Ataollah Shirzadi

Journal Papers

1. "Spatial Prediction of Landslides Using Hybrid Multi-Criteria Decision-Making Methods: A Case Study of the Saqqez-Marivan Mountain Road in Iran"
   Himan Shahabi, Ataollah Shirzadi, Mazlan Hashima, Mohsen Ali Zadeh, Rahim Tavakoloifar, Saman Shojae Chaeikar, Sayed M. Bateni, Effi Helmy Ariffin, Isabelle D. Wolf
   Land, 2023
2. "Landslide Susceptibility Mapping in a Mountainous Area Using Machine Learning Algorithms"
   Reza Ahmadi, Himan Shahabi, Ataollah Shirzadi, Mazlan Hashima, Mohsen Ali Zadeh, Nadhir Al-Ansari, Effi Helmy Ariffin, Isabelle D. Wolf
   Remote Sensing, 2023
3. "Rangeland species potential mapping using machine learning algorithms"
   Bahram Gholinejad Bodagh, Himan Shahabi, asghar Farajolahi, Ataollah Shirzadi, John J. Clague, Nadhir Al-Ansari, Fatemeh Mansouripour, Behzad Sharifipour
   ECOLOGICAL ENGINEERING, 2023
4. "Improving the performance of artificial intelligence models using the rotation forest technique for landslide susceptibility mapping"
   Himan Shahabi, Ataollah Shirzadi, Wei Chen, Faming Huang, Hen Shen, Diue Wang, Cui Peng, Xui Zhao, Xian Fan
   International Journal of Environmental Science and Technology, 2023
5. "Performance improvement of the linear muskingum flood routing model using optimization algorithms and data assimilation approaches"
   Junichi Ueno, Himan Shahabi, Parham Moradi, Ataollah Shirzadi, Ali Salajegheh, Yazdan Batmani, Shahabeddin Najafi, John J. Clague, ARYAN SALVATI, Alireza Moghaddam Nia, Akbar Sheikh‑Akbari
   Natural Hazards, 2023
6. "Predicting sustainable arsenic mitigation using machine learning techniques"
   Ataollah Shirzadi, Binh Thai Pham, Biswajeet Pradhan, Sushant K. Singh, Robert W.Taylor
   ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY, 2022
7. "Swarm intelligence optimization of the group method of data handling using the cuckoo search and whale optimization algorithms to model and predict landslides"
   Himan Shahabi, Omid Rahmati, Ataollah Shirzadi, Lee Saro, DieuTien Bui, Biswajeet Pradhan, Mahdi Panahi, Abolfazl Jaafari, Davood Mafi-Gholami
   APPLIED SOFT COMPUTING, 2022
8. "Application of a Novel Hybrid Machine Learning Algorithm in Shallow Landslide Susceptibility Mapping in a Mountainous Area"
   Himan Shahabi, Bahare Qasemyan, Ataollah Shirzadi, Abolfazl Jaafari, Assefa M.Melesse, Anuar Ahmad, Sushant K. Singh, Marten Geertsema, Nadhir Al-Ansari
   Frontiers in Environmental Science, 2022
9. "A Robust Deep-Learning Model for Landslide Susceptibility Mapping: A Case Study of Kurdistan Province, Iran"
   Himan Shahabi, Bahare Qasemyan, Ataollah Shirzadi, Abolfazl Jaafari, Anuar Ahmad, Nadhir Al-Ansari, Marten Geertsema, Victoria R. Kress, Somayeh Ronoud
   SENSORS, 2022
10. "A comparison study on the quantitative statistical methods for spatial prediction of shallow landslides (case study: Yozidar-Degaga Route in Kurdistan Province, Iran)"
    Himan Shahabi, Ataollah Shirzadi, Mitra Asadi, Leila Goli Mokhtari, Shahram Bahrami
    Environmental Earth Sciences, 2022
11. "Towards robust smart data-driven soil erodibility index prediction under different scenarios"
    Himan Shahabi, Kamal Nabiollahi, Ataollah Shirzadi, Fariba golmohamadi, Anuar Ahmad, Sushant K. Singh, John J. Clague
    Geocarto International, 2022
12. "Landslide susceptibility modeling based on remote sensing data and data mining techniques"
    Himan Shahabi, Ataollah Shirzadi, Wei Chen, Huiyuan Bian, Xiaojing Wang, Xinxiang Lei, Faming Huang, Xuanmei Fan, Xiongde Ma
    Environmental Earth Sciences, 2022
13. "Deep learning neural networks for spatially explicit prediction of flash flood probability"
    Himan Shahabi, Omid Rahmati, Ataollah Shirzadi, Lee Saro, DieuTien Bui, Mahdi Panahi, Abolfazl Jaafari, Ebrahim Omidvar
    Geoscience Frontiers, 2021
14. "Performance Evaluation of Sentinel-2 and Landsat 8 OLI Data for Land Cover/Use Classification Using a Comparison between Machine Learning Algorithms"
    Himan Shahabi, Ataollah Shirzadi, Wei Chen, Anuar Ahmad, Jie Dou, Marten Geertsema, Nadhir Al-Ansari, Laleh Ghayour, Aminreza Neshat, Sin Paryani, Mehdi Pourmehdi Amiri, Mehdi Gholamnia
    Remote Sensing, 2021
15. "Can deep learning algorithms outperform benchmark machine learning algorithms in flood susceptibility modeling?"
