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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：27/0  |  提交时间：2024/10/04
Enzymatic activities  Microbial soil function  PDP plots  Random forest  Remote sensing  Spatial modeling  Topographic attributes  
Digital Mapping of Vegetative Great Groups to Inform Management Strategies 期刊论文
发表期刊: RANGELAND ECOLOGY & MANAGEMENT. 出版年: 2024, 卷号: 94, 页码: 7-19
作者:  Phipps, Lucas;  Stringham, Tamzen K.
收藏  |  浏览/下载：29/0  |  提交时间：2024/10/04
adaptive management  arid land  ecological sites  gridded soil mapping  monitoring  random forest  rangeland  remote sensing  restoration  sagebrush biome  soil  soil mapping  vegetation mapping  
Estimating deep soil water depletion and availability under planted forest on the Loess Plateau, China 期刊论文
发表期刊: SCIENCE OF THE TOTAL ENVIRONMENT. 出版年: 2024, 卷号: 929
作者:  Li, Peng;  Li, Huijie;  Si, Bingcheng
收藏  |  浏览/下载：13/0  |  提交时间：2024/10/04
Deep soil water depletion  Forest age  Planted forest  Remote sensing  Afforestation  
Assessment of Soil Suitability Using Machine Learning in Arid and Semi-Arid Regions 期刊论文
发表期刊: AGRONOMY-BASEL. 出版年: 2023, 卷号: 13, 期号: 1
作者:  Ismaili, Maryem;  Krimissa, Samira;  Namous, Mustapha;  Htitiou, Abdelaziz;  Abdelrahman, Kamal;  Fnais, Mohammed S.;  Lhissou, Rachid;  Eloudi, Hasna;  Faouzi, Elhousna;  Benabdelouahab, Tarik
收藏  |  浏览/下载：22/0  |  提交时间：2024/09/29
precision agriculture  sentinel-2  random forest  XgbTree  digital soil mapping  remote sensing  agricultural management  
Mapping and Monitoring Spatio-Temporal Patterns of Rainfed Agriculture Lands of North Darfur State, Sudan, Using Earth Observation Data 期刊论文
发表期刊: LAND. 出版年: 2023, 卷号: 12, 期号: 2
作者:  Altoom, Mohammed B. B.;  Adam, Elhadi;  Ali, Khalid Adem
收藏  |  浏览/下载：14/0  |  提交时间：2024/09/29
remote sensing  Sudan  change detection  random forest classifier  land cover  
Determining the response of riparian vegetation and river morphology to drought using Google Earth Engine and machine learning 期刊论文
发表期刊: JOURNAL OF ARID ENVIRONMENTS. 出版年: 2023, 卷号: 219
作者:  Chaulagain, Smriti;  Stone, Mark C.;  Morrison, Ryan R.;  Yang, Liping;  Coonrod, Julie;  Villa, Noelani E.
收藏  |  浏览/下载：15/0  |  提交时间：2024/09/29
Riparian vegetation  River morphology  Remote sensing  Random forest  Rio Grande  Drought  
Application of advanced machine learning algorithms and geospatial techniques for groundwater potential zone mapping in Gambela Plain, Ethiopia 期刊论文
发表期刊: HYDROLOGY RESEARCH. 出版年: 2023, 卷号: 54, 期号: 10, 页码: 1246-1266
作者:  Seifu, Tesema Kebede;  Eshetu, Kidist Demessie;  Woldesenbet, Tekalegn Ayele;  Alemayehu, Taye;  Ayenew, Tenalem
收藏  |  浏览/下载：12/0  |  提交时间：2024/09/29
Gambela Plain  groundwater potential  machine learning  random forest  remote sensing  ROC  
Estimation of Root-Zone Soil Moisture in Semi-Arid Areas Based on Remotely Sensed Data 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2023, 卷号: 15, 期号: 8
作者:  Guo, Xiaomeng;  Fang, Xiuqin;  Zhu, Qiuan;  Jiang, Shanhu;  Tian, Jia;  Tian, Qingjiu;  Jin, Jiaxin
收藏  |  浏览/下载：16/0  |  提交时间：2024/09/29
surface soil moisture  root-zone soil moisture  remote sensing  SMAR  random forest  
Exploring Random Forest Machine Learning and Remote Sensing Data for Streamflow Prediction: An Alternative Approach to a Process-Based Hydrologic Modeling in a Snowmelt-Driven Watershed 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2023, 卷号: 15, 期号: 16
作者:  Islam, Khandaker Iftekharul;  Elias, Emile;  Carroll, Kenneth C.;  Brown, Christopher
收藏  |  浏览/下载：16/0  |  提交时间：2024/09/29
streamflow prediction  random forest machine learning  hydrologic modeling  water resource management  remote sensing data  climate change  
Land cover change detection in the Aralkum with multi-source satellite datasets 期刊论文
发表期刊: GISCIENCE & REMOTE SENSING. 出版年: 2022
作者:  Low, Fabian;  Dimov, Dimo;  Kenjabaev, Shavkat;  Zaitov, Sherzod;  Stulina, Galina;  Dukhovny, Viktor
收藏  |  浏览/下载：43/0  |  提交时间：2022/02/12
Aral sea  google earth engine  ground truth data  land cover  remote sensing  random forest