TY - GEN
T1 - Modeling of nitrate ion concentration in Costa Rican surface waters
AU - Zamora, Joseph Rojas
AU - Hernandez-Alpizar, Laura
AU - Perez, Ivan Avila
N1 - Publisher Copyright:
© 2022 IEEE.
PY - 2022
Y1 - 2022
N2 - Inappropriate or excessive use of fertilizers mobilizes excess nitrate ions into surface and groundwater through runoff and percolation processes. The impact is a deterioration of ecosystems and water quality. In this research, the concentration of nitrate ions in the surface waters of a territory was modeled under the same land use model, Costa Rica, with 88.2% accuracy. Free access physicochemical data and geographic information were used in the modeling, processed with the Random Forest learning algorithm of the R program. Climatic, soil and terrain topography data that affect mobilization were included. Finally, a Geographic Information System (GIS) was developed with the vector layers obtained and the modeled points were classified into concentration categories related to anthropogenic activity. The results show alert values in the wetlands of the North Caribbean and South Pacific. The relationship between the factors that mobilize the nitrate ion, and the modeled nitrate ion concentration is consistent.
AB - Inappropriate or excessive use of fertilizers mobilizes excess nitrate ions into surface and groundwater through runoff and percolation processes. The impact is a deterioration of ecosystems and water quality. In this research, the concentration of nitrate ions in the surface waters of a territory was modeled under the same land use model, Costa Rica, with 88.2% accuracy. Free access physicochemical data and geographic information were used in the modeling, processed with the Random Forest learning algorithm of the R program. Climatic, soil and terrain topography data that affect mobilization were included. Finally, a Geographic Information System (GIS) was developed with the vector layers obtained and the modeled points were classified into concentration categories related to anthropogenic activity. The results show alert values in the wetlands of the North Caribbean and South Pacific. The relationship between the factors that mobilize the nitrate ion, and the modeled nitrate ion concentration is consistent.
KW - GIS
KW - modeling
KW - nitrate
KW - random forest
KW - surface water
KW - water quality
KW - wetlands
UR - http://www.scopus.com/inward/record.url?scp=85148441072&partnerID=8YFLogxK
U2 - 10.1109/BIP56202.2022.10032473
DO - 10.1109/BIP56202.2022.10032473
M3 - Contribución a la conferencia
AN - SCOPUS:85148441072
T3 - 2022 IEEE 4th International Conference on BioInspired Processing, BIP 2022
BT - 2022 IEEE 4th International Conference on BioInspired Processing, BIP 2022
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 4th IEEE International Conference on BioInspired Processing, BIP 2022
Y2 - 15 November 2022 through 17 November 2022
ER -