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Spatial prediction of soil surface properties in an arid region using synthetic soil image and machine learning 期刊论文
发表期刊: GEOCARTO INTERNATIONAL. 出版年: 2021
作者:  Naimi, Salman;  Ayoubi, Shamsollah;  Dematte, Jose A. M.;  Zeraatpisheh, Mojtaba;  Amorim, Merilyn Taynara Accorsi;  Mello, Fellipe Alcantara de Oliveira
收藏  |  浏览/下载：37/0  |  提交时间：2021/11/29
Spatial prediction  environmental covariates  synthetic soil image (SySI)  Cubist  random forest  machine learning  
A hybrid framework for forecasting monthly reservoir inflow based on machine learning techniques with dynamic climate forecasts, satellite-based data, and climate phenomenon information 期刊论文
发表期刊: STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT. 出版年: 2021
作者:  Tian, Di;  He, Xiaogang;  Srivastava, Puneet;  Kalin, Latif
收藏  |  浏览/下载：23/0  |  提交时间：2021/11/29
Reservoir inflow forecast  Machine learning  Dynamic climate forecast  Climate indices  Satellite-based soil moisture and evaporation  Multi-model ensemble  
Spatial modelling of soil salinity: deep or shallow learning models? 期刊论文
发表期刊: ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH. 出版年: 2021
作者:  Mohammadifar, Aliakbar;  Gholami, Hamid;  Golzari, Shahram;  Collins, Adrian L.
收藏  |  浏览/下载：30/0  |  提交时间：2021/07/30
Deep learning models  Shallow machine learning models  Soil salinity spatial maps  Deep convolutional neural networks  
High-resolution prediction of the spatial distribution of PM2.5 concentrations in China using a long short-term memory model 期刊论文
发表期刊: JOURNAL OF CLEANER PRODUCTION. 出版年: 2021, 卷号: 297
作者:  Wang, Zhige;  Zhou, Yue;  Zhao, Ruiying;  Wang, Nan;  Biswas, Asim;  Shi, Zhou
收藏  |  浏览/下载：18/0  |  提交时间：2021/07/30
PM2.5 prediction  AOD  LSTM  Time series data modeling  
Comparison of multi-criteria and artificial intelligence models for land-subsidence susceptibility zonation 期刊论文
发表期刊: JOURNAL OF ENVIRONMENTAL MANAGEMENT. 出版年: 2021, 卷号: 284
作者:  Arabameri, Alireza;  Pal, Subodh Chandra;  Rezaie, Fatemeh;  Chakrabortty, Rabin;  Chowdhuri, Indrajit;  Blaschke, Thomas;  Ngo, Phuong Thao Thi
收藏  |  浏览/下载：14/0  |  提交时间：2021/07/30
Land subsidence  Artificial intelligence  Iran  
Evaluation of machine learning models for predicting the temporal variations of dust storm index in arid regions of Iran 期刊论文
发表期刊: ATMOSPHERIC POLLUTION RESEARCH. 出版年: 2021, 卷号: 12, 期号: 1, 页码: 134-147
作者:  Ebrahimi-Khusfi, Zohre;  Taghizadeh-Mehrjardi, Ruhollah;  Mirakbari, Maryam
收藏  |  浏览/下载：3/0  |  提交时间：2021/07/30
Machine learning  Remote sensing data  Climatic parameters  Dust emissions  Dry lands  Iran  
Combination of MIR spectroscopy and environmental covariates to predict soil organic carbon in a semi-arid region 期刊论文
发表期刊: CATENA. 出版年: 2021, 卷号: 196
作者:  Sabetizade, Marmar;  Gorji, Manouchehr;  Roudier, Pierre;  Zolfaghari, Ali Asghar;  Keshavarzi, Ali
收藏  |  浏览/下载：15/0  |  提交时间：2021/01/07
SOC  Soil spectroscopy  Remote sensing  DEM  Recursive feature elimination  Cubist  
Using environmental variables and Fourier Transform Infrared Spectroscopy to predict soil organic carbon 期刊论文
发表期刊: CATENA. 出版年: 2021, 卷号: 202
作者:  Goydaragh, Maryam Ghebleh;  Taghizadeh-Mehrjardi, Ruhollah;  Jafarzadeh, Ali Asghar;  Triantafilis, John;  Lado, Marcos
收藏  |  浏览/下载：8/0  |  提交时间：2021/11/29
Aridisols  Digital soil mapping  Hybrid models  Machine-learning  Mid-IR spectral data  
Digital Mapping of Soil Organic Carbon Using Sentinel Series Data: A Case Study of the Ebinur Lake Watershed in Xinjiang 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2021, 卷号: 13, 期号: 4
作者:  Li, Xiaohang;  Ding, Jianli;  Liu, Jie;  Ge, Xiangyu;  Zhang, Junyong
收藏  |  浏览/下载：30/0  |  提交时间：2021/07/30
machine learning  Sentinel-1A  Sentinel-2A  Sentinel-3A  soil organic carbon  digital soil mapping  
Determining Actual Evapotranspiration Based on Machine Learning and Sinusoidal Approaches Applied to Thermal High-Resolution Remote Sensing Imagery in a Semi-Arid Ecosystem 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2021, 卷号: 13, 期号: 20
作者:  Reyes Rojas, Luis A.;  Moletto-Lobos, Italo;  Corradini, Fabio;  Mattar, Cristian;  Fuster, Rodrigo;  Escobar-Avaria, Cristian
收藏  |  浏览/下载：3/0  |  提交时间：2021/11/29
evapotranspiration  surface temperature  semi-arid ecosystems  remote sensing  Landsat-8  Sentinel-2  NDVI