TY - JOUR
T1 - Redes neurais para previsão de radiação solar em Manta – Equador
AU - Ponce-Jara, Marcos
AU - Cano Gordillo, Carlo Alonso
AU - Velásquez, Carlos
AU - Lazo Lazo, Juan Guillermo
AU - Talavera, Alvaro
PY - 2023/1/31
Y1 - 2023/1/31
N2 - In Ecuador, solar radiation and wind speed data are not always available for places of interest due to the absence of meteorological stations. Within the scope of this work, a low-cost automatic weather station prototype based on Raspberry technology was developed to measure the variables mentioned above. The objective of this work is twofold: a) to present a project proposal for a low-cost automatic meteorological station using the Raspberry Pi microcomputer, showing the viability of this technology as an alternative for the construction of an automatic meteorological station, and; b) to use neural network forecasting to predict solar radiation in Manta, Ecuador, based on historical data collected: solar radiation, wind speed, and direction. We prove that technology feasibility and machine learning have a high potential as a tool to be used in this field of study.
AB - In Ecuador, solar radiation and wind speed data are not always available for places of interest due to the absence of meteorological stations. Within the scope of this work, a low-cost automatic weather station prototype based on Raspberry technology was developed to measure the variables mentioned above. The objective of this work is twofold: a) to present a project proposal for a low-cost automatic meteorological station using the Raspberry Pi microcomputer, showing the viability of this technology as an alternative for the construction of an automatic meteorological station, and; b) to use neural network forecasting to predict solar radiation in Manta, Ecuador, based on historical data collected: solar radiation, wind speed, and direction. We prove that technology feasibility and machine learning have a high potential as a tool to be used in this field of study.
KW - Meteorological station
KW - Solar radiation
KW - Wind speed
KW - Neural networks
KW - Forecast
UR - https://www.mendeley.com/catalogue/729a596d-2bd4-3314-ad99-e71f2a8c71be/
U2 - 10.55906/rcdhv8n1-011
DO - 10.55906/rcdhv8n1-011
M3 - Artículo de revista
SN - 2526-3943
VL - 8
SP - 183
EP - 194
JO - Revista Campo da História
JF - Revista Campo da História
IS - 1
ER -