Title :
Interplanetary Shock Arrival Time Prediction Using Multi-Layer Perceptron
Author :
Turchenko, Volodymyr ; Demchuk, Viktor ; Sachenko, Anatoly
Author_Institution :
Ternopil Nat. Economic Univ., Ternopil
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;
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
DOI :
10.1109/IDAACS.2007.4488402
