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Estimation of Soil Organic Matter in Arid Zones with Coupled Environmental Variables and Spectral Features 期刊论文
发表期刊: SENSORS. 出版年: 2022, 卷号: 22, 期号: 3
作者:  Wang, Zheng;  Ding, Jianli;  Zhang, Zipeng
收藏  |  浏览/下载：22/0  |  提交时间：2022/03/17
remote sensing  visible and near-infrared spectroscopy  soil organic matter  environmental variables  partial least squares regression  
Soil salinity prediction based on scale-dependent relationships with environmental variables by discrete wavelet transform in the Tarim Basin 期刊论文
发表期刊: CATENA. 出版年: 2021, 卷号: 196
作者:  Wei, Yang;  Ding, Jianli;  Yang, Shengtian;  Wang, Fei;  Wang, Chen
收藏  |  浏览/下载：21/0  |  提交时间：2021/01/07
Scale-dependent relationships  Soil salinity  Discrete wavelet transform  Tarim basin  
Comparisons of random forest and stochastic gradient treeboost algorithms for mapping soil electrical conductivity with multiple subsets using Landsat OLI and DEM/GIS-based data at a type oasis in Xinjiang, China 期刊论文
发表期刊: EUROPEAN JOURNAL OF REMOTE SENSING. 出版年: 2021, 卷号: 54, 期号: 1, 页码: 158-181
作者:  Wei, Yang;  Ding, Jianli;  Yang, Shengtian;  Yang, Xiaodong;  Wang, Fei
收藏  |  浏览/下载：12/0  |  提交时间：2021/07/30
Soil salinity  machine learning  arid regions  Landsat OLI  spatial heterogeneity  
Characterizing soil salinity at multiple depth using electromagnetic induction and remote sensing data with random forests: A case study in Tarim River Basin of southern Xinjiang, China 期刊论文
发表期刊: SCIENCE OF THE TOTAL ENVIRONMENT. 出版年: 2021, 卷号: 754
作者:  Wang, Fei;  Yang, Shengtian;  Wei, Yang;  Shi, Qian;  Ding, Jianli
收藏  |  浏览/下载：25/0  |  提交时间：2021/01/07
Soil salinity  Electromagnetic induction (EMI)  Digital soil mapping  Random forest  Harmonized World Soil Database  Tarim River Basin  
Soil salinization monitoring in the Werigan-Kuqa Oasis, China, based on a Three-Dimensional Feature Space Model with Machine Learning Algorithm. 期刊论文
发表期刊: REMOTE SENSING LETTERS. 出版年: 2021, 卷号: 12, 期号: 3, 页码: 269-277
作者:  Yao, Yuan;  Ding, Jianli;  Wang, Shuang
收藏  |  浏览/下载：23/0  |  提交时间：2021/03/08
Precipitation events determine the spatiotemporal distribution of playa surface salinity in arid regions: evidence from satellite data fused via the enhanced spatial and temporal adaptive reflectance fusion model 期刊论文
发表期刊: CATENA. 出版年: 2021, 卷号: 206
作者:  Han, Lijing;  Ding, Jianli;  Zhang, Junyong;  Chen, Panpan;  Wang, Jingzhe;  Wang, Yinghui;  Wang, Jinjie;  Ge, Xiangyu;  Zhang, Zipeng
收藏  |  浏览/下载：20/0  |  提交时间：2021/11/19
Enhanced spatial and temporal adaptive reflectance fusion model  Spatiotemporal fusion  Playa  Soil salinity  Precipitation  Google Earth Engine  
Using Apparent Electrical Conductivity as Indicator for Investigating Potential Spatial Variation of Soil Salinity across Seven Oases along Tarim River in Southern Xinjiang, China 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2020, 卷号: 12, 期号: 16
作者:  Ding, Jianli;  Yang, Shengtian;  Shi, Qian;  Wei, Yang;  Wang, Fei
收藏  |  浏览/下载：1/0  |  提交时间：2021/01/07
apparent soil electrical conductivity  random forest  Tarim river  digital soil mapping  oasis  
Multi-algorithm comparison for predicting soil salinity 期刊论文
发表期刊: GEODERMA. 出版年: 2020, 卷号: 365
作者:  Wang, Fei;  Shi, Zhou;  Biswas, Asim;  Yang, Shengtian;  Ding, Jianli
收藏  |  浏览/下载：21/0  |  提交时间：2020/05/22
Soil salinization  Predictive mapping  Environmental covariates  Algorithms  Random forest  
Machine learning-based detection of soil salinity in an arid desert region, Northwest China: A comparison between Landsat-8 OLI and Sentinel-2 MSI 期刊论文
发表期刊: SCIENCE OF THE TOTAL ENVIRONMENT. 出版年: 2020, 卷号: 707
作者:  Wang, Jingzhe;  Ding, Jianli;  Yu, Danlin;  Teng, Dexiong;  He, Bin;  Chen, Xiangyue;  Ge, Xiangyu;  Zhang, Zipeng;  Wang, Yi;  Yang, Xiaodong;  Shi, Tiezhu;  Su, Fenzhen
收藏  |  浏览/下载：24/0  |  提交时间：2020/05/22
Soil salinization  Sentinel-2 MSI  Landsat-8 OLI  Cubist  Remote sensing  Surface soil moisture  
AGA-SVR-based selection of feature subsets and optimization of parameter in regional soil salinization monitoring 期刊论文
发表期刊: INTERNATIONAL JOURNAL OF REMOTE SENSING. 出版年: 2020, 卷号: 41, 期号: 12, 页码: 4470-4495
作者:  Xu, Hongtao;  Chen, Chunbo;  Zheng, Hongwei;  Luo, Geping;  Yang, Liao;  Wang, Weisheng;  Wu, Shixin;  Ding, Jianli
收藏  |  浏览/下载：20/0  |  提交时间：2020/07/01