New Method for Construction Land Prediction incorporating Genetic Algorithm and Support Vector Machines

被引:1
作者
Luo Yiyong [1 ]
Zhang Liting [1 ]
Zhang Hao [2 ]
机构
[1] East China Univ Technol, Yangtze Coll, Nanchang, Peoples R China
[2] Zhejiang Univ Technol, Coll Civil Engn & Architecture, Hangzhou, Peoples R China
来源
MANUFACTURING SCIENCE AND TECHNOLOGY, PTS 1-8 | 2012年 / 383-390卷
基金
中国国家自然科学基金;
关键词
land use prediction; support vector machine; genetic algorithm; influence factors; accuracy analysis;
D O I
10.4028/www.scientific.net/AMR.383-390.1629
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Considering the increasingly tense relationship between construction land supply and demand, we study the inherent rules and the spatial evolution in construction land use. In order to solve the problem of parameter optimization effectively, we analysis the fundamental theory of Support Vector Machine and finally accomplish the combination of genetic algorithm and support vector machine. Meanwhile we apply this model to analysis the construction land use and propose a new model, which is based on the support vector machines with genetic algorithm, for construction land evolution. Taking Guandu district in Kunming, Yunnan as a case, we find out that the new model is far superior to recent models in terms of predicting accuracy, algorithm complexity and computational efficiency. And therefore, we believe that this is highly precise, practical and efficient model for forecasting construction land use and evolution.
引用
收藏
页码:1629 / +
页数:2
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