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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  
Prediction of S12-MKII rainfall simulator experimental runoff data sets using hybrid PSR-SVM-FFA approaches 期刊论文
发表期刊: JOURNAL OF WATER AND CLIMATE CHANGE. 出版年: 2022
作者:  Samantaray, Sandeep;  Ghose, Dillip Kumar
收藏  |  浏览/下载：12/0  |  提交时间：2021/11/29
PSR-SVM-FFA  rainfall simulator  runoff  SVM  SVM-FFA  
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  
A Global Meta-Analysis of Soil Salinity Prediction Integrating Satellite Remote Sensing, Soil Sampling, and Machine Learning 期刊论文
发表期刊: IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING. 出版年: 2022
作者:  Shi, Haiyang;  Hellwich, Olaf;  Luo, Geping;  Chen, Chunbo;  He, Huili;  Ochege, Friday Uchenna;  Van de Voorde, Tim;  Kurban, Alishir;  de Maeyer, Philippe
收藏  |  浏览/下载：15/0  |  提交时间：2022/02/12
Salinity (geophysical)  Soil  Vegetation mapping  Satellites  Predictive models  Data models  Geography  Hyperspectral  machine learning  multispectral  remote sensing  satellite  soil salinity  
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：28/0  |  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  
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：32/0  |  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：27/0  |  提交时间：2022/03/17
Soil salinity  Electrical conductivity  Machine learning  Cross-validation  Google Earth Engine  
Random forest and naive Bayes approaches as tools for flash flood hazard susceptibility prediction, South Ras El-Zait, Gulf of Suez Coast, Egypt 期刊论文
发表期刊: ARABIAN JOURNAL OF GEOSCIENCES. 出版年: 2022, 卷号: 15, 期号: 3
作者:  Abu El-Magd, Sherif Ahmed
收藏  |  浏览/下载：47/0  |  提交时间：2022/03/17
Machine learning  Flash flood model  Naive Bayes  Random forest  Wadi El-Dib  Egypt  
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