编织复合结构的多尺度不确定性量化,用于随机机械行为的双相关取样
Guangmeng Yang1, Sinan Xiao2, Chi Hou3
1Jihua Laboratory, Foshan 528200, China.
Polymers
|October 16, 2025
概括
本研究引入了一种用于编织复合材料的多尺度不确定性量化框架. 它通过捕捉物质属性相关性,准确地预测结构性能和损坏,与传统方法不同.
科学领域:
- 材料科学 材料科学 材料科学
- 机械工程 机械工程
- 计算科学 计算科学
背景情况:
- 编织复合材料表现出从材料特性到几何学的不确定性,影响结构性能.
- 这些不确定性导致空间相关性,导致可变的强度和损伤模式.
研究的目的:
- 为编织复合材料开发一个多尺度不确定性量化框架.
- 准确地将不确定性从微观扩展到宏观,考虑空间相关性.
主要方法:
- 提出了一种基于多变量随机场 (MRF) 理论的新型双相关取样方法.
- 同时捕获空间自相关性和交叉相关性,以实现现实的物质属性表示.
- 在编织复合结构上使用平面内拉力试验验验证了框架.
主要成果:
- 双关联抽样方法准确预测了概率的机械反应和损伤形态.
- 与传统的独立采样方法相比,证明了更高的准确性.
- 强调了捕捉空间相关性对于可靠预测的重要性.
结论:
- 开发的框架为编织复合材料的不确定性量化提供了一个强大的方法.
- 这些发现有助于加强工程中的结构可靠性评估和风险管理.
- 强调了在复合材料建模中忽视空间相关性的局限性.
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