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Assessment of Soil Suitability Using Machine Learning in Arid and Semi-Arid Regions 期刊论文
发表期刊: AGRONOMY-BASEL. 出版年: 2023, 卷号: 13, 期号: 1
作者:  Ismaili, Maryem;  Krimissa, Samira;  Namous, Mustapha;  Htitiou, Abdelaziz;  Abdelrahman, Kamal;  Fnais, Mohammed S.;  Lhissou, Rachid;  Eloudi, Hasna;  Faouzi, Elhousna;  Benabdelouahab, Tarik
收藏  |  浏览/下载：18/0  |  提交时间：2024/09/29
precision agriculture  sentinel-2  random forest  XgbTree  digital soil mapping  remote sensing  agricultural management  
Evaluating the effectiveness and robustness of machine learning models with varied geo-environmental factors for determining vulnerability to water flow-induced gully erosion 期刊论文
发表期刊: FRONTIERS IN ENVIRONMENTAL SCIENCE. 出版年: 2023, 卷号: 11
作者:  Aboutaib, Fatima;  Krimissa, Samira;  Pradhan, Biswajeet;  Elaloui, Abdenbi;  Ismaili, Maryem;  Abdelrahman, Kamal;  Eloudi, Hasna;  Ouayah, Mustapha;  Ourribane, Malika;  Namous, Mustapha
收藏  |  浏览/下载：12/0  |  提交时间：2024/09/29
gully erosion vulnerability  machine learning  conditioning factors  Ahmed El Hanssali watershed  mountainous region  vulnerability mapping  El Hanssali watershed  
Head-cut gully erosion susceptibility mapping in semi-arid region using machine learning methods: insight from the high atlas, Morocco 期刊论文
发表期刊: FRONTIERS IN EARTH SCIENCE. 出版年: 2023, 卷号: 11
作者:  Baiddah, Abdeslam;  Krimissa, Samira;  Hajji, Sonia;  Ismaili, Maryem;  Abdelrahman, Kamal;  El Bouzekraoui, Meryem;  Eloudi, Hasna;  Elaloui, Abdenbi;  Khouz, Abdellah;  Badreldin, Nasem;  Namous, Mustapha
收藏  |  浏览/下载：12/0  |  提交时间：2024/09/29
soil erosion  spatial prediction  vulnerability assessment  ML performance  semiarid area  
Soil Erosion under Future Climate Change Scenarios in a Semi-Arid Region 期刊论文
发表期刊: WATER. 出版年: 2023, 卷号: 15, 期号: 1
作者:  Elaloui, Abdenbi;  El Khalki, El Mahdi;  Namous, Mustapha;  Ziadi, Khalid;  Eloudi, Hasna;  Faouzi, Elhousna;  Bou-Imajjane, Latifa;  Karroum, Morad;  Tramblay, Yves;  Boudhar, Abdelghani;  Chehbouni, Abdelghani
收藏  |  浏览/下载：15/0  |  提交时间：2024/09/29
soil erosion rates  climate change  RCP 4  5  RCP 8  EPM model  High Atlas  Morocco  
Assessing the performance of MCDM, statistical and machine learning ensemble models for gully sensitivity mapping in a semi-arid context 期刊论文
发表期刊: GEOCARTO INTERNATIONAL. 出版年: 2022, 卷号: 37, 期号: 27, 页码: 17435-17464
作者:  Eloudi, Hasna;  Reddad, Hanane;  Hssaisoune, Mohammed;  Estrany, Joan;  Krimissa, Samira;  Elaloui, Abdenbi;  Namous, Mustapha;  Ouatiki, Hamza;  Aboutaib, Fatima;  Ouayah, Mustapha;  Jadoud, Mourad;  Edahbi, Mohamed;  Bouchaou, Lhoussaine
收藏  |  浏览/下载：13/0  |  提交时间：2024/09/20
Ensemble of models  analytical hierarchy process  WoE  random forest  climate change  
Spatial Prediction of Groundwater Potentiality in Large Semi-Arid and Karstic Mountainous Region Using Machine Learning Models 期刊论文
发表期刊: WATER. 出版年: 2021, 卷号: 13, 期号: 16
作者:  Namous, Mustapha;  Hssaisoune, Mohammed;  Pradhan, Biswajeet;  Lee, Chang-Wook;  Alamri, Abdullah;  Elaloui, Abdenbi;  Edahbi, Mohamed;  Krimissa, Samira;  Eloudi, Hasna;  Ouayah, Mustapha;  Elhimer, Hicham;  Tagma, Tarik
收藏  |  浏览/下载：19/0  |  提交时间：2021/11/19
drinking and irrigation water scarcity  groundwater potential mapping  machine learning  remote sensing  GIS  karstic mountainous aquifers  Morocco