A 1 km daily soil moisture dataset over China using in situ measurement and machine learning

Qingliang Li, Gaosong Shi, Wei Shangguan, +10

Earth system science data

Precision AgricultureEnvironmental MonitoringMachine LearningEngineeringLand Cover +15

How Interpretable Machine Learning Can Benefit Process Understanding in the Geosciences

Shijie Jiang, Lily‐belle Sweet, Georgios Blougouras, +8

Earth s Future

Artificial IntelligenceEngineeringMachine LearningMachine Learning ToolLanguage Processing +17

Assessment of Agricultural Drought Using Soil Water Deficit Index Based on ERA5-Land Soil Moisture Data in Four Southern Provinces of China

Ruqing Zhang, Lu Li, Ye Zhang, +6

Agriculture

Precision AgricultureAgricultural DroughtEngineeringLand UseAgricultural Economics +18

A China dataset of soil properties for land surface modelling (version 2, CSDLv2)

Gaosong Shi, Wenye Sun, Wei Shangguan, +10

Earth system science data

Environmental MonitoringEngineeringLand UseEarth ScienceSocial Sciences +15

A Spatial Downscaling Method for Remote Sensing Soil Moisture Based on Random Forest Considering Soil Moisture Memory and Mass Conservation

Taoning Mao, Wei Shangguan, Qingliang Li, +6

Remote Sensing

Spatial Downscaling MethodPrecision AgricultureEnvironmental MonitoringEngineeringLand Use +17

Towards interpreting machine learning models for predicting soil moisture droughts

Feini Huang, Yongkun Zhang, Ye Zhang, +4

Environmental Research Letters

Artificial IntelligencePrecision AgricultureEngineeringMachine LearningDrought Resilience +17

Interpreting Conv-LSTM for Spatio-Temporal Soil Moisture Prediction in China

Feini Huang, Yongkun Zhang, Ye Zhang, +4

Agriculture

HydrometeorologyConvolutional Neural NetworkEngineeringMachine LearningConv-lstm Models +12

A 1 km Global Carbon Flux Dataset Using In Situ Measurements and Deep Learning

Wei Shangguan, Zili Xiong, Vahid Nourani, +7

Forests

Earth ObservationConvolutional Neural NetworkPrecision AgricultureSitu MeasurementsEngineering +15

Assessment of Agricultural Drought Based on Reanalysis Soil Moisture in Southern China

Wei Shangguan, Ruqing Zhang, Lu Li, +5

Land

Precision AgricultureAgricultural DroughtEngineeringLand UseAgricultural Economics +20

Beyond prediction: An integrated post-hoc approach to interpret complex model in hydrometeorology

Feini Huang, Wei Shangguan, Qingliang Li, +2

Environmental Modelling & Software