    Ataollah Shirzadi, Binh Thai Pham, John J. Clague, Tran Van Phong, Chinh Luu, Shahrokh Asadi, Somayeh Ronoud, Phan Trong Trinh, Hiep Van Le, Jason von Meding
    JOURNAL OF HYDROLOGY, 2021
16. "Efficiency of artificial neural networks in determining scour depth at composite bridge piers"
    Ataollah Shirzadi, Ata Amini, Shahriar Hamidi, Javad Behmanesh, Shatirah Akib
    International Journal of River Basin Management, 2021
17. "Flash flood susceptibility mapping using a novel deep learning model based on deep belief network, back propagation and genetic algorithm"
    Himan Shahabi, Ataollah Shirzadi, DieuTien Bui, Binh Thai Pham, Marten Geertsema, John J. Clague, Shahrokh Asadi, Somayeh Ronoud, Fatemeh Mansouripour
    Geoscience Frontiers, 2021
18. "Different sampling strategies for predicting landslide susceptibilities are deemed less consequential with deep learning"
    Ataollah Shirzadi, Binh Thai Pham, Jie Dou, Hoang Nguyen, Ali Yunus, Abdelaziz Merghadi, Yawar Hussain, Ram Avtar, Yulong Chen, Hiromitsu Yamagish
    SCIENCE OF THE TOTAL ENVIRONMENT, 2020
19. "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"
    Kamran Chapi, Himan Shahabi, Ataollah Shirzadi, Danesh Zandi, Sushant K. Singh, Jie Dou, Hoang Nguyen, Viet-Ha Nhu, Nadhir Al-Ansari
    Applied Sciences-Basel, 2020
20. "Shallow Landslide Susceptibility Mapping by Random Forest Base Classifier and Its Ensembles in a Semi-Arid Region of Iran"
    Himan Shahabi, Davod Talebpur Asl, Baharin Ben Ahmad, Ataollah Shirzadi, Lee Saro, Binh Thai Pham, Wei Chen, Abolfazl Jaafari, Marten Geertsema, John J. Clague, Shaghayegh Miraki, Viet-Ha Nhu, Mohammadtaghi Avand
    FORESTS, 2020
21. "Flood Detection and Susceptibility Mapping Using Sentinel-1 Remote Sensing Data and a Machine Learning Approach: Hybrid Intelligence of Bagging Ensemble Based on K-Nearest Neighbor Classifier"
    kyoumars Habibi, Himan Shahabi, Omid Rahmati, Baharin Ben Ahmad, Kayvan Ghaderi, Ataollah Shirzadi, Assefa M.Melesse, Anuar Ahmad, Ebrahim Omidvar, Ata Amini, Nadhir Al-Ansari, Marten Geertsema, John J. Clague, khabat khosravi, Sepideh Bahrami, Hoang Nguyen, Ayub Mohammadi
    Remote Sensing, 2020
22. "Monitoring and Assessment of Water Level Fluctuations of the Lake Urmia and Its Environmental Consequences Using Multitemporal Landsat 7 ETM+ Images"
    Himan Shahabi, Baharin Ben Ahmad, Ataollah Shirzadi, Mehdi Ahmadi, Wei Chen, Masood Khodadadi, Abolfazl Jaafari, khabat khosravi, Hoang Nguyen, Viet-Ha Nhu, Nadhir Al-Ansari, Ayub Mohammadi
    International Journal of Environmental Research and Public Health, 2020
23. "Daily Water Level Prediction of Zrebar Lake (Iran): A Comparison between M5P, Random Forest, Random Tree and Reduced Error Pruning Trees Algorithms"
    Himan Shahabi, Ataollah Shirzadi, Ebrahim Nohani, Marten Geertsema, Shaghayegh Miraki, Sepideh Bahrami, Hoang Nguyen, Viet-Ha Nhu, Nadhir Al-Ansari
    ISPRS International Journal of Geo-Information, 2020
24. "Landslide Susceptibility Mapping Using Machine Learning Algorithms and Remote Sensing Data in a Tropical Environment"
    Himan Shahabi, Baharin Ben Ahmad, Ataollah Shirzadi, Wei Chen, Abolfazl Jaafari, John J. Clague, Hoang Nguyen, Viet-Ha Nhu, Nadhir Al-Ansari, Ayub Mohammadi
    International Journal of Environmental Research and Public Health, 2020
