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Spatial variability of soil quality within management zones: Homogeneity and purity of delineated zones 期刊论文
发表期刊: CATENA. 出版年: 2022, 卷号: 209
作者:  Zeraatpisheh, Mojtaba;  Bottega, Eduardo Leonel;  Bakhshandeh, Esmaeil;  Owliaie, Hamid Reza;  Taghizadeh-Mehrjardi, Ruhollah;  Kerry, Ruth;  Scholten, Thomas;  Xu, Ming
收藏  |  浏览/下载：16/0  |  提交时间：2022/02/12
Soil properties  Random forest  Machine learning  Arid and semiarid regions  Statistical analysis  Geostatistics  
Application of ensemble machine learning model in downscaling and projecting climate variables over different climate regions in Iran 期刊论文
发表期刊: ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH. 出版年: 2022
作者:  Asadollah, Seyed Babak Haji Seyed;  Sharafati, Ahmad;  Shahid, Shamsuddin
收藏  |  浏览/下载：13/0  |  提交时间：2021/11/19
Global climate model  Shared socioeconomic pathways scenarios  Gradient Boosting Regression Tree  Climate downscaling  Climate change projections  
Machine learning-based modeling of saturated hydraulic conductivity in soils of tropical semi-arid zone of India 期刊论文
发表期刊: SADHANA-ACADEMY PROCEEDINGS IN ENGINEERING SCIENCES. 出版年: 2022, 卷号: 47, 期号: 1
作者:  More, Satish Bhaurao;  Deka, Paresh Chandra;  Patil, Amit Prakash;  Naganna, Sujay Raghavendra
收藏  |  浏览/下载：29/0  |  提交时间：2022/03/17
Saturated hydraulic conductivity  Guelph permeameter  ELM  SVM  ANFIS  
Using remote sensing data for geological mapping in semi-arid environment: a machine learning approach 期刊论文
发表期刊: EARTH SCIENCE INFORMATICS. 出版年: 2022, 卷号: 15, 期号: 1, 页码: 485-496
作者:  El Alaoui El Fels, Abdelhafid;  El Ghorfi, Mustapha
收藏  |  浏览/下载：11/0  |  提交时间：2022/03/17
Aster imagery  Lithological classification  Machine learning  Semi-arid  
Assessing the performance of machine learning algorithms for soil salinity mapping in Google Earth Engine platform using Sentinel-2A and Landsat-8 OLI data 期刊论文
发表期刊: ADVANCES IN SPACE RESEARCH. 出版年: 2022, 卷号: 69, 期号: 2
作者:  Aksoy, Samet;  Yildirim, Aylin;  Gorji, Taha;  Hamzehpour, Nikou;  Tanik, Aysegul;  Sertel, Elif
收藏  |  浏览/下载：28/0  |  提交时间：2022/03/17
Soil salinity  Electrical conductivity  Machine learning  Cross-validation  Google Earth Engine  
Leveraging Google Earth Engine platform to characterize and map small seasonal wetlands in the semi-arid environments of South Africa 期刊论文
发表期刊: SCIENCE OF THE TOTAL ENVIRONMENT. 出版年: 2022, 卷号: 803
作者:  Gxokwe, Siyamthanda;  Dube, Timothy;  Mazvimavi, Dominic
收藏  |  浏览/下载：14/0  |  提交时间：2021/11/19
Limpopo River Basin  Object-based classification  Machine learning algorithm  Wetland mapping  Wetland condition  
Leaf Area Index Estimation of Pergola-Trained Vineyards in Arid Regions Based on UAV RGB and Multispectral Data Using Machine Learning Methods 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2022, 卷号: 14, 期号: 2
作者:  Ilniyaz, Osman;  Kurban, Alishir;  Du, Qingyun
收藏  |  浏览/下载：14/0  |  提交时间：2022/03/17
leaf area index (LAI)  light extinction coefficient  unmanned aerial vehicles (UAV)  multispectral data  RGB data  machine learning  pergola-trained vineyards  
Assessment of the impact of dust aerosols on crop and water loss in the Great Salt Desert in Iran 期刊论文
发表期刊: COMPUTERS AND ELECTRONICS IN AGRICULTURE. 出版年: 2022, 卷号: 192
作者:  Boroughani, Mahdi;  Mohammadi, Maziar;  Mirchooli, Fahimeh;  Fiedler, Stephanie
收藏  |  浏览/下载：12/0  |  提交时间：2022/03/17
Crop loss  Dust susceptibility  Geographically weighted regression  Remote sensing  Water footprint  
DEM resolution effects on machine learning performance for flood probability mapping 期刊论文
发表期刊: JOURNAL OF HYDRO-ENVIRONMENT RESEARCH. 出版年: 2022, 卷号: 40
作者:  Avand, Mohammadtaghi;  Kuriqi, Alban;  Khazaei, Majid;  Ghorbanzadeh, Omid
收藏  |  浏览/下载：15/0  |  提交时间：2022/03/17
Heterogeneous data  Flood modelling  Random forest (RF)  Artificial neural network (ANN)  Generalized linear model (GLM)  
Adaptive estimation of multi-regional soil salinization using extreme gradient boosting with Bayesian TPE optimization 期刊论文
发表期刊: INTERNATIONAL JOURNAL OF REMOTE SENSING. 出版年: 2022, 卷号: 43, 期号: 3, 页码: 778-811
作者:  Chen, Baili;  Zheng, Hongwei;  Luo, Geping;  Chen, Chunbo;  Bao, Anming;  Liu, Tie;  Chen, Xi
收藏  |  浏览/下载：15/0  |  提交时间：2022/03/17
Soil salinization  multi-regions  XGBoost  TPE optimization  feature selection  hyper-parameter tuning