Construction of Kohonen self-organizing map (SOM) for prediction of mudflow types
News of the Kabardin-Balkar scientific center of RAS, Tome 26 (2024) no. 5, pp. 129-137
Voir la notice de l'article provenant de la source Math-Net.Ru
The paper describes a self-organizing Kohonen map (SOM) that analyzes the mudflow
type. SOM is trained on real cadastre data of mudflow danger in the south of the European part of
Russia. The purpose of the work is to obtain forecasts of mudflow types. The results of the work show
that SOM provides good accuracy in predicting mudflow types. The main task will be to cluster data
related to geological and meteorological factors in order to identify patterns that can be used to predict
the risk of occurrence of various mudflow types. It is expected that the results of this work will
contribute to more accurate and on time forecasting of mudflows, which, in turn, will help minimize
damage from these natural phenomena.
Keywords:
data clustering, SOM clustering method, SOM model, Kohonen self-organizing maps, mudflow type classification
@article{IZKAB_2024_26_5_a9,
author = {R. A. Zhilov},
title = {Construction of {Kohonen} self-organizing map {(SOM)} for prediction of mudflow types},
journal = {News of the Kabardin-Balkar scientific center of RAS},
pages = {129--137},
publisher = {mathdoc},
volume = {26},
number = {5},
year = {2024},
language = {ru},
url = {http://geodesic.mathdoc.fr/item/IZKAB_2024_26_5_a9/}
}
TY - JOUR AU - R. A. Zhilov TI - Construction of Kohonen self-organizing map (SOM) for prediction of mudflow types JO - News of the Kabardin-Balkar scientific center of RAS PY - 2024 SP - 129 EP - 137 VL - 26 IS - 5 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/IZKAB_2024_26_5_a9/ LA - ru ID - IZKAB_2024_26_5_a9 ER -
R. A. Zhilov. Construction of Kohonen self-organizing map (SOM) for prediction of mudflow types. News of the Kabardin-Balkar scientific center of RAS, Tome 26 (2024) no. 5, pp. 129-137. http://geodesic.mathdoc.fr/item/IZKAB_2024_26_5_a9/