Research on Modeling Method Based on Least Squares Support Vector Machine

被引:0
作者
Xu, Jun [1 ]
Du, Kang [1 ]
Zhang, Yaohui
Zhu, Xiaobing [1 ]
机构
[1] Acad Armored Force Engn, Dept Control Engn, Beijing 100072, Peoples R China
来源
PROCEEDINGS OF THE 2013 INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER SCIENCE AND ELECTRONICS INFORMATION (ICACSEI 2013) | 2013年 / 41卷
关键词
Particle swarm optimization algorithm; Support vector machine; Gas sensor; Mathematical modeling;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A method of support vector machine based on particle swarm optimization was proposed for the question of parameter selecting difficult of least square support vector machine in modeling of gas sensor. Least square support vector machine is used to build the model of gas sensor. Particle swarm optimization arithmetic was introduced to optimize the parameters of support vector machine. The sensor model is tested with the data measured reality. The results prove the accuracy of the model.
引用
收藏
页码:665 / 667
页数:3
相关论文
共 12 条
[1]  
Deng N., 2004, A new method of data mining: Support vector machine
[2]  
Kennedy J, 1995, 1995 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS PROCEEDINGS, VOLS 1-6, P1942, DOI 10.1109/icnn.1995.488968
[3]  
Liu Wei, 2008, Computer Engineering and Design, V29, P697
[4]   A modified particle swarm optimizer [J].
Shi, YH ;
Eberhart, R .
1998 IEEE INTERNATIONAL CONFERENCE ON EVOLUTIONARY COMPUTATION - PROCEEDINGS, 1998, :69-73
[5]  
[孙向军 SUN Xiangjun], 2008, [微电子学与计算机, Microelectronics & Computer], V25, P91
[6]   Recurrent least squares support vector machines [J].
Suykens, JAK ;
Vandewalle, J .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS, 2000, 47 (07) :1109-1114
[7]   A cooperative approach to particle swarm optimization [J].
van den Bergh, F ;
Engelbrecht, AP .
IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2004, 8 (03) :225-239
[8]  
Vapnik V., 1995, The nature of statistical learning theory
[9]   An overview of statistical learning theory [J].
Vapnik, VN .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1999, 10 (05) :988-999
[10]  
[韦杏琼 WEI Xing-qiong], 2009, [微电子学与计算机, Microelectronics & Computer], V26, P117