25. "GIS-Based Gully Erosion Susceptibility Mapping: A Comparison of Computational Ensemble Data Mining Models"
    Himan Shahabi, Baharin Ben Ahmad, Ataollah Shirzadi, Lee Saro, Binh Thai Pham, Wei Chen, Abolfazl Jaafari, Ebrahim Omidvar, John J. Clague, Viet-Ha Nhu, Saeid Janizadeh, Mohammadtaghi Avand, Mohsen Farzin, Fatemeh Mansoorypoor
    Applied Sciences-Basel, 2020
26. "Performance Evaluation and Comparison of Bivariate Statistical-Based Artificial Intelligence Algorithms for Spatial Prediction of Landslides"
    Himan Shahabi, Ataollah Shirzadi, Wei Chen, Xia Zhao, Xinxiang Lei, Zenghui Sun
    ISPRS International Journal of Geo-Information, 2020
27. "Mapping of Groundwater Spring Potential in Karst Aquifer System Using Novel Ensemble Bivariate and Multivariate Models"
    Himan Shahabi, Omid Rahmati, Baharin Ben Ahmad, Ataollah Shirzadi, Fatemeh Falah, Hoang Nguyen, Viet-Ha Nhu, Nadhir Al-Ansari, Saeed Shojaei, Krzysztof Górski
    Water, 2020
28. "A Hybrid Intelligence Approach to Enhance the Prediction Accuracy of Local Scour Depth at Complex Bridge Piers"
    Himan Shahabi, Baharin Ben Ahmad, Ataollah Shirzadi, DieuTien Bui, Binh Thai Pham, Ata Amini, Sushant K. Singh, Nadhir Al-Ansari, Pezhman Taherei Ghazvinei, Shahriar Hamidi
    Sustainability, 2020
29. "Hybridized neural fuzzy ensembles for dust source modeling and prediction"
    Himan Shahabi, Omid Rahmati, Ataollah Shirzadi, DieuTien Bui, Biswajeet Pradhan, Ravinesh C. Deo, Mahdi Panahi, Seid Saeid Ghiasi, John Tiefenbacher, Ali Jahani, Hamid Goshtasb, Aiding Kornejady, Hassan Khosravi, Davoud Davoudi Moghaddam, Maryamsadat Mohtashamian
    ATMOSPHERIC ENVIRONMENT, 2020
30. "Hybrid Computational Intelligence Methods for Landslide Susceptibility Mapping"
    Himan Shahabi, Ataollah Shirzadi, Wei Chen, Guirong Wang, Xinxiang Lei
    Symmetry-Basel, 2020
31. "A novel hybrid approach of landslide susceptibility modelling using rotation forest ensemble and different base classifiers"
    Ataollah Shirzadi, DieuTien Bui, Binh Thai Pham, Indra Prakash, Sushant K. Singh, Jie Dou, Tran Van Phong, Phan Trang Trinh, Hieu Trung Tran, Tu Minh Le, Dang Kim Khoi
    Geocarto International, 2020
32. "Landslide Detection and Susceptibility Modeling on Cameron Highlands (Malaysia): A Comparison between Random Forest, Logistic Regression and Logistic Model Tree Algorithms"
    Himan Shahabi, Baharin Ben Ahmad, Ataollah Shirzadi, Khalil Valizadeh Kamran, Wei Chen, Marten Geertsema, Hoang Nguyen, Viet-Ha Nhu, Nadhir Al-Ansari, Victoria R. Kress, Sadra Karimzadeh, Ayub Mohammadi
    FORESTS, 2020
33. "Towards an Ensemble Machine Learning Model of Random Subspace Based Functional Tree Classifier for Snow Avalanche Susceptibility Mapping"
    Himan Shahabi, Ataollah Shirzadi, Bahram Choubin, Farzaneh Sajedi-Hosseini, AMIRHOSEIN MOSAVI, FERESHTEH TAROMIDEH, MOSLEM BORJI, ARYAN SALVATI, ADRIENN A. DINEVA
    IEEE Access, 2020
34. "GIS-Based Machine Learning Algorithms for Gully Erosion Susceptibility Mapping in a Semi-Arid Region of Iran"
    Himan Shahabi, Ataollah Shirzadi, Wei Chen, Romulus Costache, Saeid Janizadeh, Mohammadtaghi Avand, Xinxiang Lei, Amir Mosavi, Narges Kariminejad, Hejar Shahabi
    Remote Sensing, 2020
35. "Shallow Landslide Susceptibility Mapping: A Comparison between Logistic Model Tree, Logistic Regression, Naïve Bayes Tree, Artificial Neural Network, and Support Vector Machine Algorithms"
