Optimization of mixture proportions by statistical experimental design using response surface method - A review

响应面法 实验设计 统计推断 计算机科学 实验数据 统计模型 统计假设检验 数学 统计 机器学习
作者
Zhiping Li,Dagang Lü,Xiaojian Gao
出处
期刊:Journal of building engineering [Elsevier BV]
卷期号:36: 102101-102101 被引量:151
标识
DOI:10.1016/j.jobe.2020.102101
摘要

A comprehensive review of the statistical experimental optimization problem concerning the mixture design of various cement-based materials is presented herein. This review summarizes and discusses over 80 applications of optimum design regarding the basic test information under response surface method (RSM), including influence factor and corresponding response, statistical method, and coefficient of determination. The statistical experimental design reported in previous studies has shown that RSM is a sequential procedure to provide a suitable approximation for the mixture optimization. Then, linear, quadratic and interactive relationships of the statistical model can be evaluated available. Especially, the multi-objective optimization issues with multiple or competing performance requirements for various cement-based materials have also been reported, by considering fluidity, strength development, environmental impact, cost and durability. Overall, the results from existing publications have demonstrated that statistical inference and analysis of variance (ANOVA) are suitable for mix proportion design and process optimization of cement-based materials. The W/B ratio and mixture components are the prevalent factors in experimental design optimization, and then the fluidity and strength as the most popularly used response. Thus, theoretical optimum mixture proportioning can be used to predict valuable fresh and hardened properties. Finally, a critical discussion of the selection of design strategy, independent factors and their responses, and the experimental region involved in statistical experimental design, is provided. Based on this review, we conclude that the multi-objective optimization approaches need a further systematic study, and further studies of sustainable concrete optimization are needed by comparing the different chemical composition and particle characteristics.
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
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

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
刚刚
1秒前
Cccc完成签到,获得积分10
3秒前
没所谓完成签到,获得积分10
4秒前
stinkyfish完成签到,获得积分20
4秒前
科目三应助重要雅彤采纳,获得10
4秒前
5秒前
Allen完成签到,获得积分10
5秒前
xuda完成签到,获得积分20
5秒前
烂漫绮波发布了新的文献求助10
7秒前
呆萌凤完成签到,获得积分10
7秒前
不敢装睡完成签到,获得积分10
9秒前
Ephemeral完成签到 ,获得积分10
11秒前
Hello应助酷酷巧蟹采纳,获得10
11秒前
张凡完成签到 ,获得积分10
12秒前
12秒前
温暖宛筠发布了新的文献求助10
13秒前
YamDaamCaa应助木mu采纳,获得30
15秒前
15秒前
kun3812发布了新的文献求助10
16秒前
xable完成签到,获得积分10
16秒前
Iris发布了新的文献求助30
16秒前
3399完成签到,获得积分10
17秒前
SYLH应助逝者如斯只是看着采纳,获得10
19秒前
Cc完成签到,获得积分10
20秒前
菲1208完成签到,获得积分10
20秒前
赵梦鸢发布了新的文献求助10
20秒前
852应助大象采纳,获得10
20秒前
小西完成签到,获得积分10
21秒前
XU完成签到,获得积分10
21秒前
ohwhale完成签到 ,获得积分10
21秒前
xuda发布了新的文献求助10
22秒前
byyyy完成签到,获得积分10
24秒前
apt完成签到 ,获得积分10
25秒前
26秒前
单纯的奇异果完成签到,获得积分10
26秒前
雨柏完成签到 ,获得积分10
27秒前
开朗艳一发布了新的文献求助10
27秒前
零零完成签到,获得积分10
28秒前
个性的傲安完成签到,获得积分10
28秒前
高分求助中
Ophthalmic Equipment Market by Devices(surgical: vitreorentinal,IOLs,OVDs,contact lens,RGP lens,backflush,diagnostic&monitoring:OCT,actorefractor,keratometer,tonometer,ophthalmoscpe,OVD), End User,Buying Criteria-Global Forecast to2029 2000
A new approach to the extrapolation of accelerated life test data 1000
Technical Brochure TB 814: LPIT applications in HV gas insulated switchgear 1000
Nucleophilic substitution in azasydnone-modified dinitroanisoles 500
不知道标题是什么 500
A Preliminary Study on Correlation Between Independent Components of Facial Thermal Images and Subjective Assessment of Chronic Stress 500
Phylogenetic study of the order Polydesmida (Myriapoda: Diplopoda) 360
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 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 遗传学 基因 物理化学 催化作用 冶金 细胞生物学 免疫学
热门帖子
关注 科研通微信公众号,转发送积分 3963607
求助须知:如何正确求助?哪些是违规求助? 3509555
关于积分的说明 11147236
捐赠科研通 3242875
什么是DOI,文献DOI怎么找? 1791990
邀请新用户注册赠送积分活动 873354
科研通“疑难数据库(出版商)”最低求助积分说明 803739