用实验,数值和机器学习方法研究混凝土钢筋复合钢筋的曲行为
Michał Smolnicki1, Grzegorz Lesiuk1, Paweł Stabla1
1Faculty of Mechanical Engineering, Wroclaw University of Science and Technology, Wroclaw, Poland.
概括
这项研究研究了使用声辐射和机器学习来理解损伤机制的复合钢筋. 这些发现支持一种实验数值方法来分析纤维增强聚合物 (FRP) 在混凝土结构中的行为.
科学领域:
- 材料科学 材料科学 材料科学
- 机械工程 机械工程
- 结构工程 结构工程
背景情况:
- 复合钢筋为传统钢筋提供了替代品.
- 了解曲负载下的复合钢筋损伤机制对于结构完整性至关重要.
- 聚是复合材料的常见制造工艺.
研究的目的:
- 描述不同复合钢筋 (玻璃,玄武岩,混合纤维) 的机械性能.
- 通过使用声辐射和机器学习来分析屈曲负荷下的损伤进展.
- 根据实验数据对有限元模型进行校准.
主要方法:
- 在复合铁杆上进行四点曲试验,并进行声辐射监测.
- 无监督的机器学习 (K-means集群) 用于损害分析.
- 有限元素方法 (FEM) 用于数值建模和校准.
主要成果:
- 使用声辐射和K-介质集群识别的损伤机制 (最佳集群:4或5).
- 使用实验数据成功校准了一个数值模型.
- 证明了复合钢筋的实验数值方法的有效性.
结论:
- 这项研究提供了关于复合钢筋的曲行为和损伤进展的见解.
- 拟议的实验数值方法适用于表征纤维增强聚合物 (FRP) 杆.
- 这项研究与FRP混凝土结构的设计和分析有关.
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