    Himan Shahabi, Baharin Ben Ahmad, Ataollah Shirzadi, Binh Thai Pham, Wei Chen, Abolfazl Jaafari, Sushant K. Singh, Jie Dou, John J. Clague, Shaghayegh Miraki, Viet-Ha Nhu, Nadhir Al-Ansari, Chinh Luu, Huu Duy Nguyen, Krzysztof Górski
    International Journal of Environmental Research and Public Health, 2020
36. "A novel ensemble learning based on Bayesian Belief Network coupled with an extreme learning machine for flash flood susceptibility mapping"
    Himan Shahabi, Baharin Ben Ahmad, Ataollah Shirzadi, DieuTien Bui, Binh Thai Pham, John J. Clague, khabat khosravi, Shahrokh Asadi, Somayeh Ronoud
    Engineering Applications of Artificial Intelligence, 2020
37. "Mapping Groundwater Potential Using a Novel Hybrid Intelligence Approach"
    Kamran Chapi, Himan Shahabi, Ataollah Shirzadi, Binh Thai Pham, Vijay P. Singh, Shaghayegh Miraki, Sasan Hedayati Zanganeh
    WATER RESOURCES MANAGEMENT, 2019
38. "SWPT: An automated GIS-based tool for prioritization of sub-watersheds based on morphometric and topo-hydrological factors"
    Kamran Chapi, Himan Shahabi, Omid Rahmati, Ataollah Shirzadi, Biswajeet Pradhan, Ali Azareh, Elham Rafiei-Sardooi, Assefa M.Melesse, Mahmood Samadi, Hossein Alilou
    Geoscience Frontiers, 2019
39. "A novel hybrid approach of Bayesian Logistic Regression and its ensembles for landslide susceptibility assessment"
    Kamran Chapi, Himan Shahabi, Bahare Qasemyan, Baharin Ben Ahmad, Mosa Abdini, Ataollah Shirzadi, DieuTien Bui, Binh Thai Pham
    Geocarto International, 2019
40. "A Hybrid Computational Intelligence Approach to Groundwater Spring Potential Mapping"
    Kamran Chapi, Himan Shahabi, Baharin Ben Ahmad, Ataollah Shirzadi, Lee Saro, DieuTien Bui, Binh Thai Pham, Vijay P. Singh, Wei Chen, Biswajeet Pradhan, khabat khosravi
    Water, 2019
41. "Spatial Prediction of Landslide Susceptibility Using GIS-Based Data Mining Techniques of ANFIS with Whale Optimization Algorithm (WOA) and Grey Wolf Optimizer (GWO)"
    Himan Shahabi, Baharin Ben Ahmad, Saeid Pirasteh, Ataollah Shirzadi, Ali Asghar Alesheikh, DieuTien Bui, Haoyuan Hong, Wei Chen, Shaojun Li, Mahdi Panahi, Somayeh Panahi, Abolfazl Jaafari, Fatemeh Rezaie, khabat khosravi, Yi Wang
    Applied Sciences-Basel, 2019
42. "Development of a Novel Hybrid Intelligence Approach for Landslide Spatial Prediction"
    Himan Shahabi, Ataollah Shirzadi, Lee Saro, DieuTien Bui, Binh Thai Pham, Indra Prakash, Ebrahim Omidvar, Ata Amini, Ba Thao Vu, Phong Tung Nguyen, Tran Thi Tuyen, Hersh Entezami, Tran Van Phong, Tran Thanh
    Applied Sciences-Basel, 2019
43. "A comparative assessment of flood susceptibility modeling using Multi-Criteria Decision-Making Analysis and Machine Learning Methods"
    Kamran Chapi, Himan Shahabi, Ataollah Shirzadi, Khabat Khosravi, Binh Thai Pham, Haoyuan Hong, Biswajeet Pradhan, Indra Prakash, Jan Adamowski, Jie Dou, Hai-Bang Ly, Huu Loc Ho, Gyula Gróf
    JOURNAL OF HYDROLOGY, 2019
44. "Uncertainties of prediction accuracy in shallow landslide modeling: Sample size and raster resolution"
    Kamran Chapi, Himan Shahabi, Baharin Ben Ahmad, Ataollah Shirzadi, Ataollah Kavian, DieuTien Bui, Karim Solimani, Mahmood HabibnejadRoshan, Saskia Keesstra
    CATENA, 2019
45. "Shallow Landslide Prediction Using a Novel Hybrid Functional Machine Learning Algorithm"
