Ataollah Shirzadi

University of Kurdistan — IR

Environmental Science · Physical Sciences

22h-index2.9kcitations38works1.32yr avg
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Research Topics

Flood Risk Assessment and Management(21), Landslides and related hazards(19), Groundwater and Watershed Analysis(8), Cryospheric studies and observations(6), Tree Root and Stability Studies(6)

Publications38 total

Leveraging imbalanced dataset in urban flood susceptibility prediction: A case study of Sanandaj City
Journal of Hydrology·2025
Urban flood susceptibility mapping using deep and machine learning algorithms as a management tool: A case study of Sanandaj City, Iran
Ecological Indicators·2025· 3 citedOpen Access
A novel hybrid machine learning approach for δ13C spatial prediction in polish hard-water lakes
Ecological Informatics·2025Open Access
Developing a Semi-Supervised Strategy in Time Series Mapping of Wetland Covers: A Case Study of Zrebar Wetland, Iran
Earth Systems and Environment·2024· 2 citedOpen Access
Landslide Susceptibility Mapping in a Mountainous Area Using Machine Learning Algorithms
Remote Sensing·2023· 37 citedOpen Access
Spatial Prediction of Landslides Using Hybrid Multi-Criteria Decision-Making Methods: A Case Study of the Saqqez-Marivan Mountain Road in Iran
Land·2023· 4 citedOpen Access
Spatial Prediction of Landslide using Hybrid Multi-Criteria Decision-Making Methods: A Case Study, Saqqez-Marivan Mountain Road
Preprints.org·2023· 1 citedOpen Access
Rangeland species potential mapping using machine learning algorithms
Ecological Engineering·2023· 6 cited
Application of a Novel Hybrid Machine Learning Algorithm in Shallow Landslide Susceptibility Mapping in a Mountainous Area
Frontiers in Environmental Science·2022· 19 citedOpen Access
A Robust Deep-Learning Model for Landslide Susceptibility Mapping: A Case Study of Kurdistan Province, Iran
Sensors·2022· 51 citedOpen Access
Swarm intelligence optimization of the group method of data handling using the cuckoo search and whale optimization algorithms to model and predict landslides
Applied Soft Computing·2021· 82 cited
Author Correction: Novel Hybrid Evolutionary Algorithms for Spatial Prediction of Floods
Scientific Reports·2021· 2 citedOpen Access
Performance Evaluation of Sentinel-2 and Landsat 8 OLI Data for Land Cover/Use Classification Using a Comparison between Machine Learning Algorithms
Remote Sensing·2021· 141 citedOpen Access
Application of Artificial Intelligence in Predicting Groundwater Contaminants
2021· 8 cited
Performance Evaluation and Comparison of Bivariate Statistical-Based Artificial Intelligence Algorithms for Spatial Prediction of Landslides
ISPRS International Journal of Geo-Information·2020· 22 citedOpen Access
GIS-Based Machine Learning Algorithms for Gully Erosion Susceptibility Mapping in a Semi-Arid Region of Iran
Remote Sensing·2020· 129 citedOpen Access
Daily Water Level Prediction of Zrebar Lake (Iran): A Comparison between M5P, Random Forest, Random Tree and Reduced Error Pruning Trees Algorithms
ISPRS International Journal of Geo-Information·2020· 82 citedOpen Access
Landslide Detection and Susceptibility Modeling on Cameron Highlands (Malaysia): A Comparison between Random Forest, Logistic Regression and Logistic Model Tree Algorithms
Forests·2020· 85 citedOpen Access
Comparison of Support Vector Machine, Bayesian Logistic Regression, and Alternating Decision Tree Algorithms for Shallow Landslide Susceptibility Mapping along a Mountainous Road in the West of Iran
Applied Sciences·2020· 80 citedOpen Access
Landslide Susceptibility Mapping Using Machine Learning Algorithms and Remote Sensing Data in a Tropical Environment
International Journal of Environmental Research and Public Health·2020· 145 citedOpen Access
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Frequent Co-authors

Himan Shahabi(33), Baharin Bin Ahmad(16), Nadhir Al‐Ansari(13), Wei Chen(13), Binh Thai Pham(11), Kamran Chapi(10), Dieu Tien Bui(10), John J. Clague(9), Marten Geertsema(8), Khabat Khosravi(7), Viet‐Ha Nhu(7), Abolfazl Jaafari(7), Saro Lee(7), Hoang Nguyen(6), Mahdi Panahi(6), Anuar Ahmad(5), Sushant K. Singh(5), Biswajeet Pradhan(5), Mazlan Hashim(4), Ata Amini(3)