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An interpretable framework for modeling global solar radiation using tree-based ensemble machine learning and Shapley additive explanations methods

Zhe Song, Sunliang Cao, Hongxing Yang

2024Applied Energy109 citationsDOI

Topics & Concepts

InterpretabilityMachine learningEnsemble learningShapley valueMean squared errorArtificial intelligenceComputer scienceRobustness (evolution)Ensemble forecastingBoosting (machine learning)MathematicsStatisticsGame theoryGeneBiochemistryMathematical economicsChemistrySolar Radiation and PhotovoltaicsPhotovoltaic System Optimization TechniquesSolar Thermal and Photovoltaic Systems
An interpretable framework for modeling global solar radiation using tree-based ensemble machine learning and Shapley additive explanations methods | Litcius