Litcius/Paper detail

High-resolution urban LST downscaling via machine learning and SHAP: A case study in a rapidly urbanizing semi-arid region

Amir Tahooni, A.A. Kakroodi, Majid Kiavarz, Hossein Mansourian

2025Sustainable Cities and Society20 citationsDOI

Topics & Concepts

DownscalingMachine learningEnvironmental scienceSupport vector machineUrban heat islandGradient boostingMeteorologyArtificial intelligenceGlobal warmingComputer scienceClimatologyHyperparameterRegressionData assimilationRegression analysisLinear regressionRandom forestFeature (linguistics)Climate changeMean squared errorBoosting (machine learning)Hyperparameter optimizationRemote sensingUrban climateClimate modelNormalized Difference Vegetation IndexAtmospheric sciencesCross-validationUrban Heat Island MitigationRemote Sensing and Land UseLand Use and Ecosystem Services