对CFRP粘接接头应力分布的分析:对数值和机器学习方法的研究
Shah Mohammad Azam Rishad1, Md Ashraful Islam1, Md Shahidul Islam1
1Department of Mechanical Engineering, Khulna University of Engineering & Technology, Khulna, 9203, Bangladesh.
Heliyon
|February 25, 2025
概括
选择正确的上部粘附材料是优化碳纤维增强聚合物 (CFRP) 粘合关节的关键. 这项研究分析了不同材料如何影响应力分布,以改善键强度和机器学习预测.
科学领域:
- 材料科学 材料科学 材料科学
- 机械工程 机械工程
- 聚合物科学 聚合物科学
背景情况:
- 碳纤维增强聚合物 (CFRP) 的粘合粘合在许多行业中至关重要.
- 了解多材料接头的应力分布对于预测故障至关重要.
- 优化CFRP接头需要仔细选择粘附材料.
研究的目的:
- 调查上部附着材料选择对CFRP粘合剂结合的应力分布的影响.
- 优化复杂的三材料联合结构的设计.
- 提高CFRP接头应力预测模型的准确性.
主要方法:
- 对近100个上部附着基质的分析.
- 详细检查了联合顶部的应力分布.
- 机器学习技术的应用用于精细的数据分析和压力预测.
主要成果:
- 确定了上部附着物质和应力度之间的关键关系.
- 证明了材料选择对整体关节强度的影响.
- 验证了机器学习在提高压力预测准确性的有效性.
结论:
- 上部附着材料的选择显著影响了CFRP接头的应力分布和粘合强度.
- 这些发现为工程师和研究人员在材料选择方面提供了必要的指导.
- 机器学习集成为更准确和可靠的CFRP联合性能预测提供了一条途径.
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