TY - JOUR
T1 - Classification of pluviometric networks located in the region of Bogotá, Colombia using artificial neural networks
AU - Garrido-Arévalo, A. R.
AU - Agudelo, L. M.
AU - Obregon, N.
AU - Garrido, V. M.
N1 - Publisher Copyright:
© Published under licence by IOP Publishing Ltd.
PY - 2020/3/6
Y1 - 2020/3/6
N2 - This work presents a methodology for the classification of pluviometric networks using artificial neural networks. For this, the network of stations registered in the Corporación Autónoma Regional de Cundinamarca, Colombia, was analyzed. The network studied consists of 182 stations for the measurement of precipitation and it has a historical series that goes, in some cases, from 1931 to the present. For the classification, three scenarios called types were proposed, in which the number of neurons in the output layer was varied. It was significant that when comparing the results of the different types, the permanence of certain features in the classification was found, indicating the validity of the classification.
AB - This work presents a methodology for the classification of pluviometric networks using artificial neural networks. For this, the network of stations registered in the Corporación Autónoma Regional de Cundinamarca, Colombia, was analyzed. The network studied consists of 182 stations for the measurement of precipitation and it has a historical series that goes, in some cases, from 1931 to the present. For the classification, three scenarios called types were proposed, in which the number of neurons in the output layer was varied. It was significant that when comparing the results of the different types, the permanence of certain features in the classification was found, indicating the validity of the classification.
UR - http://www.scopus.com/inward/record.url?scp=85081153670&partnerID=8YFLogxK
U2 - 10.1088/1742-6596/1448/1/012008
DO - 10.1088/1742-6596/1448/1/012008
M3 - Conference article
AN - SCOPUS:85081153670
SN - 1742-6588
VL - 1448
JO - Journal of Physics: Conference Series
JF - Journal of Physics: Conference Series
IS - 1
M1 - 012008
T2 - 2nd Workshop on Modeling and Simulation for Science and Engineering, WMSSE 2019
Y2 - 24 September 2019 through 26 September 2019
ER -