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Self-attention mechanism to enhance the generalizability of data-driven time-series prediction: A case study of intra-hour power forecasting of urban distributed photovoltaic systems

Hanxin Yu, Shanlin Chen, Yinghao Chu, Mengying Li, Yueming Ding, Rongxi Cui, Xin Zhao

2024Applied Energy23 citationsDOI

Topics & Concepts

Generalizability theoryPhotovoltaic systemMechanism (biology)Time seriesSeries (stratigraphy)Computer sciencePower (physics)EngineeringMachine learningMathematicsElectrical engineeringPhysicsStatisticsQuantum mechanicsPaleontologyBiologySolar Radiation and PhotovoltaicsEnergy Load and Power ForecastingGrey System Theory Applications
Self-attention mechanism to enhance the generalizability of data-driven time-series prediction: A case study of intra-hour power forecasting of urban distributed photovoltaic systems | Litcius