Arid

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Spatial prediction of soil surface properties in an arid region using synthetic soil image and machine learning 期刊论文
发表期刊: GEOCARTO INTERNATIONAL. 出版年: 2021
作者:  Naimi, Salman;  Ayoubi, Shamsollah;  Dematte, Jose A. M.;  Zeraatpisheh, Mojtaba;  Amorim, Merilyn Taynara Accorsi;  Mello, Fellipe Alcantara de Oliveira
收藏  |  浏览/下载:37/0  |  提交时间:2021/11/29
Spatial prediction  environmental covariates  synthetic soil image (SySI)  Cubist  random forest  machine learning  
Combination of MIR spectroscopy and environmental covariates to predict soil organic carbon in a semi-arid region 期刊论文
发表期刊: CATENA. 出版年: 2021, 卷号: 196
作者:  Sabetizade, Marmar;  Gorji, Manouchehr;  Roudier, Pierre;  Zolfaghari, Ali Asghar;  Keshavarzi, Ali
收藏  |  浏览/下载:14/0  |  提交时间:2021/01/07
SOC  Soil spectroscopy  Remote sensing  DEM  Recursive feature elimination  Cubist  
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:25/0  |  提交时间:2020/05/22
Soil salinization  Sentinel-2 MSI  Landsat-8 OLI  Cubist  Remote sensing  Surface soil moisture  
集成土壤-环境关系与机器学习的干旱区土壤属性数字制图 期刊论文
发表期刊: 中国农业科学. 出版年: 2020, 卷号: 53, 期号: 3, 页码: 563-573
作者:  张振华;  丁建丽;  王敬哲;  葛翔宇;  王瑾杰;  田美玲;  赵启东
收藏  |  浏览/下载:7/0  |  提交时间:2021/01/08
soil property  environment covariates  digital soil mapping  machine learning  Gradient Boosting Decision Tree, GBDT  Random Forest, RF  Bagging Model  Cubist Model  
Estimating soil salinity from remote sensing and terrain data in southern Xinjiang Province, China 会议论文
会议名称: Pedometrics Conference. 会议地点: Wageningen, NETHERLANDS. 会议日期: JUN 26-JUL 01, 2017
作者:  Peng, Jie;  Biswas, Asim;  Jiang, Qingsong;  Zhao, Ruiying;  Hu, Jie;  Hu, Bifeng;  Shi, Zhou
收藏  |  浏览/下载:8/0  |  提交时间:2019/12/09
Soil salinization  Cubist  Partial least squares regression  Remote sensing  Digital soil mapping  
National digital soil map of organic matter in topsoil and its associated uncertainty in 1980's China 期刊论文
发表期刊: GEODERMA. 出版年: 2019, 卷号: 335, 页码: 47-56
作者:  Liang, Zongzheng;  Chen, Songchao;  Yang, Yuanyuan;  Zhao, Ruiying;  Shi, Zhou;  Rossel, Raphael A. Viscarra
收藏  |  浏览/下载:3/0  |  提交时间:2019/11/29
Soil organic matter  Spatial modeling  Cubist machine learning algorithm  Soil map  Uncertainty assessment  
Estimating soil salinity from remote sensing and terrain data in southern Xinjiang Province, China 会议论文
会议名称: Pedometrics Conference. 会议地点: Wageningen, NETHERLANDS. 会议日期: JUN 26-JUL 01, 2017
作者:  Peng, Jie;  Biswas, Asim;  Jiang, Qingsong;  Zhao, Ruiying;  Hu, Jie;  Hu, Bifeng;  Shi, Zhou
收藏  |  浏览/下载:6/0  |  提交时间:2019/12/09
Soil salinization  Cubist  Partial least squares regression  Remote sensing  Digital soil mapping  
Estimating soil salinity from remote sensing and terrain data in southern Xinjiang Province, China 期刊论文
发表期刊: GEODERMA. 出版年: 2019, 卷号: 337, 页码: 1309-1319
作者:  Peng, Jie;  Biswas, Asim;  Jiang, Qingsong;  Zhao, Ruiying;  Hu, Jie;  Hu, Bifeng;  Shi, Zhou
收藏  |  浏览/下载:22/0  |  提交时间:2019/11/29
Soil salinization  Cubist  Partial least squares regression  Remote sensing  Digital soil mapping  
渭库绿洲土壤盐渍化时空变化特征 期刊论文
发表期刊: 林业科学. 出版年: 2019, 卷号: 55, 期号: 9, 页码: 185-196
作者:  何宝忠;  丁建丽;  刘博华;  王敬哲
收藏  |  浏览/下载:6/0  |  提交时间:2020/05/22
MODIS  soil salinization  vegetation phenology  land surface parameters  Cubist regression model  MODIS  
Grassland canopy cover and aboveground biomass in Mongolia and Inner Mongolia: Spatiotemporal estimates and controlling factors 期刊论文
发表期刊: REMOTE SENSING OF ENVIRONMENT. 出版年: 2018, 卷号: 213, 页码: 34-48
作者:  John, Ranjeet;  Chen, Jiquan;  Giannico, Vincenzo;  Park, Hogeun;  Xiao, Jingfeng;  Shirkey, Gabriela;  Ouyang, Zutao;  Shao, Changliang;  Lafortezza, Raffaele;  Qi, Jiaguo
收藏  |  浏览/下载:9/0  |  提交时间:2019/11/29
Grasslands  Semiarid  MODIS  Cubist  Livestock density  Mongolian Plateau