Interplanetary Shock Arrival Time Prediction Using Multi-Layer Perceptron

Author

Turchenko, Volodymyr ; Demchuk, Viktor ; Sachenko, Anatoly

Author_Institution

Ternopil Nat. Economic Univ., Ternopil

fYear

2007

fDate

6-8 Sept. 2007

Firstpage

185

Lastpage

190

Abstract

An approach to prediction of the arrival time of interplanetary shocks using neural networks based on the data gathered from EPAM (electron, proton and alpha monitor) sensor of NASA´s ACE (advanced composition explorer) spacecraft is proposed in this paper. A short description of ACE spacecraft and the data, published online on the appropriate website, are presented. A data preparation for prediction is proven and multi-layer perceptron architecture is described. The results of simulation modelling are presented in the end of the paper.

Keywords

Web sites; aerospace computing; multilayer perceptrons; Website; advanced composition explorer spacecraft; interplanetary shock arrival time prediction; multilayer perceptron architecture; neural networks; Earth; Electric shock; Geomagnetism; Magnetosphere; Multilayer perceptrons; Neural networks; Satellite broadcasting; Space vehicles; Weather forecasting; Wind; Space weather; neural networks; predicting interplanetary shocks;

fLanguage

English

Publisher

ieee

Conference_Titel

Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications, 2007. IDAACS 2007. 4th IEEE Workshop on

Conference_Location

Dortmund

Print_ISBN

978-1-4244-1347-8

Electronic_ISBN

978-1-4244-1348-5

Type

conf

DOI

10.1109/IDAACS.2007.4488402

Filename

4488402