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Development of a Two-Stage LSTM for Multi-Step Runoff Forecasting Using a XAJ Model and EEMD

Zihao Yang, Qianjin Dong, Xu Zhang, Hongyu Zhu, Zhetao Cheng

2026Water Resources Management5 citationsDOI

Topics & Concepts

EvapotranspirationSurface runoffMean squared errorHydrogeologyYangtze riverComputer scienceCorrelation coefficientWater resourcesApproximation errorEnvironmental scienceHydrology (agriculture)Data miningStatisticsMode (computer interface)Predictive modellingDewLead timeDew pointMean absolute errorRandom forestMeteorologyScale (ratio)Water cycleMean absolute percentage errorStandard deviationIndex (typography)RegressionEmpirical modellingCoefficient of determinationArtificial neural networkHydrological modellingHydrological Forecasting Using AIHydrology and Watershed Management StudiesAdvanced Technologies in Various Fields
Development of a Two-Stage LSTM for Multi-Step Runoff Forecasting Using a XAJ Model and EEMD | Litcius