Effect of environmental covariable selection in the hydrological modeling using machine learning models to predict daily streamflow
Guilherme Barbosa Reis, Demétrius David da Silva, Elpídio Inácio Fernandes Filho, Michel Castro Moreira, Gustavo Vieira Veloso, Micael de Souza Fraga, Sávio Augusto Rocha Pinheiro
Topics & Concepts
StreamflowFeature selectionMean squared errorLinear regressionLand coverRandom forestCoefficient of determinationMultivariate statisticsStatisticsRegressionDecision treeEnvironmental scienceSelection (genetic algorithm)Lasso (programming language)MathematicsComputer scienceMachine learningDrainage basinLand useGeographyEngineeringWorld Wide WebCartographyCivil engineeringHydrological Forecasting Using AIHydrology and Watershed Management StudiesEnergy Load and Power Forecasting