FLUXCOM-X daily evapotranspiration on global 0.25 degree grid for 2021
收藏meta.icos-cp.eu2023-06-16 更新2025-01-15 收录
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X-BASE ET (Evapotranspiration) is based on the FLUXCOM-X framework which trains machine learning models on in-situ eddy covariance data and uses them to produce this global product. The X-BASE experiment is a basic configuration to serve as a baseline for the FLUXCOM-X framework and includes as predictors the core meteorlogical data, plant functional type classification as well as MODIS based vegitation indicies and land surface temperature. XGBoost was used as the machine learning algorithm.
Gans, F., Duveiller, G., Hamdi, Z., Jung, M., Kraft, B., Nelson, J., Walther, S., Weber, U., Zhang, W. (2023). FLUXCOM-X daily evapotranspiration on global 0.25 degree grid for 2021, Miscellaneous, https://hdl.handle.net/11676/Lgo4_ydQJdkAy_P7C1jNiqHt
X-BASE ET(蒸散量)数据集基于FLUXCOM-X框架构建,该框架通过对原位涡度协方差数据进行机器学习模型训练,并利用这些模型生成全球产品。X-BASE实验是一个基本配置,旨在作为FLUXCOM-X框架的基准,其中包含核心气象数据、植物功能型分类以及基于MODIS的植被指数和地表温度作为预测因子。本数据集采用XGBoost算法作为机器学习模型。
Gans, F., Duveiller, G., Hamdi, Z., Jung, M., Kraft, B., Nelson, J., Walther, S., Weber, U., Zhang, W. (2023). FLUXCOM-X每日蒸散量在全球0.25度网格上的2021年数据,杂项,https://hdl.handle.net/11676/Lgo4_ydQJdkAy_P7C1jNiqHt
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