预测道的机械行为,采用单层钢纤维射线和混凝土层
Wu Jianting1, Yuan Hongchao2, Xu Bo2
1West Investment and Construction Branch, China Construction Fifth Engineering Division Corporation Limited, Chengdu, 610041, Sichuan, People's Republic of China. wujianting202408@163.com.
Scientific reports
|October 3, 2025
概括
与普通混凝土相比,钢纤维混凝土显著提高了道层的稳定性,减少了33%的变形. 先进的机器学习模型准确地预测材料强度,帮助复杂的道工程设计.
科学领域:
- 地质技术工程 地质技术工程
- 材料科学 材料科学 材料科学
- 计算力学 计算力学 计算力学
背景情况:
- 道工程在复杂的地质区域面临着挑战,需要坚固的层结构.
- 道面在不同负载下稳定性和机械性能是关键的设计考虑因素.
研究的目的:
- 使用数值模拟和机器学习分析钢纤维喷混凝土层的应力和变形.
- 开发和验证钢纤维混凝土的压力强度预测模型.
主要方法:
- 使用FLAC3D数值模拟来建模道层的行为.
- 用PSO优化的XGBoost合奏学习被用于压力强度预测.
- 分析基于32组混合比率和强度测试数据.
主要成果:
- 钢纤维混凝土外在变形控制方面有33%的改进,辐射位移在20毫米内.
- 在28天的压力强度预测中,PSO-XGBoost模型实现了高精度 (R2 = 0.979,RMSE = 1.237 MPa,MAE = 1.047 MPa).
- 数字模拟证实,钢纤维混凝土层的应力和变形减少.
结论:
- 钢纤维混凝土在提高道层承载能力和柔性方面具有显著的优势.
- 智能优化算法在预测材料性质方面表现出高精度和高效率.
- 该研究为设计复杂环境中的道支结构提供了有价值的数据和方法.
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