金属增材制造中的监测,建模和统计分析:一篇综述
Grant A Johnson1,2, Matthew M Dolde1,2, Jonathan T Zaugg1,2
1Department of Materials Science and Engineering, Iowa State University, Ames, IA 50011, USA.
Materials (Basel, Switzerland)
|December 17, 2024
概括
推进金属增材制造 (AM) 需要了解工艺-微观结构-属性链接. 监测,建模和统计分析是合格和有效地将新的AM金属材料插入应用程序的关键.
科学领域:
- 材料科学 材料科学 材料科学
- 制造业 工程 制造工程
- 金工业是一种金工业.
背景情况:
- 金属的增材制造 (AM) 已取得显著的进步.
- 在AM金属的快速合格和应用方面仍然存在挑战.
- 了解过程-微观结构-性质的相互关系对于AM金属开发至关重要.
研究的目的:
- 审查理解和利用金属AM中的过程-微观结构-属性相互关系的方法.
- 突出监测,建模和统计分析在AM中的作用.
- 从这些角度来研究金属AM的关键方面.
主要方法:
- 审查监控技术以捕捉过程变化.
- 讨论用于预测AM结果的建模方法.
- 统计分析的整合,以处理数据和模型中的不确定性.
主要成果:
- 监控识别了空间和时间变化的过程参数,这些参数影响了零件的性能和质量.
- 建模预测物理过程,物质状态和未来构建的属性.
- 统计分析将监测数据与建模相结合,考虑不确定性.
结论:
- 有效地使用监测,建模和统计分析对于推进金属AM至关重要.
- 这些综合方法有助于理解和利用复杂的AM相互关系.
- 解决可能性和局限性是金属AM材料资格的未来进展的关键.
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