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钢渣和粉煤灰在砂浆中的增值利用:采用响应面法对龄期相关强度进行建模

Valorization of Steel Slag and Fly Ash in Mortar: Modeling Age-Dependent Strength with Response Surface Methodology.

作者信息

Li Xiaofeng, Ho Chia-Min, Li Huawei, Guo Huaming, Wang Deliang, Zhao Dan, Zhang Kun

机构信息

China Hebei Construction and Geotechnical Investigation Group Limited, Shijiazhuang 050227, China.

Key Laboratory of Groundwater Conservation of MWR, School of Water Resources and Environment, China University of Geosciences (Beijing), Beijing 100083, China.

出版信息

Materials (Basel). 2025 May 10;18(10):2203. doi: 10.3390/ma18102203.

Abstract

This study evaluates the effects of steel slag powder (SSP), fly ash (FA), and steel slag sand (SSS) on mortar compressive strength. A response surface methodology (RSM) based on central composite design (CCD) was employed to model 7-day, 28-day, and 91-day strength development, considering three quantitative variables: SSP, FA, and SSS. Statistical results confirmed the reduced cubic models were significant and predictive (R > 0.97), with non-significant lack of fit and adequate precision. Experimental results revealed that SSP and FA negatively affected early-age strength due to dilution effects and low initial reactivity, whereas SSS slightly improved it by enhancing particle packing. At later ages, SSP exhibited nonlinear effects, where moderate dosages enhanced strength, while excessive replacement led to strength reduction. SSS showed a continuously positive contribution across all ages, particularly at 91 days. Perturbation plots, contour maps, and gradient analyses indicated that SSS played a dominant role at later stages and that maintaining a proper balance among supplementary cementitious materials (SCMs) and aggregate replacements is crucial. The developed models and response surfaces provide practical guidance for designing slag-based mortars with improved mechanical properties and enhanced sustainability.

摘要

本研究评估了钢渣粉(SSP)、粉煤灰(FA)和钢渣砂(SSS)对砂浆抗压强度的影响。采用基于中心复合设计(CCD)的响应面方法(RSM)对7天、28天和91天的强度发展进行建模,考虑三个定量变量:SSP、FA和SSS。统计结果证实,简化立方模型具有显著性和预测性(R>0.97),失拟不显著且精度足够。实验结果表明,由于稀释效应和初始反应活性低,SSP和FA对早期强度有负面影响,而SSS通过增强颗粒堆积略微提高了早期强度。在后期,SSP表现出非线性效应,适度用量增强强度,而过量替代则导致强度降低。SSS在所有龄期均表现出持续的积极贡献,尤其是在91天时。扰动图、等高线图和梯度分析表明,SSS在后期起主导作用,在辅助胶凝材料(SCMs)和骨料替代物之间保持适当平衡至关重要。所建立的模型和响应面为设计具有改善力学性能和增强可持续性的矿渣基砂浆提供了实际指导。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5e94/12113042/e1824f0d12dd/materials-18-02203-g001.jpg

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