用CFRP增强钢结构的承载能力的分析和评估
Jian Zhao1, Yongxing Huang1, Kun Gong1
1School of Control and Mechanical Engineering, Tianjin Chengjian University, Tianjin 300384, China.
Polymers
|September 28, 2024
概括
用碳纤维增强聚合物 (CFRP) 增强钢结构可以提高承载能力. 增加CFRP层显著提高了性能,预测模型显示了评估的高准确性.
科学领域:
- 结构工程 结构工程
- 材料科学 材料科学 材料科学
- 土木工程 土木工程是指土木工程.
背景情况:
- 碳纤维增强聚合物 (CFRP) 具有高强度和轻量质,适用于钢结构的增强.
- 评估CFRP增强钢的承载能力对于结构完整性和性能评估至关重要.
研究的目的:
- 分析和评估用CFRP增强的钢结构的承载能力.
- 调查不同强化模式和参数对结构性能的影响.
- 开发一个预测模型来评估CFRP增强钢结构的承载能力.
主要方法:
- 结合使用有限元素分析 (FEA) 和实验测试来研究CFRP增强钢梁.
- 制造具有不同CFRP增强图案的标本.
- 应用随机森林算法来开发一个预测评估模型.
主要成果:
- 从两层增加到四层和六层的CFRP布层,导致负载能力分别增加了5.16%和11.1%.
- 开发的随机森林模型实现了0.12的平均绝对误差 (MAE) 和0.25的根平均平方误差 (RMSE).
- 该模型对CFRP增强钢结构的承载能力具有很好的预测准确性.
结论:
- 碳纤维钢筋显著提高了钢结构的承载能力.
- 增强模式和CFRP层的数量是影响结构性能的关键参数.
- 开发的预测模型为评估基于CFRP的增强技术提供了可靠的工具.
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