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优化基于二进制粘贴聚合模型的聚合系统

Chunming Lian^1,2, Xiong Zhang¹, Lu Han²

¹Key Laboratory of Advanced Civil Engineering Materials of Education Ministry, School of Material Science and Technology, Tongji University, 4800 Cao'an Road, Shanghai 201804, China.

Materials (Basel, Switzerland)

|July 12, 2025

概括

本研究引入了一种新的混凝土混合设计方法,以优化聚合物比例,最大限度地减少粘合剂体积,以提高可持续性. 该方法提高了总包装密度,并考虑到颗粒形状,以确保可加工性和强度.

科学领域:

土木工程土木工程是指土木工程.
材料科学材料科学材料科学
可持续建筑可持续建筑

背景情况:

优化混凝土混合设计对于性能和可持续性至关重要.
传统的方法通常依赖于经验数据或复杂的模型.
尽量减少水泥糊的体积可以减少环境影响和成本.

研究的目的:

开发一种系统和基于物理的方法来优化混凝土中的聚合比例.
为了最大限度地减少粘合剂的体积,同时保持所需的可加工性和机械性能.
为数据密集型建模方法提供实用和可解释的替代方案.

主要方法:

使用了二进制粘贴聚合系统模型.
通过排除细颗粒 (<75微米) 和纳入粒子间相互作用,精制聚合物包装密度计算.
引入了修改后的聚合特异面积计算,考虑了分数内变化和粒子形态 (基于图像的形状系数).
确定了粒子间距作为控制混凝土流动性的关键参数.

主要成果:

开发了基于粒子间距的优化策略,以确定理想的聚合物组成.
达到所需的间距与最小的糊口体积.
实验验证证证实可靠的预测糊口需求,可加工性和压力强度.
证明了该模型在可持续和高效的混凝土混合设计中的有效性.

结论:

拟议的基于物理的方法为混凝土混合物设计提供了一种实用和可解释的方法.
成功优化聚合物比例,以最大限度地减少粘贴量,同时确保性能.
为混凝土混合设计提供了机器学习模型的可行替代方案,促进了可持续性.

关键词:

聚合组合设计聚合组合设计粒子间的距离是粒子间的距离.包装密度包装密度包装密度粘贴量最小化粘贴量最小化特定的表面积特定的表面积.

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