Modelling bioaccumulation of heavy metals in soil-crop ecosystems and identifying its controlling factors using machine learning

Bifeng Hu, Jie Xue, Yin Zhou, +6

Environmental Pollution

BiogeochemistryPrecision AgricultureEngineeringMachine LearningMetal Contamination +8

Integrating Remote Sensing and Landscape Characteristics to Estimate Soil Salinity Using Machine Learning Methods: A Case Study from Southern Xinjiang, China

Nan Wang, Jie Xue, Jie Peng, +3

Remote Sensing

Precision AgricultureEnvironmental MonitoringEngineeringLand UseLand Cover +15

Improving pedotransfer functions for predicting soil mineral associated organic carbon by ensemble machine learning

Yi Xiao, Jie Xue, Xianglin Zhang, +11

Geoderma

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

A framework for determining the total salt content of soil profiles using time-series Sentinel-2 images and a random forest-temporal convolution network

Nan Wang, Jie Peng, Jie Xue, +5

Geoderma

HydrogeologySoil PropertyPrecision AgricultureEnvironmental MonitoringEngineering +12

Fine-Resolution Mapping of Soil Total Nitrogen across China Based on Weighted Model Averaging

Yue Zhou, Jie Xue, Songchao Chen, +4

Remote Sensing

Precision AgricultureEnvironmental MonitoringEngineeringLand UseLand Degradation +19

Global Soil Salinity Estimation at 10 m Using Multi-Source Remote Sensing

Nan Wang, Songchao Chen, Jingyi Huang, +8

Journal of Remote Sensing

Environmental MonitoringEngineeringSoil SalinityResource ManagementLand Cover +14

Spectral fusion modeling for soil organic carbon by a parallel input-convolutional neural network

Yongsheng Hong, Songchao Chen, Bifeng Hu, +9

Geoderma

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