使用有限元模型更新的结构损伤分析,通过响应表面方法学增强
Sadegh Mobarhan Zad1, Mohammad Rahai2, Sajad Ranjbar1
1Department of Civil & Environmental Engineering, Amirkabir University of Technology (Tehran Polytechnic), Tehran, Iran.
Scientific reports
|January 6, 2026
概括
这项研究优化了使用有限元模型更新 (FEMU) 进行结构损坏识别. 统计方法提高了准确性和速度,使损坏检测更具成本效益,降低了维护成本.
科学领域:
- 结构工程 结构工程
- 计算力学 计算力学 计算力学
- 风险评估 风险评估
背景情况:
- 由于外部负荷造成的结构损坏需要及早检测以减轻风险.
- 保持更新的有限元模型 (FEM) 对生命周期决策和风险评估至关重要.
- 有限元模型更新 (FEMU) 确保结构分析与现实世界行为保持一致,但可能是复杂和耗时的.
研究的目的:
- 用统计方法调查不同参数对FEMU的影响.
- 为了优化FEMU的性能,使其趋同的时间和准确性.
- 提高结构损坏检测的精度,速度和成本效益.
主要方法:
- 通过使用2D结构框架和中央复合设计进行了81次数值实验.
- 分析了收指数 (COI) 和接近指数 (CI) 对FEMU的影响.
- 使用差异分析 (ANOVA) 来分析变量并开发预测模型.
主要成果:
- 统计分析确定了影响FEMU的关键参数.
- 一个多目标优化策略显著改善了密切度指数 (CI),从75-85%提高到97.5%.
- 优化的FEMU流程显示了更高的准确性和更短的融合时间.
结论:
- 拟议的方法优化了FEMU过程,以改善结构损坏的识别.
- 优化FEMU导致更精确,更快速,更具成本效益的损害检测.
- 实施这些方法可以大大降低结构维护费用,提高安全性.
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