在不同的结温度下,研究改进土壤的导热性
Hongqi Wang1, Dongwei Li1,2, Minghai Xia3
1School of Civil and Architectural Engineering, East China University of Technology, NanChang, China.
PloS one
|October 18, 2023
概括
用石灰修饰的红色粘土的导热率随着含水量和干燥密度的增加而增加. 温度在三个阶段影响它,像GBDT这样的智能模型提供了准确的预测.
科学领域:
- 地质技术工程 地质技术工程
- 材料科学 是一种材料科学.
背景情况:
- 了解土壤的导热性对于地热能和建筑绝缘等应用至关重要.
- 石灰修饰是改善土壤特性的一种常见技术,但它对导热性的影响,尤其是在低温下,需要详细的研究.
研究的目的:
- 为了研究水分含量,干燥密度和零下温度对改红色粘土的导热率的影响.
- 开发和比较这种改进土壤的导热率的预测模型.
主要方法:
- 使用过渡热线方法来测量导热率.
- 在不同的条件下收集了125次测量的数据集.
- 建立和评估了配合公式和智能预测模型 (包括GBDT决策树).
主要成果:
- 导热率显示与水含量和干燥密度的线性增加.
- 温度的影响被分为三个不同的阶段:缓慢增加,快速增加和稳定,因为温度下降到0°C以下.
- GBDT决策树模型表现出优异的预测准确度,RMSE为0.084%,MAPE为4.1%.
结论:
- 石灰修饰显著影响红色粘土的导热性.
- 与传统的实证模型相比,智能预测模型,特别是GBDT决策树,为预测导热率提供了更准确和更普遍的方法.
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