    Kamran Chapi, Himan Shahabi, Baharin Ben Ahmad, Ataollah Shirzadi, Lee Saro, Khabat Khosravi, DieuTien Bui, Binh Thai Pham, Biswajeet Pradhan, Ebrahim Omidvar, Zahra Barati, Marten Geertsema, John J. Clague, Hosein Rahmani, Gyula Gróf
    Remote Sensing, 2019
46. "Sinkhole susceptibility mapping: a comparison between Bayes-based machine learning algorithms"
    Kamran Chapi, Himan Shahabi, Ataollah Shirzadi, Khabat Khosravi, Kamal Taheri, Francisco Gutiérrez
    LAND DEGRADATION & DEVELOPMENT, 2019
47. "Spatial prediction of landslide susceptibility by combining evidential belief function, logistic regression and logistic model tree"
    Himan Shahabi, Baharin Ben Ahmad, Ataollah Shirzadi, Wei Chen, Shuai Zhang, Renwei Li, Huichan Chai, Jianquan Ma, Yingtao Chen, Xiaojing Wang, Lingyu Zhang, khabat khosravi, Xia Zhao
    Geocarto International, 2019
48. "Development of an Artificial Intelligence Approach for Prediction of Consolidation Coefficient of Soft Soil: A Sensitivity Analysis"
    Kamran Chapi, Himan Shahabi, Ataollah Shirzadi, DieuTien Bui, Binh Thai Pham, Indra Prakash, Manh Duc Nguyen, Jie Dou, Tran Thi Tuyen, Nguyen Kim Quoc, Hoang Phan Hai Yen, Thanh Tien Vu
    The Open Construction & Building Technology Journal, 2019
49. "Landslide Susceptibility Assessment by Novel Hybrid Machine Learning Algorithms"
    Himan Shahabi, Davod Talebpur Asl, Baharin Ben Ahmad, Ataollah Shirzadi, Lee Saro, Binh Thai Pham, Ebrahim Omidvar, Sushant K. Singh, Mehebub Sahana, Nguyen Kim Quoc
    Sustainability, 2019
50. "Landslide susceptibility assessment at the Wuning area, China: a comparison between multi-criteria decision making, bivariate statistical and machine learning methods"
    Kamran Chapi, Himan Shahabi, Baharin Ben Ahmad, Ataollah Shirzadi, Majid Shadman Roodposhti, DieuTien Bui, Arastoo Yari, Haoyuan Hong, Wei Chen, Yingying Tian
    Natural Hazards, 2019
51. "Land cover change mapping using a combination of Sentinel-1 data ‎and multispectral satellite imagery: A case study of Sanandaj County, Kurdistan, Iran"
    Himan Shahabi, Baharin Ben Ahmad, Ataollah Shirzadi, DieuTien Bui, Binh Thai Pham, Mehdi Ahmadi, Anuar Ahmad, Hosein Rahmani, Mohamad Hidayat Bin Jamal, Roslli Noor Mohamed, Ayub Mohammadi
    Applied Ecology and Environmental Research, 2019
52. "SEVUCAS: A Novel GIS-Based Machine Learning Software for Seismic Vulnerability Assessment"
    Himan Shahabi, Baharin Ben Ahmad, Ataollah Shirzadi, Lee Saro, Mohsen Ali Zadeh, Hamidreza Pourghasemi, Binh Thai Pham, Mahdi Panahi, Assefa M.Melesse, Fatemeh Rezaie, khabat khosravi, Mohamad Yekrangnia, Hamidreza Moeini
    SENSORS, 2019
53. "Flood susceptibility mapping in Dingnan County (China) using adaptive neuro-fuzzy inference system with biogeography based optimization and imperialistic competitive algorithm"
    Himan Shahabi, Ataollah Shirzadi, Haoyuan Hong, Wei Chen, Shaojun Li, Mahdi Panahi, Somayeh Panahi, khabat khosravi, Yi Wang, Romulus Costache
    JOURNAL OF ENVIRONMENTAL MANAGEMENT, 2019
54. "New Ensemble Models for Shallow Landslide Susceptibility Modeling in a Semi-Arid Watershed"
    Himan Shahabi, Davod Talebpur Asl, Baharin Ben Ahmad, Ataollah Shirzadi, Lee Saro, DieuTien Bui, Binh Thai Pham, Ebrahim Omidvar, Jie Dou, Marten Geertsema, John J. Clague
    FORESTS, 2019
