A global dataset of SCM-blended concrete and its properties

This dataset comprises 1456 SCM-blended concrete mix designs, incorporating fly ash, silica fume, and ground granulated blast furnace slag, compiled from 136 publications across 27 countries. The dataset encompasses three primary categories of parameters: i) Mixture parameters; ii) Mechanical properties (28-day compressive strength, splitting tensile strength, flexural strength, and elastic modulus); iii) Durability (chloride permeability, drying shrinkage, creep, and abrasion resistance). Serving as a valuable resource for data-driven research, this dataset facilitates the development of advanced machine learning models aimed at optimizing the design of sustainable, high-performance concrete mixtures.

搜集汇总

背景与挑战

背景概述

该数据集包含来自27个国家136篇出版物的1456个SCM混合混凝土配比，涵盖粉煤灰、硅灰和磨细高炉矿渣等辅助胶凝材料。参数包括混合物参数、力学性能（28天抗压强度等）和耐久性指标（氯离子渗透性等），为开发优化可持续高性能混凝土配比的机器学习模型提供数据支持。