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Regional suitability prediction of soil salinization based on remote-sensing derivatives and optimal spectral index 期刊论文
发表期刊: SCIENCE OF THE TOTAL ENVIRONMENT. 出版年: 2021, 卷号: 775
作者:  Wang, Zheng;  Zhang, Fei;  Zhang, Xianlong;  Chan, Ngai Weng;  Kung, Hsiang-te;  Ariken, Muhadaisi;  Zhou, Xiaohong;  Wang, Yishan
收藏  |  浏览/下载：15/0  |  提交时间：2021/07/30
Gray correlation analysis  Landsat-8 OLI  Optimal spectral indices  Sentinel-2A MSI  Soil salinization  
Digital Mapping of Soil Organic Carbon Using Sentinel Series Data: A Case Study of the Ebinur Lake Watershed in Xinjiang 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2021, 卷号: 13, 期号: 4
作者:  Li, Xiaohang;  Ding, Jianli;  Liu, Jie;  Ge, Xiangyu;  Zhang, Junyong
收藏  |  浏览/下载：28/0  |  提交时间：2021/07/30
machine learning  Sentinel-1A  Sentinel-2A  Sentinel-3A  soil organic carbon  digital soil mapping  
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  
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
Machine learning method for quick identification of water quality index (WQI) based on Sentinel-2 MSI data: Ebinur Lake case study 期刊论文
发表期刊: WATER SUPPLY. 出版年: 2021, 卷号: 21, 期号: 3, 页码: 1291-1312
作者:  Li, Xiaohang;  Ding, Jianli;  Ilyas, Nurmemet
收藏  |  浏览/下载：27/0  |  提交时间：2021/07/30
machine learning  remote sensing reflectance  Sentinel-2 MSI  water quality index (WQI)  water quality parameter (WQP)  
Soil salinity inversion based on novel spectral index 期刊论文
发表期刊: ENVIRONMENTAL EARTH SCIENCES. 出版年: 2021, 卷号: 80, 期号: 16
作者:  Zhou, Xiaohong;  Zhang, Fei;  Liu, Changjiang;  Kung, Hsiang-te;  Johnson, Verner Carl
收藏  |  浏览/下载：2/0  |  提交时间：2021/11/19
Machine learning algorithm  Sentinel-2A  Spectral indices  
Ensemble machine-learning-based framework for estimating total nitrogen concentration in water using drone-borne hyperspectral imagery of emergent plants: A case study in an arid oasis, NW China 期刊论文
发表期刊: ENVIRONMENTAL POLLUTION. 出版年: 2020, 卷号: 266
作者:  Wang, Jingzhe;  Shi, Tiezhu;  Yu, Danlin;  Teng, Dexiong;  Ge, Xiangyu;  Zhang, Zipeng;  Yang, Xiaodong;  Wang, Hanxi;  Wu, Guofeng
收藏  |  浏览/下载：20/0  |  提交时间：2021/01/07
Water resources  Remote sensing  Total nitrogen  Hyperspectral imagery  Machine learning  Bootstrap  
Estimation of soil salt content using machine learning techniques based on remote-sensing fractional derivatives, a case study in the Ebinur Lake Wetland National Nature Reserve, Northwest China 期刊论文
发表期刊: ECOLOGICAL INDICATORS. 出版年: 2020, 卷号: 119
作者:  Wang, Zheng;  Zhang, Xianlong;  Zhang, Fei;  Ngai Weng Chan;  Kung, Hsiang-te;  Liu, Suhong;  Deng, Laifei
收藏  |  浏览/下载：11/0  |  提交时间：2021/01/07
Remote sensing  Particle swarm optimization  Support vector machine (SVM)  Fractional derivative  Soil salt content  Hyperspectral index  
Coupled Machine Learning and Unmanned Aerial Vehicle Based Hyperspectral Data for Soil moisture Content Estimation 期刊论文
发表期刊: LASER & OPTOELECTRONICS PROGRESS. 出版年: 2020, 卷号: 57, 期号: 9
作者:  Tian Meiling;  Ge Xiangyu;  Ding Jianli;  Wang Jingzhe;  Zhang Zhenhua
收藏  |  浏览/下载：7/0  |  提交时间：2021/01/08
soil moisture content  unmanned aerial vehicle  hyperspectral data  machine learning  geographical weighted regression model  
Combination of Fractional Order Differential and Machine Learning Algorithm for Spectral Estimation of Soil Organic Carbon Content 期刊论文
发表期刊: LASER & OPTOELECTRONICS PROGRESS. 出版年: 2020, 卷号: 57, 期号: 15
作者:  Zhao Qidong;  Ge Xiangyu;  Ding Jianli;  Wang Jingzhe;  Zhang Zhenhua;  Tian Meiling
收藏  |  浏览/下载：6/0  |  提交时间：2021/01/08
spectroscopy  soil organic carbon  visible-near infrared spectroscopy  machine learning  fractional order differential