55. "Flood susceptibility assessment using integration of adaptive network-based fuzzy inference system (ANFIS) and biogeography-based optimization (BBO) and BAT algorithms (BA)"
    Himan Shahabi, Mohammad Karimi, Ataollah Shirzadi, Mahdi Panahi, Mohammad Ahmadlou, Somayeh Alizadeh, Davoud Parvinnezhad
    Geocarto International, 2019
56. "Novel hybrid artificial intelligence approach of bivariate statistical-methods-based kernel logistic regression classifier for landslide susceptibility modeling"
    Himan Shahabi, Ataollah Shirzadi, Haoyuan Hong, Junzhi Liu, Wei Chen, Shaojun Li, A-xing Zhu, Yingying Tian, Aykut Akgun
    Bulletin of Engineering Geology and the Environment, 2019
57. "Landslide spatial modelling using novel bivariate statistical based Naïve Bayes, RBF Classifier, and RBF Network machine learning algorithms"
    Kamran Chapi, Himan Shahabi, Baharin Ben Ahmad, Ataollah Shirzadi, Wei Chen, Shaojun Li, Qingfeng He, Nianqin Wang, Huichan Chai, Huiyuan Bian, Jianquan Ma, Yingtao Chen, Xiaojing Wang
    SCIENCE OF THE TOTAL ENVIRONMENT, 2019
58. "A Novel Ensemble Artificial Intelligence Approach for Gully Erosion Mapping in a Semi-Arid Watershed (Iran)"
    Kamran Chapi, Himan Shahabi, Davod Talebpur Asl, Baharin Ben Ahmad, Ataollah Shirzadi, Lee Saro, Hossein Khaledian, DieuTien Bui, Binh Thai Pham, Biswajeet Pradhan, Mahdi Panahi, Ebrahim Omidvar, Hosein Rahmani, Gyula Gróf
    SENSORS, 2019
59. "Flood Spatial Modeling in Northern Iran Using Remote Sensing and GIS: A Comparison between Evidential Belief Functions and Its Ensemble with a Multivariate Logistic Regression Model"
    Kamran Chapi, Himan Shahabi, Ataollah Shirzadi, Lee Saro, DieuTien Bui, Hamidreza Pourghasemi, Binh Thai Pham, Biswajeet Pradhan, Assefa M.Melesse, Jan Adamowski, khabat khosravi, Prasad Daggupati, Mehrnoosh Mahmoudi, Sepideh Bahrami
    Remote Sensing, 2019
60. "Hybrid Machine Learning Approaches for Landslide Susceptibility Modeling"
    Himan Shahabi, Ataollah Shirzadi, DieuTien Bui, Binh Thai Pham, Indra Prakash, Vu Viet Nguyen, Ba Thao Vu, Sudan Jha, Dong Nguyen Ba, Raghvendra Kumar, Jyotir Moy Chatterjee
    FORESTS, 2019
61. "Novel Hybrid Evolutionary Algorithms for Spatial Prediction of Floods"
    Kamran Chapi, Himan Shahabi, Baharin Ben Ahmad, Ataollah Shirzadi, Khabat Khosravi, DieuTien Bui, Vijay P. Singh, Wei Chen, Shaojun Li, Mahdi Panahi, Somayeh Panahi
    Scientific Reports, 2018
62. "Landslide Detection and Susceptibility Mapping by AIRSAR Data Using Support Vector Machine and Index of Entropy Models in Cameron Highlands, Malaysia"
    Kamran Chapi, Himan Shahabi, Baharin Ben Ahmad, Ataollah Shirzadi, Mohsen Ali Zadeh, DieuTien Bui, Haoyuan Hong, Wei Chen, Mahdi Panahi, Yingying Tian, Ayub Mohammadi
    Remote Sensing, 2018
63. "Land Subsidence Susceptibility Mapping in South Korea Using Machine Learning Algorithms"
    Kamran Chapi, Himan Shahabi, Baharin Ben Ahmad, Ataollah Shirzadi, Lee Saro, Khabat Khosravi, DieuTien Bui, Biswajeet Pradhan, Mahdi Panahi
    SENSORS, 2018
64. "Novel forecasting approaches using combination of machine learning and statistical models for flood susceptibility mapping"
    Kamran Chapi, Himan Shahabi, Ataollah Shirzadi, Hossein Shafizadeh-Moghadam, Roozbeh Valavi
    JOURNAL OF ENVIRONMENTAL MANAGEMENT, 2018
65. "A comparative assessment of decision trees algorithms for flash flood susceptibility modeling at Haraz watershed, northern Iran"
