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A Hybrid Approach of Combining Random Forest with Texture Analysis and VDVI for Desert Vegetation Mapping Based on UAV RGB Data 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2021, 卷号: 13, 期号: 10
作者:  Zhou, Huoyan;  Fu, Liyong;  Sharma, Ram P.;  Lei, Yuancai;  Guo, Jinping
收藏  |  浏览/下载：31/0  |  提交时间：2021/07/30
RF  Maximum likelihood classification  desertification  
Spatio-Temporal Analysis of Heavy Metals in Arid Soils at the Catchment Scale Using Digital Soil Assessment and a Random Forest Model 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2021, 卷号: 13, 期号: 9
作者:  Taghizadeh-Mehrjardi, Ruhollah;  Fathizad, Hassan;  Ali Hakimzadeh Ardakani, Mohammad;  Sodaiezadeh, Hamid;  Kerry, Ruth;  Heung, Brandon;  Scholten, Thomas
收藏  |  浏览/下载：4/0  |  提交时间：2021/07/30
digital soil mapping  machine learning  soil absorbable heavy metals  random forest  
Estimation of Soil Salt and Ion Contents Based on Hyperspectral Remote Sensing Data: A Case Study of Baidunzi Basin, China 期刊论文
发表期刊: WATER. 出版年: 2021, 卷号: 13, 期号: 4
作者:  Wang, Libing;  Zhang, Bo;  Shen, Qian;  Yao, Yue;  Zhang, Shengyin;  Wei, Huaidong;  Yao, Rongpeng;  Zhang, Yaowen
收藏  |  浏览/下载：16/0  |  提交时间：2021/07/30
soil salinization  remote sensing  numerical modelling  digital soil mapping  arid regions  
Improving the Management of a Semi-Arid Agricultural Ecosystem through Digital Mapping of Soil Properties: The Case of Salamanca (Spain) 期刊论文
发表期刊: AGRONOMY-BASEL. 出版年: 2021, 卷号: 11, 期号: 6
作者:  Criado, Marco;  Martinez-Grana, Antonio;  Santos-Frances, Fernando;  Merchan, Leticia
收藏  |  浏览/下载：22/0  |  提交时间：2021/11/29
agrarian ecosystem  GIS  geostatistics  kriging  soil mapping  
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  
Assessing gully erosion susceptibility using topographic derived attributes, multi-criteria decision-making, and machine learning classifiers 期刊论文
发表期刊: GEOMATICS NATURAL HAZARDS & RISK. 出版年: 2021, 卷号: 12, 期号: 1, 页码: 3035-3062
作者:  Al-Bawi, Ahmed J.;  Al-Abadi, Alaa M.;  Pradhan, Biswajeet;  Alamri, Abdullah M.
收藏  |  浏览/下载：14/0  |  提交时间：2021/11/29
Gully erosion  gullies  GIS  remote sensing  MCDM  TOPSIS  Iraq  
Ground Observations and Environmental Covariates Integration for Mapping of Soil Salinity: A Machine Learning-Based Approach 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2021, 卷号: 13, 期号: 23
作者:  Naimi, Salman;  Ayoubi, Shamsollah;  Zeraatpisheh, Mojtaba;  Dematte, Jose Alexandre Melo
收藏  |  浏览/下载：2/0  |  提交时间：2022/02/12
soil salinization  machine learning  remote and proximal sensing  Sentinel-2 MSI  SySI  soil health  
Land use/cover classification in an arid desert-oasis mosaic landscape of China using remote sensed imagery: Performance assessment of four machine learning algorithms 期刊论文
发表期刊: GLOBAL ECOLOGY AND CONSERVATION. 出版年: 2020, 卷号: 22
作者:  Ge, Genbatu;  Shi, Zhongjie;  Zhu, Yuanjun;  Yang, Xiaohui;  Hao, Yuguang
收藏  |  浏览/下载：11/0  |  提交时间：2020/07/01
Land use/cover change  Machine learning algorithms  Arid area  Desert-oasis mosaic landscape  
Integrating Remote Sensing and Landscape Characteristics to Estimate Soil Salinity Using Machine Learning Methods: A Case Study from Southern Xinjiang, China 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2020, 卷号: 12, 期号: 24
作者:  Wang, Nan;  Xue, Jie;  Peng, Jie;  Biswas, Asim;  He, Yong;  Shi, Zhou
收藏  |  浏览/下载：5/0  |  提交时间：2021/07/30
soil salinity  remote sensing  machine learning  predictive mapping  
REMOTE SENSING TECHNIQUES TO IDENTIFY AND CHARACTERIZE FORAGE COMMUNITIES IN A LIVESTOCK SYSTEM IN THE HYPER-ARID DESERT OF SAN JUAN (ARGENTINA) 期刊论文
发表期刊: BOLETIN DE LA SOCIEDAD ARGENTINA DE BOTANICA. 出版年: 2020, 卷号: 55, 期号: 4, 页码: 619-630
作者:  Tapia, Raul E.;  Carmona Crocco, Julieta;  Martinelli, Mariana
收藏  |  浏览/下载：1/0  |  提交时间：2021/07/30
Vegetation cover  natural grassland  remote sensing  drylands