Prediction of elastic modulus of normal and high strength concrete by support vector machine

被引:177
作者
Yan, Kezhen [1 ]
Shi, Caijun [1 ]
机构
[1] Hunan Univ, Coll Civil Engn, Changsha 410082, Hunan, Peoples R China
关键词
Support vector machine; Concrete; Compressive strength; Elastic modulus;
D O I
10.1016/j.conbuildmat.2010.01.006
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Elastic modulus is an important property of concrete and is used to calculate deformation of structures. Support vector machine (SVM) is firmly based on learning theory and uses regression technique by introducing accuracy insensitive loss function. This paper investigates the use of SVM to predict elastic modulus of normal and high strength concrete. The elastic modulus predicted by SVM was compared with the experimental data and those from other prediction models. SVM demonstrated good performance and proven to be better than other models. (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1479 / 1485
页数:7
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