Development of flexible grouting material for cement-stabilized macadam base using response surface and genetic algorithm optimization methodologies

响应面法 材料科学 抗弯强度 复合材料 抗压强度 收缩率 水泥 硅粉 Box-Behnken设计 粉煤灰 聚乙烯醇 化学 色谱法
作者
Haonan Lu,Qiao Dong,Shiao Yan,Xueqin Chen,Xiang Wang
出处
期刊:Construction and Building Materials [Elsevier BV]
卷期号:409: 133823-133823 被引量:8
标识
DOI:10.1016/j.conbuildmat.2023.133823
摘要

To repair the voids and cracks in the Cement-stabilized macadam base (CSMB), a grouting material with lower elastic modulus, enhanced fluidity and slight expansion called Flexible Grouting Material (FGM) was developed using superfine cement, fly ash (FA), silica fume (SF), vinyl acetate-ethylene (VAE) copolymer emulsion, and polyvinyl alcohol (PVA) fiber. After that, the study optimized the proportion of FGM using Response Surface Methodology (RSM) and Non-dominated Sorting Genetic Algorithm-II (NSGA-II) in Multi-Objective Optimization (MOO). Firstly, to determine the component contents for subsequent experiments, the fluidity, setting time, compressive/flexural strength (1d + 3d), and ratio of compressive strength to flexural strength (C/F, 1d + 3d) were tested. Subsequently, the Response Surface Methodology-Box Behnken Design (RSM-BBD) was employed using VAE content, PVA content, and water-to-cement ratio (W/C) as factors. Additionally, the fluidity, setting time, compressive/flexural strength and C/F (28d), elastic modulus (28d), and drying shrinkage (28d) were considered as responses in RSM-BBD. The VAE content and W/C significantly influenced the response values, while the PVA content had a relatively minor influence. Finally, the NSGA-II was utilized to determine the optimal proportion of FGM. Compared to the control group, the optimal FGM demonstrated 16.53 % increase in fluidity, 37.86 % decrease in elastic modulus (28d), 47.98 % decrease in C/F (28d), 22.22 % reduction in drying shrinkage (28d), and 54.07 % increase in final setting time.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
1秒前
ahryue完成签到,获得积分10
1秒前
大出血发布了新的文献求助10
1秒前
2秒前
3秒前
雪白的紫翠应助宿起龙采纳,获得10
3秒前
隐形曼青应助hhhhh采纳,获得10
4秒前
栓牛哥发布了新的文献求助10
4秒前
5秒前
司徒冬菱发布了新的文献求助10
5秒前
奔跑的棉花完成签到 ,获得积分10
5秒前
8秒前
leo发布了新的文献求助10
9秒前
旺仔完成签到 ,获得积分10
9秒前
sss2021完成签到,获得积分10
9秒前
11秒前
chen发布了新的文献求助10
13秒前
无私啤酒完成签到,获得积分10
13秒前
雪白的紫翠应助mmb采纳,获得10
14秒前
14秒前
yidemeihaoshijie完成签到 ,获得积分10
15秒前
咚咚锵完成签到,获得积分10
15秒前
15秒前
畅快梦山发布了新的文献求助10
17秒前
ZRDJ发布了新的文献求助10
17秒前
踏实啤酒完成签到,获得积分10
19秒前
20秒前
SciGPT应助咚咚锵采纳,获得10
20秒前
bkagyin应助chen采纳,获得10
20秒前
LY发布了新的文献求助10
20秒前
21秒前
fddfs发布了新的文献求助10
23秒前
奋斗的夜山完成签到 ,获得积分10
24秒前
我是老大应助怕黑抽屉采纳,获得10
24秒前
sui完成签到,获得积分10
26秒前
香蕉觅云应助Hettl采纳,获得10
28秒前
bkagyin应助科研通管家采纳,获得10
28秒前
小二郎应助科研通管家采纳,获得10
28秒前
liuwenjie应助科研通管家采纳,获得10
28秒前
科研通AI5应助科研通管家采纳,获得10
28秒前
高分求助中
Les Mantodea de Guyane Insecta, Polyneoptera 2500
Technologies supporting mass customization of apparel: A pilot project 450
Brain and Heart The Triumphs and Struggles of a Pediatric Neurosurgeon 400
Cybersecurity Blueprint – Transitioning to Tech 400
Mixing the elements of mass customisation 400
Периодизация спортивной тренировки. Общая теория и её практическое применение 310
Nucleophilic substitution in azasydnone-modified dinitroanisoles 300
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 物理 生物化学 纳米技术 计算机科学 化学工程 内科学 复合材料 物理化学 电极 遗传学 量子力学 基因 冶金 催化作用
热门帖子
关注 科研通微信公众号,转发送积分 3783461
求助须知:如何正确求助?哪些是违规求助? 3328651
关于积分的说明 10237925
捐赠科研通 3043875
什么是DOI,文献DOI怎么找? 1670714
邀请新用户注册赠送积分活动 799845
科研通“疑难数据库(出版商)”最低求助积分说明 759149