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Implementation of random forest, adaptive boosting, and gradient boosting decision trees algorithms for gully erosion susceptibility mapping using remote sensing and GIS 期刊论文
发表期刊: ENVIRONMENTAL EARTH SCIENCES. 出版年: 2024, 卷号: 83, 期号: 3
作者:  Naceur, Hassan Ait;  Abdo, Hazem Ghassan;  Igmoullan, Brahim;  Namous, Mustapha;  Alshehri, Fahad;  Albanai, Jasem A.
收藏  |  浏览/下载：33/0  |  提交时间：2024/10/04
Gully erosion susceptibility  N'fis river basin  Machine learning model  Risk assessment  GIS  
Mapping soil suitability using phenological information derived from MODIS time series data in a semi-arid region: A case study of Khouribga, Morocco 期刊论文
发表期刊: HELIYON. 出版年: 2024, 卷号: 10, 期号: 2
作者:  Ismaili, Maryem;  Krimissa, Samira;  Namous, Mustapha;  Abdelrahman, Kamal;  Boudhar, Abdelghani;  Edahbi, Mohamed;  Lebrini, Youssef;  Htitiou, Abdelaziz;  Maimouni, Soufiane;  Benabdelouhab, Tarik
收藏  |  浏览/下载：55/0  |  提交时间：2024/10/04
Precision agriculture  Soil mapping  Multi -criteria analysis (MCAD)  Large integral (LINTG)  NDVI  
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：33/0  |  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：23/0  |  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：28/0  |  提交时间：2024/09/29
soil erosion  spatial prediction  vulnerability assessment  ML performance  semiarid area  
Spatial Prediction of Groundwater Withdrawal Potential Using Shallow, Hybrid, and Deep Learning Algorithms in the Toudgha Oasis, Southeast Morocco 期刊论文
发表期刊: SUSTAINABILITY. 出版年: 2023, 卷号: 15, 期号: 5
作者:  Ouali, Lamya;  Kabiri, Lahcen;  Namous, Mustapha;  Hssaisoune, Mohammed;  Abdelrahman, Kamal;  Fnais, Mohammed S. S.;  Kabiri, Hichame;  El Hafyani, Mohammed;  Oubaassine, Hassane;  Arioua, Abdelkrim;  Bouchaou, Lhoussaine
收藏  |  浏览/下载：24/0  |  提交时间：2024/09/29
groundwater potential  spatial prediction  machine learning  performance  water supply  oasis  
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：35/0  |  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：23/0  |  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：30/0  |  提交时间：2021/11/19
drinking and irrigation water scarcity  groundwater potential mapping  machine learning  remote sensing  GIS  karstic mountainous aquifers  Morocco