使用优化机器学习方法评估塑料废弃物改性青的机械行为
Tariq Alqubaysi1, Muhammad Zeeshan Qureshi2, Inamullah Inam3
1Department of Civil Engineering, College of Engineering, Northern Border University, Arar, 73222, Saudi Arabia. Tariq.Alqubaysi@nbu.edu.sa.
Scientific reports
|November 10, 2025
概括
机器学习模型准确地预测了塑料改性青的性能,优化了在路面上使用回收塑料的情况. 这项研究支持可持续建筑和可持续道路设计.
科学领域:
- 土木工程 土木工程是指土木工程.
- 材料科学 材料科学 材料科学
- 环境科学 环境科学
背景情况:
- 越来越多的塑料垃圾需要在路面施工中找到可持续的解决方案.
- 由于复杂的关系,青混合物中的再生塑料在性能预测方面存在挑战.
研究的目的:
- 开发精确的机器学习模型,用于预测塑料改性青中的马歇尔稳定性 (MS) 和马歇尔流量 (MF).
- 为了优化这些模型,使用粒子集群优化 (PSO) 来提高预测能力.
主要方法:
- 使用了210个塑料改性青样本的数据集.
- 使用的机器学习算法:支持矢量机 (SVM),决策树 (DT),随机森林 (RF),极端梯度增强 (XGB) 和轻梯度增强机 (LGBM).
- 使用粒子群优化 (PSO) 优化模型,并使用SHAP,PDP,ICE图和泰勒图进行验证.
主要成果:
- 针对PSO优化的XGBoost模型实现了高精度,R2值为MS的0.82和MF的0.83.
- 确定了塑料颗粒大小 (2.5-4毫米),含量 (5.3-5.5%) 和塑料含量 (20-30%) 的最佳范围.
结论:
- 开发的模型为塑料改性青性能提供了可靠的预测.
- 这些发现有助于可持续地利用废塑料和为耐用路面设计具有成本效益的青混合物.
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