Analysis of MLP Structures for Geomagnetic Storm Recognition Based on Ground-Based Cosmic Ray Data

We analyzed MLP (Multi-Layer Perceptron) structures for geomagnetic storm recognition based on cosmic ray data. We used observations of the muon hodoscope URAGAN and neutron monitor systems. Variants of MLP structures modifications were implemented. The results of the analysis allowed us to form a s...

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Bibliographic Details
Published in:Bulletin of the Russian Academy of Sciences. Physics 2023-07, Vol.87 (7), p.1074-1076
Main Authors: Chinkin, V. E., Getmanov, V. G., Gvishiani, A. D., Yashin, I. I., Kovylyaeva, A. A.
Format: Article
Language:English
Subjects:
Cosmic rays
Geomagnetism
Hadrons
Heavy Ions
Magnetic storms
Multilayer perceptrons
Multilayers
Nuclear Physics
Physics
Physics and Astronomy
Recognition
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Summary:We analyzed MLP (Multi-Layer Perceptron) structures for geomagnetic storm recognition based on cosmic ray data. We used observations of the muon hodoscope URAGAN and neutron monitor systems. Variants of MLP structures modifications were implemented. The results of the analysis allowed us to form a structure that provides the optimal correlations for the probabilities of correct and false recognition of geomagnetic storms.
ISSN:1062-8738
1934-9432
DOI:10.3103/S1062873823702453