT), and 4 ​× ​work time (FT). The errors between the Kriging surrogate model and the finite element calculation results were less than 6%.

Conclusion

The optimized stent achieved better degradation performance. The degradation behavior of stents was dependent on the design parameters. The multi-objective optimization method based on the Kriging surrogate model and finite element analysis was effective in stent design optimization problems.

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来源期刊
Medicine in Novel Technology and Devices
Medicine in Novel Technology and Devices Medicine-Medicine (miscellaneous)
CiteScore
3.00
自引率
0.00%
发文量
74
审稿时长
64 days
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