DocumentCode
3425059
Title
Modeling and forecasting of the variable geomagnetic field at multiple time scales
Author
Yi Shihua ; Huang Shiqi ; Li Xihai ; Qi Wei ; He Yuanlei ; Han Shaoqing ; Han, Shaoqing ; Li Zhigang
Author_Institution
Res. Inst. of High-Tech, Xi´´an, China
fYear
2010
fDate
24-28 Oct. 2010
Firstpage
1335
Lastpage
1338
Abstract
The variable geomagnetic field contains a variety of components from various sources. It has different variation characteristics at each time scale. In this paper, a method of modeling and forecasting the variable geomagnetic field at multiple time scales is presented. Firstly, we develop a magnetic trend variation model at day scale, a magnetic daily variation model at hour scale, and a short period variation model at minute scale, respectively. Then, we combine each model of different time scale to realize the modeling and forecasting of the variable geomagnetic field. The method combines the physical origin of the variable geomagnetic field and fuses multiple models to obtain both long forecasting time span and high forecasting precision.
Keywords
geomagnetic variations; geophysical techniques; weather forecasting; magnetic daily variation model; magnetic trend variation model; multiple time scale; variable geomagnetic field forecasting; variable geomagnetic field modeling; Forecasting; Kernel; Magnetic fields; Observatories; Predictive models; Support vector machines; Training; LSSVM (least square support vector machine) (key words); Variable geomagnetic field; modeling and forecasting; multiple time scales;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing (ICSP), 2010 IEEE 10th International Conference on
Conference_Location
Beijing
Print_ISBN
978-1-4244-5897-4
Type
conf
DOI
10.1109/ICOSP.2010.5657017
Filename
5657017
Link To Document