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DEM resolution effects on machine learning performance for flood probability mapping 期刊论文
发表期刊: JOURNAL OF HYDRO-ENVIRONMENT RESEARCH. 出版年: 2022, 卷号: 40
作者:  Avand, Mohammadtaghi;  Kuriqi, Alban;  Khazaei, Majid;  Ghorbanzadeh, Omid
收藏  |  浏览/下载：15/0  |  提交时间：2022/03/17
Heterogeneous data  Flood modelling  Random forest (RF)  Artificial neural network (ANN)  Generalized linear model (GLM)  
Identification of the most suitable afforestation sites by Juniperus excels specie using machine learning models: Firuzkuh semi-arid region, Iran 期刊论文
发表期刊: ECOLOGICAL INFORMATICS. 出版年: 2021, 卷号: 65
作者:  Yousefi, Saleh;  Avand, Mohammadtaghi;  Yariyan, Peyman;  Goujani, Hassan Jahanbazi;  Costache, Romulus;  Tavangar, Shahla;  Tiefenbacher, John P.
收藏  |  浏览/下载：3/0  |  提交时间：2021/11/19
Afforestation  Forest restoration  Tree planting  Site suitability  Firuzkuh region  
Assessment of Ensemble Models for Groundwater Potential Modeling and Prediction in a Karst Watershed 期刊论文
发表期刊: WATER. 出版年: 2021, 卷号: 13, 期号: 18
作者:  Farzin, Mohsen;  Avand, Mohammadtaghi;  Ahmadzadeh, Hassan;  Zelenakova, Martina;  Tiefenbacher, John P.
收藏  |  浏览/下载：2/0  |  提交时间：2021/11/19
karst groundwater potential  machine learning  statistical models  Kabgian watershed  
GIS-Based Machine Learning Algorithms for Gully Erosion Susceptibility Mapping in a Semi-Arid Region of Iran 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2020, 卷号: 12, 期号: 15
作者:  Lei, Xinxiang;  Chen, Wei;  Avand, Mohammadtaghi;  Janizadeh, Saeid;  Kariminejad, Narges;  Shahabi, Hejar;  Costache, Romulus;  Shahabi, Himan;  Shirzadi, Ataollah;  Mosavi, Amir
收藏  |  浏览/下载：8/0  |  提交时间：2021/01/07
machine learning  GIS  gully erosion  susceptibility mapping  head-cut erosion  Iran  
GIS-Based Gully Erosion Susceptibility Mapping: A Comparison of Computational Ensemble Data Mining Models 期刊论文
发表期刊: APPLIED SCIENCES-BASEL. 出版年: 2020, 卷号: 10, 期号: 6
作者:  Viet-Ha Nhu;  Janizadeh, Saeid;  Avand, Mohammadtaghi;  Chen, Wei;  Farzin, Mohsen;  Omidvar, Ebrahim;  Shirzadi, Ataollah;  Shahabi, Himan;  Clague, John J.;  Jaafari, Abolfazl;  Mansoorypoor, Fatemeh;  Binh Thai Pham;  Bin Ahmad, Baharin;  Lee, Saro
收藏  |  浏览/下载：5/0  |  提交时间：2020/07/01
gully erosion  watershed management  machine learning  hybrid models  GIS  Iran  
Shallow Landslide Susceptibility Mapping by Random Forest Base Classifier and Its Ensembles in a Semi-Arid Region of Iran 期刊论文
发表期刊: FORESTS. 出版年: 2020, 卷号: 11, 期号: 4
作者:  Viet-Ha Nhu;  Shirzadi, Ataollah;  Shahabi, Himan;  Chen, Wei;  Clague, John J.;  Geertsema, Marten;  Jaafari, Abolfazl;  Avand, Mohammadtaghi;  Miraki, Shaghayegh;  Asl, Davood Talebpour;  Binh Thai Pham;  Bin Ahmad, Baharin;  Lee, Saro
收藏  |  浏览/下载：5/0  |  提交时间：2020/07/01
shallow landslide  machine learning  goodness-of-fit  over-fitting  GIS  Iran