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Long-term prediction for karst spring discharge and petroleum substances concentration based on the combination of LSTM and Transformer models

Feng Jiang, Qiang Li, Guotao Sun, Qixin Wu, Shuang Liu, Kebuzi Jiqin, Ruofan Wang, Hanwu Liu, Wei Hu

2025Water Research23 citationsDOI

Topics & Concepts

KarstPetroleumEnvironmental scienceTransformerTerm (time)Spring (device)Environmental engineeringPetroleum engineeringHydrology (agriculture)GeologyEngineeringGeotechnical engineeringVoltageElectrical engineeringQuantum mechanicsPaleontologyPhysicsMechanical engineeringKarst Systems and HydrogeologyGeoscience and Mining TechnologyHydrological Forecasting Using AI
Long-term prediction for karst spring discharge and petroleum substances concentration based on the combination of LSTM and Transformer models | Litcius