Improving model parsimony and accuracy by modified greedy feature selection in digital soil mapping

Xianglin Zhang, Songchao Chen, Jie Xue, +14

Geoderma

Precision AgricultureEnvironmental MonitoringEngineeringLand UseModel Parsimony +14

Non-linear memory-based learning for predicting soil properties using a regional vis-NIR spectral library

Zheng Wang, Songchao Chen, Rui Lu, +3

Geoderma

Precision AgricultureEnvironmental MonitoringMachine LearningEngineeringLand Use +17

Global Soil Salinity Prediction by Open Soil Vis-NIR Spectral Library

Yin Zhou, Songchao Chen, Bifeng Hu, +9

Remote Sensing

Soil CharacterizationSoil PropertyEnvironmental MonitoringEngineeringDrought +10

Quantifying the agreement and accuracy characteristics of four satellite-based LULC products for cropland classification in China

Jie Xue, Xianglin Zhang, Songchao Chen, +3

Journal of Integrative Agriculture

Digital Mapping of Soil Organic Carbon with Machine Learning in Dryland of Northeast and North Plain China

Xianglin Zhang, Jie Xue, Songchao Chen, +4

Remote Sensing

EngineeringMachine LearningLand UseSoil Organic MatterSoil Organic Carbon +17

Towards Optimal Variable Selection Methods for Soil Property Prediction Using a Regional Soil Vis-NIR Spectral Library

Xianglin Zhang, Jie Xue, Yi Xiao, +2

Remote Sensing

Precision AgricultureEnvironmental MonitoringEngineeringLand UseEarth Science +15

European topsoil bulk density and organic carbon stock database (0–20 cm) using machine-learning-based pedotransfer functions

Songchao Chen, Zhongxing Chen, Xianglin Zhang, +5

Earth system science data

Environmental MonitoringEngineeringLand UseMachine-learning-based Pedotransfer FunctionsSoil Organic Carbon +14

Fine-resolution mapping of cropland topsoil pH of Southern China and its environmental application

Bifeng Hu, Modian Xie, Zhou Shi, +8

Geoderma

Precision AgricultureEnvironmental MonitoringEngineeringLand UseLand Degradation +15

The validity domain of sensor fusion in sensing soil quality indicators

Jie Xue, Xianglin Zhang, Songchao Chen, +8

Geoderma

Estimating monthly surface ozone using multi-source satellite products in China based on Deep Forest model

Xueyao Chen, Zhige Wang, Yulin Shangguan, +6

Atmospheric Environment

Monthly Surface OzoneEnvironmental MonitoringEngineeringAir Pollution ClimatologyAtmospheric Science +8