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浏览数字双胞胎来预测力量,局部过载和表面地形不规则性
Gorka Ortiz-de-Zarate1, Aitor Madariaga1, Daniel Soler1
1Engineering Faculty, Mondragon Unibertsitatea, Loramendi 4, 20500 Arrasate-Mondragon, Spain.
Materials (Basel, Switzerland)
|November 27, 2024
概括
一个新的混合模型数字双胞胎准确地预测了关键组件的突破力和表面不规则性. 这种制造过程优化有助于防止航空航天和汽车应用中的故障.
科学领域:
- 制造业 工程 制造工程
- 材料科学 材料科学 材料科学
- 计算机建模 计算建模
背景情况:
- 在航空航天,汽车和能源行业的表面完整性至关重要,在极端条件下影响组件性能.
- 强烈的热力学负荷,疲劳和腐蚀需要预测模型来实现最佳的工具设计和加工.
- 确保关键组件的运行性能依赖于理解和控制接触结果.
研究的目的:
- 开发一个使用混合模型进行准确和快速预测的数字双胞胎.
- 为了预测每颗牙的力,局部超载,以及在牙过程中的表面地形不规则.
- 用现实世界的工业案例研究来验证数字双胞胎的有效性.
主要方法:
- 实施混合建模方法,结合分析,数值和经验技术.
- 开发一个数字双胞胎来模拟入过程.
- 对Inconel 718轮盘的松树开口的案例研究进行验证.
主要成果:
- 数字双胞胎在力预测方面实现了平均误差低于10%的结果.
- 该模型成功地确定了关键牙和易受故障的区域.
- 预测表面地形学不规则的误差小于15%;观察到与残余应力的新联系.
结论:
- 混合模型数字双胞胎为预测浏览性能提供了可靠的工具.
- 该模型有助于优化工具设计和加工参数,以提高组件可靠性.
- 该研究通过实验揭示了表面地形和开组件的残余应力之间的新关系.
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