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Flood susceptibility mapping in an arid region of Pakistan through ensemble machine learning model 期刊论文
发表期刊: STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT. 出版年: 2022
作者:  Yaseen, Andaleeb;  Lu, Jianzhong;  Chen, Xiaoling
收藏  |  浏览/下载：12/0  |  提交时间：2022/03/17
Flash flood  Logistic regression  Support vector machine  Multi-layer perceptron  Ensemble classifier  
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  
Prediction of soil hydraulic properties using VIS-NIR spectral data in semi-arid region of Northern Karnataka Plateau 期刊论文
发表期刊: GEODERMA REGIONAL. 出版年: 2022, 卷号: 28
作者:  Dharumarajan, S.;  Lalitha, M.;  Gomez, C.;  Vasundhara, R.;  Kalaiselvi, B.;  Hegde, Rajendra
收藏  |  浏览/下载：33/0  |  提交时间：2022/03/17
Hydraulic properties  Field capacity  Permanent wilting point  Vis-NIR spectroscopy  Random forest model  Alfisols  Vertisols  
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  
Predicting wind erosion rate using portable wind tunnel combined with machine learning algorithms in calcareous soils, southern Iran 期刊论文
发表期刊: JOURNAL OF ENVIRONMENTAL MANAGEMENT. 出版年: 2022, 卷号: 304
作者:  Mina, Monireh;  Rezaei, Mahrooz;  Sameni, Abdolmajid;  Ostovari, Yaser;  Ritsema, Coen
收藏  |  浏览/下载：23/0  |  提交时间：2022/03/17
Decision tree  Dust emission  Genetic algorithm  Land degradation  
Inversion of Soil Salinity Using Multisource Remote Sensing Data and Particle Swarm Machine Learning Models in Keriya Oasis, Northwestern China 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2022, 卷号: 14, 期号: 3
作者:  Wei, Qinyu;  Nurmemet, Ilyas;  Gao, Minhua;  Xie, Boqiang
收藏  |  浏览/下载：22/0  |  提交时间：2022/03/17
soil salinization  particle swarm optimization  support vector regression  back-propagation neural network  PALSAR  
Prediction of missing temperature data using different machine learning methods 期刊论文
发表期刊: ARABIAN JOURNAL OF GEOSCIENCES. 出版年: 2022, 卷号: 15, 期号: 1
作者:  Katipoglu, Okan Mert
收藏  |  浏览/下载：28/0  |  提交时间：2022/02/12
Temperature  Missing data  Support vector machines (SVM)  Decision tree (DT)  Adaptive neuro-fuzzy inference system (ANFIS)  
Improving the spatial prediction of soil organic carbon using environmental covariates selection: A comparison of a group of environmental covariates 期刊论文
发表期刊: CATENA. 出版年: 2022, 卷号: 208
作者:  Zeraatpisheh, Mojtaba;  Garosi, Younes;  Owliaie, Hamid Reza;  Ayoubi, Shamsollah;  Taghizadeh-Mehrjardi, Ruhollah;  Scholten, Thomas;  Xu, Ming
收藏  |  浏览/下载：14/0  |  提交时间：2021/11/19
Soil organic carbon  Spatial prediction  Environmental covariates  Time-series vegetation indices  Machine learning  Uncertainty  
Evaluating the downscaling uncertainty of hydrometeorological data in snowmelt runoff simulation 期刊论文
发表期刊: STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT. 出版年: 2021
作者:  Hu, Haoxin;  Zeng, Xiankui;  Cai, Xing;  Gui, Dongwei;  Wu, Jichun;  Wang, Dong
收藏  |  浏览/下载：25/0  |  提交时间：2022/02/12
Downscaling  Snowmelt runoff model  Bayesian stacking  Uncertainty