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Digital soil mapping for soil types using machine learning approaches at the landscape scale in the arid regions of Iran 期刊论文
发表期刊: ADVANCES IN SPACE RESEARCH. 出版年: 2024, 卷号: 74, 期号: 1, 页码: 1-16
作者:  Manteghi, Shaho;  Moravej, Kamran;  Mousavi, Seyed Roohollah;  Delavar, Mohammad Amir;  Mastinu, Andrea
收藏  |  浏览/下载:53/0  |  提交时间:2024/10/04
Alluvial landform  Arid landscape  Boosted regression tree  Environmental covariates  Random forest  
Improved soil carbon stock spatial prediction in a Mediterranean soil erosion site through robust machine learning techniques 期刊论文
发表期刊: ENVIRONMENTAL MONITORING AND ASSESSMENT. 出版年: 2024, 卷号: 196, 期号: 2
作者:  Mosaid, Hassan;  Barakat, Ahmed;  John, Kingsley;  Faouzi, Elhousna;  Bustillo, Vincent;  El Garnaoui, Mohamed;  Heung, Brandon
收藏  |  浏览/下载:35/0  |  提交时间:2024/10/04
Carbon sequestration  Digital soil mapping  Predictive modeling  Soil erosion  Srou River  
Tree-based algorithms for spatial modeling of soil particle distribution in arid and semi-arid region 期刊论文
发表期刊: ENVIRONMENTAL MONITORING AND ASSESSMENT. 出版年: 2024, 卷号: 196, 期号: 3
作者:  Abakay, Osman;  Kilic, Mirac;  Gunal, Hikmet;  Kilic, Orhan Mete
收藏  |  浏览/下载:42/0  |  提交时间:2024/10/04
Digital soil mapping  Sand  Clay  Silt  Remote sensing  Particle size distribution  Model  Data mining  
Exploring the driving forces and digital mapping of soil biological properties in semi-arid regions 期刊论文
发表期刊: COMPUTERS AND ELECTRONICS IN AGRICULTURE. 出版年: 2024, 卷号: 220
作者:  Esmaeilizad, Ashraf;  Shokri, Rasoul;  Davatgar, Naser;  Dolatabad, Hossein Kari
收藏  |  浏览/下载:34/0  |  提交时间:2024/10/04
Enzymatic activities  Microbial soil function  PDP plots  Random forest  Remote sensing  Spatial modeling  Topographic attributes  
Spatial variability of some heavy metals in arid harrats soils: Combining machine learning algorithms and synthetic indexes based-multitemporal Landsat 8/9 to establish background levels 期刊论文
发表期刊: CATENA. 出版年: 2024, 卷号: 234
作者:  Sulieman, Magboul M.;  Kaya, Fuat;  Keshavarzi, Ali;  Hussein, Abdullahi M.;  Al-Farraj, Abdullah S.;  Brevik, Eric C.
收藏  |  浏览/下载:47/0  |  提交时间:2024/10/04
Digital soil mapping  Environmental covariates  Geogenic origin  Harmful metals  Multivariate statistical analysis  
Estimating soil organic carbon content of multiple soil horizons in the middle and upper reaches of the Heihe River Basin 期刊论文
发表期刊: CATENA. 出版年: 2024, 卷号: 234
作者:  Wei, Lifei;  Tian, Shuang;  Lu, Qikai;  Zhong, Yanfei;  Zheng, Yongqi;  Lu, Yujie;  Xiao, Zhiwei
收藏  |  浏览/下载:42/0  |  提交时间:2024/10/04
Soil organic carbon  Soil horizon  Digital soil mapping  Machine learning  Heihe River Basin  
Prediction of soil organic matter using Landsat 8 data and machine learning algorithms in typical karst cropland in China 期刊论文
发表期刊: EUROPEAN JOURNAL OF AGRONOMY. 出版年: 2024, 卷号: 160
作者:  Chang, Naijie;  Chen, Di
收藏  |  浏览/下载:29/0  |  提交时间:2024/10/04
Digital soil mapping  Soil organic matter  Machine learning  Landsat 8  Karst cropland  
Spatial prediction of lime requirements by adjusting aluminium saturation in Sub-Saharan Africa croplands 期刊论文
发表期刊: SCIENCE OF THE TOTAL ENVIRONMENT. 出版年: 2024, 卷号: 908
作者:  Uwiragiye, Yves;  Ngaba, Mbezele Junior Yannick;  Yang, Mingxia;  Elrys, Ahmed S.;  Chen, Zhujun;  Cheng, Yi;  Zhou, Jianbin
收藏  |  浏览/下载:20/0  |  提交时间:2024/10/04
Aluminium saturation  Digital soil mapping  Lime requirement  
Remote sensing-based prediction of organic carbon in agricultural and natural soils influenced by salt and sand mining using machine learning 期刊论文
发表期刊: JOURNAL OF ENVIRONMENTAL MANAGEMENT. 出版年: 2024, 卷号: 352
作者:  Zhang, Tianqi;  Li, Ye;  Wang, Mingyou
收藏  |  浏览/下载:28/0  |  提交时间:2024/10/04
Agriculture soils  Mining activities  Natural soils  Topography  Remote sensing  
Soil salinity estimation based on machine learning using the GF-3 radar and Landsat-8 data in the Keriya Oasis, Southern Xinjiang, China 期刊论文
发表期刊: PLANT AND SOIL. 出版年: 2024, 卷号: 498, 期号: 1-2, 页码: 451-469
作者:  Xiao, Sentian;  Nurmemet, Ilyas;  Zhao, Jing
收藏  |  浏览/下载:31/0  |  提交时间:2024/10/04
Soil salinization estimation  GF-3 data  Random forest model  Polarization decomposition  Multi-source data prediction