Multi-objective optimization of LPBF manufacturing with Zn-4Al-1Cu alloy for technical applications

IF 6.8 1区 工程技术 Q1 ENGINEERING, MANUFACTURING Journal of Manufacturing Processes Pub Date : 2025-01-31 Epub Date: 2024-12-29 DOI:10.1016/j.jmapro.2024.12.049
Alexander Heiss , Venkat Sai Thatikonda , Ulrich E. Klotz
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Abstract

Cost-utility analyses vary by application. Regarding laser powder bed fusion (LPBF) manufacturing with zinc for technical applications, however, quality, production costs, and sustainability require distinct evaluation. The narrow process window of LPBF with zinc alloys, due to their low melting point, poses challenges, yet dense parts (> 99 %) were successfully produced, albeit with high costs and occasional quality variations. Commercial LPBF manufacturing demands stable processes for consistent quality. A controlled porosity may be acceptable based on specifications. This study presents a multi-objective optimization of LPBF manufacturing with the Zn alloy Z410. We examined the microstructure and pore morphology of 45 test parts, and applied unsupervised machine learning with principal component analysis to evaluate the process parameter space for density, pore size, and shape, creating process maps. The optimal laser parameters were then used to fabricate a demonstrator as proof of concept.

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基于技术应用的Zn-4Al-1Cu合金LPBF制造多目标优化
成本效用分析因应用程序而异。然而,对于激光粉末床熔合(LPBF)锌制造的技术应用,质量、生产成本和可持续性需要不同的评估。由于锌合金的熔点较低,LPBF的工艺窗口较窄,这给致密零件(>;99%)成功生产,尽管成本高,偶尔质量变化。商用LPBF制造需要稳定的工艺以保持一致的质量。根据规格,可以接受控制孔隙度。研究了Z410锌合金LPBF制造的多目标优化问题。我们检查了45个测试零件的微观结构和孔隙形态,并应用无监督机器学习和主成分分析来评估密度、孔隙大小和形状的工艺参数空间,并创建工艺图。然后用最佳的激光参数制作了一个演示器作为概念验证。
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来源期刊
Journal of Manufacturing Processes
Journal of Manufacturing Processes ENGINEERING, MANUFACTURING-
CiteScore
10.20
自引率
11.30%
发文量
833
审稿时长
50 days
期刊介绍: The aim of the Journal of Manufacturing Processes (JMP) is to exchange current and future directions of manufacturing processes research, development and implementation, and to publish archival scholarly literature with a view to advancing state-of-the-art manufacturing processes and encouraging innovation for developing new and efficient processes. The journal will also publish from other research communities for rapid communication of innovative new concepts. Special-topic issues on emerging technologies and invited papers will also be published.
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