Local environmental effects on cosmic ray observations at Syowa Station in the Antarctic: PARMA-based snow cover correction for neutrons and machine learning approach for neutrons and muons

Solar modulation of galactic cosmic rays around the solar minimum in 2019–2020 looks different in the secondary neutrons and muons observed at the ground. To compare the solar modulation of primary cosmic rays in detail, we must remove the possible seasonal variations caused by the atmosphere and su...

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Bibliographic Details
Published in:Journal of Space Weather and Space Climate
Main Authors: Kataoka Ryuho, Sato Tatsuhiko, Kato Chihiro, Kadokura Akira, Kozai Masayoshi, Miyake Shoko, Murase Kiyoka, Yoshida Lihito, Tomikawa Yoshihiro, Munakata Kazuoki
Format: Article in Journal/Newspaper
Language:English
Published: EDP Sciences 2022
Subjects:
galactic cosmic rays
solar modulation
ground observation
neutron monitor
muon detector
seasonal variation
snow cover
machine learning
echo state network
Meteorology. Climatology
QC851-999
Antarctic
The Antarctic
Syowa Station
Parma
Antarc*
Online Access:https://doi.org/10.1051/swsc/2022033
https://doaj.org/article/e1e8eca4aa864fc69a773c49a99e9cd4
Description
Summary:Solar modulation of galactic cosmic rays around the solar minimum in 2019–2020 looks different in the secondary neutrons and muons observed at the ground. To compare the solar modulation of primary cosmic rays in detail, we must remove the possible seasonal variations caused by the atmosphere and surrounding environment. As such surrounding environment effects, we evaluate the snow cover effect on neutron count rate and the atmospheric temperature effect on muon count rate, both simultaneously observed at Syowa Station in the Antarctic (69.01° S, 39.59° E). A machine learning technique, Echo State Network (ESN), is applied to estimate both effects hidden in the observed time series of the count rate. We show that the ESN with the input of GDAS data (temperature time series at 925, 850, 700, 600, 500, 400, 300, 250, 200, 150, 100, 70, 50, 30, and 20 hPa) at the local position can be useful for both the temperature correction for muons and snow cover correction for neutrons. The corrected muon count rate starts decreasing in late 2019, preceding the corrected neutron count rate which starts decreasing in early 2020, possibly indicating the rigidity-dependent solar modulation in the heliosphere.

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