不锈钢渣水泥基材料抗碳化性能试验及预测模型分析OA
Tests and predictive model analysis of carbonation resistance of stainless steel slag cement-based materials
利用不锈钢渣与矿渣制备不锈钢渣掺合料,开展其抗碳化性能试验.通过X射线衍射(XRD)、扫描电子显微镜(SEM)及气孔结构分析等手段对不锈钢渣水泥基材料的组成及微观形貌进行表征,结合力学性能研究其对碳化性能的影响,并建立碳化深度非线性回归预测模型.研究结果表明,随着不锈钢渣掺合料掺量的增加,水泥基材料的碳化深度增大,其中掺量为70%(T5组)试件的56 d碳化深度达21.5 mm,是空白组的3.4倍.微观结构分析表明,不锈钢渣掺合料掺量的增加导致水泥基材料孔隙增多.综合力学性能、碳化性能及微观结构分析,建议不锈钢渣掺合料掺量控制在50%以内.碳化深度预测模型的均方根误差(RMSE)为0.975 56 mm,平均绝对误差(MAE)为0.730 68 mm,决定系数(R2)为0.911 42,表明该模型模拟值与实测值吻合良好,模型可信度高.
Stainless steel slag admixture was prepared by using stainless steel slag and granulated blast furnace slag,and the carbonation resistance test of stainless steel slag cement-based materials were carried out.The composition and microstructure of stainless steel slag cement-based materials were observed by X-ray diffraction(XRD),scanning electron microscopy(SEM)and pore structure analysis.Combined with mechanical properties,the effect of stainless steel slag admixture on its carbonation performance was studied,and a nonlinear regression prediction model of carbonation depth was established.The test results show that as stainless steel slag admixture content increases,the carbonization depth of cement-based materials increases.Among them,the carbonation depth of the T5 group(The content of stainless steel slag admixture is 70%)reached 21.5 mm at 56 days,which was 3.4 times that of the blank group.Microscopic structure analysis shows that as the amount of stainless steel slag admixture increases,the matrix pores increase.Based on the comprehensive mechanical and carbonation properties and combined with microstructure analysis,the content of stainless steel slag admixture controlled within 50%is appropriate.The carbonation depth prediction model achieved a root mean square error(RMSE)of 0.975 56 mm,a mean absolute error(MAE)of 0.730 68 mm,and an R2 value of 0.911 42,indicating strong agreement between the predicted and measured values and demonstrating the model's high reliability.
董健苗;马东楊;顾业明;邹明璇;梁康;何其;韩金
广西科技大学 土木建筑工程学院,广西 柳州 545006广西科技大学 土木建筑工程学院,广西 柳州 545006广西柳钢环保股份有限公司,广西 柳州 545002广西科技大学 土木建筑工程学院,广西 柳州 545006广西柳钢环保股份有限公司,广西 柳州 545002广西科技大学 土木建筑工程学院,广西 柳州 545006广西科技大学 土木建筑工程学院,广西 柳州 545006
建筑与水利
不锈钢渣掺合料不锈钢渣水泥基材料碳化性能微观结构非线性回归预测模型
stainless steel slag admixturecement-based materialscarbonation depthmicrostructure analysiscarbonization depth prediction model
《广西科技大学学报》 2026 (3)
47-56,10
国家自然科学基金项目(51568009)广西高校防灾减灾与预应力技术重点实验室开放基金项目(GXKDTJ005)资助
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