| 基于支持向量机的多维地震时间序列建模 |
| |
| 引用本文： | 武安绪,李平安,鲁亚军,穆会泳,苏小非,刘学谦.基于支持向量机的多维地震时间序列建模[J].东北地震研究,2006,22(4):30-34. |
| |
| 作者姓名： | 武安绪 李平安 鲁亚军 穆会泳 苏小非 刘学谦 |
| |
| 作者单位： | 1. 北京市地震局,北京,100080
2. 河南省地震局,河南,郑州,450016 |
| |
| 摘 要： | 文中首先介绍了支持向量机回归方法,然后对其进行了数值仿真实验,最后利用该方法对首都圈地区的地震活动进行回归建模与内符检验。分析认为,利用该方法可以获得较强的多维地震样本学习、建模与外推泛化能力,具有较高的中长期地震危险性估计能力。
|
| 关 键 词： | 支持向量机 地震时间序列 回归 预测 |
| 文章编号： | 1004-2865（2006）04-0030-05 |
| 收稿时间： | 2006-10-01 |
| 修稿时间： | 2006年10月1日 |
THE MODELING OF MULTI-DIMENSION SEISMIC TIME SERIES BASED ON THE SUPPORT VECTOR MACHINE |
| |
| WU An-xu,LI Ping-an,LU Ya-jun,MU Hui-yong,SU Xiao-fei,LIU Xue-qian.THE MODELING OF MULTI-DIMENSION SEISMIC TIME SERIES BASED ON THE SUPPORT VECTOR MACHINE[J].Seismological Research of Northeast China,2006,22(4):30-34. |
| |
| Authors: | WU An-xu LI Ping-an LU Ya-jun MU Hui-yong SU Xiao-fei LIU Xue-qian |
| |
| Institution: | 1.Earthquake Administration of Beijing Municipality, Beijing 100080,China; 2.Earthquake Administration of Henan Province, Henan Zhengzhou 450016,China |
| |
| Abstract: | Firstly,the regression method of support vector machine is introduced in this paper.Secondly,effective experiment is done by using of the emulation data.Lastly,regression model of seismic activity is established in Capital Circle.By contrasting and analyzing,we think that the result is fairly effective.It has shown that support vector machine method have ability of multi-dimension learning and forecast,and may be a new effective processing method in analyzing of deformation data. |
| |
| Keywords: | support vector machine seism time series regression forecast |
| 本文献已被 CNKI 维普 万方数据 等数据库收录！ |
|