    Kamran Chapi, Himan Shahabi, Ataollah Shirzadi, Khabat Khosravi, DieuTien Bui, Inge Revhaug, Binh Thai Pham, Indra Prakash
    SCIENCE OF THE TOTAL ENVIRONMENT, 2018
66. "Landslide Susceptibility Modeling Based on GIS and Novel Bagging-Based Kernel Logistic Regression"
    Kamran Chapi, Himan Shahabi, Baharin Ben Ahmad, Ataollah Shirzadi, Khabat Khosravi, Binh Thai Pham, Wei Chen, Shuai Zhang, Renwei Li, Tingyu Zhang, Huichan Chai, Jianquan Ma, Yingtao Chen, Xiaojing Wang, Lingyu Zhang
    Applied Sciences-Basel, 2018
67. "Flood susceptibility assessment in Hengfeng area coupling adaptive neuro-fuzzy inference system with genetic algorithm and differential evolution"
    Ataollah Shirzadi, Haoyuan Hong, Junzhi Liu, Wei Chen, Mahdi Panahi, Tianwu Ma, Ioannis Kougias, Nerantzis Kazakis, A-Xing Zhu
    SCIENCE OF THE TOTAL ENVIRONMENT, 2018
68. "Landslide susceptibility modeling using Reduced Error Pruning Trees and different ensemble techniques: Hybrid machine learning approaches"
    Himan Shahabi, Ataollah Shirzadi, DieuTien Bui, Binh Thai Pham, Indra Prakash, Sushant K. Singh, Thi-Thu-Trang Tran
    CATENA, 2018
69. "Flood susceptibility assessment in Hengfeng area coupling adaptiveneuro-fuzzy inference system with genetic algorithm and differential evolution"
    Ataollah Shirzadi, Haoyuan Hong, Junzhi Liu, Wei Chen, A-xing Zhu, Mahdi Panahi, Tianwu Ma, Ioannis Kougias, Nerantzis Kazakis
    SCIENCE OF THE TOTAL ENVIRONMENT, 2018
70. "A novel ensemble approach of bivariate statistical-based logistic model tree classifier for landslide susceptibility assessment"
    Himan Shahabi, Baharin Ben Ahmad, Ataollah Shirzadi, Haoyuan Hong, Wei Chen, Tao Li, Chen Guo, Wei Li, Di Pan, Jiarui Hui, Mingzhe Ma, Manna Xi
    Geocarto International, 2018
71. "New Hybrids of ANFIS with Several Optimization Algorithms for Flood Susceptibility Modeling"
    Kamran Chapi, Himan Shahabi, Baharin Ben Ahmad, Ataollah Shirzadi, Khabat Khosravi, DieuTien Bui, Vijay P. Singh, Wei Chen, Shaojun Li, Mahdi Panahi, Somayeh Panahi
    Water, 2018
72. "A Novel Integrated Approach of Relevance Vector Machine Optimized by Imperialist Competitive Algorithm for Spatial Modeling of Shallow Landslides"
    Kamran Chapi, Himan Shahabi, Baharin Ben Ahmad, Ataollah Shirzadi, Lee Saro, DieuTien Bui, Binh Thai Pham, Mahdi Panahi, Nhat-Duc Hoang, Quang-Thanh Bui, Chuyen-Trung Tran
    Remote Sensing, 2018
73. "Novel GIS Based Machine Learning Algorithms for Shallow Landslide Susceptibility Mapping"
    Kamran Chapi, Himan Shahabi, Baharin Ben Ahmad, Ataollah Shirzadi, Karim solaimani, Khabat Khosravi, Ataollah Kavian, DieuTien Bui, Binh Thai Pham, Wei Chen, Biswajeet Pradhan, Mahmood Habibnejhad, Anuar Ahmad
    SENSORS, 2018
74. "A comparative study between popular statistical and machine learning methods for simulating volume of landslides"
    Kamran Chapi, Himan Shahabi, Baharin Ben Ahmad, Ataollah Shirzadi, DieuTien Bui, Binh Thai Pham, Kaka Shahedi
    CATENA, 2017
75. "A hybrid machine learning ensemble approach based on a Radial Basis Function neural network and Rotation Forest for landslide susceptibility modeling: A case study in the Himalayan area, India"
    Ataollah Shirzadi, DieuTien Bui, Binh Thai Pham, Indra Prakash, M.B Dholakia
    International Journal of Sediment Research, 2017
