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
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;
Conference_Titel :
Signal Processing (ICSP), 2010 IEEE 10th International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4244-5897-4
DOI :
10.1109/ICOSP.2010.5657017