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随机森林算法用于预测基于绿色水泥的材料的机械强度,其中包括在火灾条件下的废物材料
Lei Zhang1, Ruipeng Qiu2, Jiabin Xie3
1School of Water Conservancy and Civil Engineering, Northeast Agricultural University, Harbin 150030, China.
Materials (Basel, Switzerland)
|March 13, 2025
概括
补充性水泥材料 (SCM),如飞灰,渣和烟,提高了绿色水泥材料的高温耐受性. 这些材料在暴露于超过500°C的温度后显示出更好的残留强度.
科学领域:
- 材料科学 材料科学 材料科学
- 土木工程 土木工程是指土木工程.
- 可持续建筑 可持续建筑
背景情况:
- 高温显著降低了水泥材料的压力强度.
- 众所周知,补充性水泥材料 (SCM) 可以提高混凝土的高温性能.
研究的目的:
- 为了研究不同的SCM (飞灰,渣渣,烟) 对绿色水泥材料的高温耐受性的影响.
- 分析这些材料在暴露于高温后的压力强度.
- 使用机器学习开发压力强度的预测模型.
主要方法:
- 用飞灰 (FA),颗粒高炉渣 (GGBFS) 和烟 (SF) 代替水泥,以创建绿色水泥基材料.
- 样品经历了各种高温.
- 压力强度被测量和分析.
- 采用随机森林回归来预测压力强度.
主要成果:
- 500°C以上的温度导致水泥材料的强度显著下降.
- SCM提高了耐高温的性能,GGBFS和SF的残留强度更高.
- 随机森林回归模型准确预测了压力强度.
结论:
- SCM有效地提高了基于水泥的材料的高温耐受性.
- 在高温下保持残留强度方面,GGBFS和SF特别有效.
- 使用机器学习算法可以准确预测压力强度.
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