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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：27/0  |  提交时间：2021/07/30
Deep learning models  Shallow machine learning models  Soil salinity spatial maps  Deep convolutional neural networks  
State changes: insights from the US Long Term Ecological Research Network 期刊论文
发表期刊: ECOSPHERE. 出版年: 2021, 卷号: 12, 期号: 5
作者:  Zinnert, Julie C.;  Nippert, Jesse B.;  Rudgers, Jennifer A.;  Pennings, Steven C.;  Gonzalez, Grizelle;  Alber, Merryl;  Baer, Sara G.;  Blair, John M.;  Burd, Adrian;  Collins, Scott L.;  Craft, Christopher;  Di Iorio, Daniela;  Dodds, Walter K.;  Groffman, Peter M.;  Herbert, Ellen;  Hladik, Christine;  Li, Fan;  Litvak, Marcy E.;  Newsome, Seth;  O'Donnell, John;  Pockman, William T.;  Schalles, John;  Young, Donald R.
收藏  |  浏览/下载：14/0  |  提交时间：2021/07/30
arid grassland  coastal grassland  coastal marsh  sea-level rise  shrub invasion  Special Feature: Forecasting Earth's Ecosystems with Long-Term Ecological Research  tallgrass prairie  tropical mountain cloud forest  
Using the Boruta algorithm and deep learning models for mapping land susceptibility to atmospheric dust emissions in Iran 期刊论文
发表期刊: AEOLIAN RESEARCH. 出版年: 2021, 卷号: 50
作者:  Gholami, Hamid;  Mohammadifar, Aliakbar;  Golzari, Shahram;  Kaskaoutis, Dimitris G.;  Collins, Adrian L.
收藏  |  浏览/下载：9/0  |  提交时间：2021/07/30
Wind erosion  Land susceptibility  Convergent prediction  Taylor diagram  Recurrent neural network  Iran  
Predicting land susceptibility to atmospheric dust emissions in central Iran by combining integrated data mining and a regional climate model 期刊论文
发表期刊: ATMOSPHERIC POLLUTION RESEARCH. 出版年: 2021, 卷号: 12, 期号: 4, 页码: 172-187
作者:  Gholami, Hamid;  Mohamadifar, Aliakbar;  Rahimi, Setareh;  Kaskaoutis, Dimitris G.;  Collins, Adrian L.
收藏  |  浏览/下载：18/0  |  提交时间：2021/11/19
Dust emissions  Land-susceptibility factors  Data mining models  Land susceptibility mapping  Iran  
Integrated modelling for mapping spatial sources of dust in central Asia-An important dust source in the global atmospheric system 期刊论文
发表期刊: ATMOSPHERIC POLLUTION RESEARCH. 出版年: 2021, 卷号: 12, 期号: 9
作者:  Gholami, Hamid;  Mohammadifar, Aliakbar;  Malakooti, Hossein;  Esmaeilpour, Yahya;  Golzari, Shahram;  Mohammadi, Fariborz;  Li, Yue;  Song, Yougui;  Kaskaoutis, Dimitris G.;  Fitzsimmons, Kathryn Elizabeth;  Collins, Adrian L.
收藏  |  浏览/下载：10/0  |  提交时间：2021/11/19
Dust spatial mapping  Effective factors  Deep learning  Hybrid copula-gcForest model  Gaussian copula model  Model sensitivity  Central asia  
Desertification of Iran in the early twenty-first century: assessment using climate and vegetation indices 期刊论文
发表期刊: SCIENTIFIC REPORTS. 出版年: 2021, 卷号: 11, 期号: 1
作者:  Dameneh, Hadi Eskandari;  Gholami, Hamid;  Telfer, Matt W.;  Comino, Jesus Rodrigo;  Collins, Adrian L.;  Jansen, John D.
收藏  |  浏览/下载：5/0  |  提交时间：2021/11/19
Spatial mapping of the provenance of storm dust: Application of data mining and ensemble modelling 期刊论文
发表期刊: ATMOSPHERIC RESEARCH. 出版年: 2020, 卷号: 233
作者:  Gholami, Hamid;  Mohamadifar, Aliakbar;  Collins, Adrian L.
收藏  |  浏览/下载：14/0  |  提交时间：2020/05/22
Dust provenance  Spatial modelling  Data mining algorithms  Multicollinearity  Receiver operating characteristic  Ensemble modelling  R software  
A comparison of machine learning models for the mapping of groundwater spring potential 期刊论文
发表期刊: ENVIRONMENTAL EARTH SCIENCES. 出版年: 2020, 卷号: 79, 期号: 10
作者:  Al-Fugara, A';  kif;  Pourghasemi, Hamid Reza;  Al-Shabeeb, Abdel Rahman;  Habib, Maan;  Al-Adamat, Rida;  AI-Amoush, Hani;  Collins, Adrian L.
收藏  |  浏览/下载：6/0  |  提交时间：2020/07/01
Machine learning models  Groundwater mapping  Geographic information system  Variable importance  Jordan  
Sediment sources, soil loss rates and sediment yields in a Karst plateau catchment in Southwest China 期刊论文
发表期刊: AGRICULTURE ECOSYSTEMS & ENVIRONMENT. 出版年: 2020, 卷号: 304
作者:  Cheng, Qianyun;  Wang, Shijie;  Peng, Tao;  Cao, Le;  Zhang, Xinbao;  Buckerfield, Sarah J.;  Zhang, Yusheng;  Collins, Adrian L.
收藏  |  浏览/下载：13/0  |  提交时间：2021/01/07
Sediment source  Fingerprinting  Cs-137  Magnetic susceptibility  Karst  Headwater catchment  Critical zone  
Using catchment characteristics to model seasonality of dissolved organic carbon fluxes in semi-arid mountainous headwaters 期刊论文
发表期刊: ENVIRONMENTAL MONITORING AND ASSESSMENT. 出版年: 2020, 卷号: 192, 期号: 11
作者:  Nosrati, Kazem;  Collins, Adrian L.;  Fiener, Peter
收藏  |  浏览/下载：10/0  |  提交时间：2021/01/07
Organic matter  Soil enzyme activities  Modelling  Headwater catchments  General linear model