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An Approach to Interplanetary Shocks Prediction Using Single ACE/EPAM Channel Data
Citation
An Approach to Interplanetary Shocks Prediction Using Single ACE/EPAM Channel Data / Volodymyr Turchcnko [et al.] // International Conference on Neural Networks and Artificial Intelligence : proceedings, Brest, 31 May – 2 June, 2006 / Edited: V. Golovko [et al.]. – Brest : BSTU, 2006. – P. 140–144 : il. – Bibliogr.: p. 143–144 (15 titles).Abstract
An approach to prediction of the arrival time of interplanetary shocks using neural networks based on the data gathered from single EPAM (Electron, Proton and Alpha Monitor) channel o f 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 web-site, are considered. A data choice to fulfill a prediction of interplanetary shocks is proven and structure of neural network is described. The results of simulation modeling in MATLAB are considered in the end of the paper.
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