76. "A novel hybrid artificial intelligence approach based on the rotation forest ensemble and na€ ıve Bayes tree classifiers for a landslide susceptibility assessment in Langao County, China"
    Himan Shahabi, Baharin Ben Ahmad, Ataollah Shirzadi, Haoyuan Hong, Wei Chen, Shuai Zhang, Ning Zhang
    Geomatics, Natural Hazards and Risk, 2017
77. "A Novel Hybrid Artificial Intelligence Approach for Flood Susceptibility Assessment"
    Kamran Chapi, Himan Shahabi, Ataollah Shirzadi, Khabat Khosravi, DieuTien Bui, Binh Thai Pham, Vijay P. Singh
    ENVIRONMENTAL MODELLING & SOFTWARE, 2017
78. "Rock fall susceptibility assessment along a mountainous road: an evaluation of bivariate statistic, analytical hierarchy process and frequency ratio"
    Kamran Chapi, Himan Shahabi, Baharin Ben Ahmad, Ataollah Shirzadi, Karim solaimani, Ataollah Kavian
    Environmental Earth Sciences, 2017
79. "Shallow landslide susceptibility assessment using a novel hybrid intelligence approach"
    Kamran Chapi, Himan Shahabi, Ataollah Shirzadi, Karim solaimani, Ataollah Kavian, DieuTien Bui, Inge Revhaug, Binh Thai Pham
    Environmental Earth Sciences, 2017
80. "A GIS-based logistic regression model in rock-fall susceptibility mapping along a mountainous road: Salavat Abad case study, Kurdistan, Iran"
    Kamran Chapi, Ataollah Shirzadi, Lee Saro, Oh Hyun Joo
    Natural Hazards, 2012
81. "A comparative study of support vector machine and logistic model tree classifiers for shallow landslide susceptibility modeling"
    Bahare Qasemyan, Mosa Abdini, Ataollah Shirzadi, DieuTien Bui
    Environmental Earth Sciences, 2009
82. "Prediction of Gully Erosion Susceptibility and Its Hazards in Kloche Bijar Watershed Using Spatial Predictive Models"
    Himan Shahabi, Ataollah Shirzadi, Zanyar Amiri
    مديريت مخاطرات محيطي (دانش مخاطرات سابق), 2022
83. "پیش بینی مکانی زمین لغزش های سطحی با استفاده از الگوریتم درخت تصمیم متناوب (مطالعۀ موردی: مسیر ارتباطی یوزیدر- دگاگا در استان کردستان)"
    Himan Shahabi, Ataollah Shirzadi, Mitra Asadi, Leila Goli Mokhtari, Shahram Bahrami
    مهندسي اكوسيستم بيابان, 2022
84. "ارزیابی حساسیت زمین لغزش با استفاده از مدل جدید ترکیبی الگوریتم مبنا (مطالعه موردی: شهرستان کامیاران، استان کردستان)"
    Shahram rostaei, Bahare Qasemyan, Mosa Abdini, Ataollah Shirzadi
    پژوهش هاي ژئومورفولوژي كمي, 2021
85. "پهنه بندی خطر سیلاب در شهر سنندج با استفاده از مدل های ترکیبی شاخص آماری و تابع شواهد قطعی"
    Kamran Chapi, Himan Shahabi, Ataollah Shirzadi, Mehnaz Azadtalab
    مطالعات شهري, 2020
86. "انگلیسی"
    Kamran Chapi, Davod Talebpur Asl, Ataollah Shirzadi
    پژوهش هاي ژئومورفولوژي كمي, 2018
87. "بررسی مقایسه ای مدل های ماشین پشتیبان بردار و لجستیک درختی برای ارزیابی حساسیت زمین لغزش-مطالعه موردی: شهرستان کامیاران، استان کردستان"
    Shahram rostaei, Bahare Qasemyan, Mosa Abdini, Ataollah Shirzadi
    فصل نامه جغرافياي طبيعي لار دانشگاه آزاد لارستان, 2018
88. "پیش بینی مکانی زمین لغزش های سطحی با استفاده از مدل های آماری و یادگیری ماشین (مطالعۀ موردی: حوضه سرخون)"
    Ataollah Shirzadi, Ebrahim Omidvar, Zahra Barati
    مرتع و آبخيزداري (منابع طبيعي ايران)-دانشگاه تهران, 2018
89. "ارزیابی حساسیت زمین لغزش با استفاده از الگوریتم ماشین پشتیبان بردار (مطالعه موردی: شهرستان کامیاران، استان کردستان)"
    Shahram rostaei, Bahare Qasemyan, Mosa Abdini, Ataollah Shirzadi
    پژوهش هاي ژئومورفولوژي كمي, 2017
90. "پهنه بندی حساسیت زمین لغزش با سامانه اطلاعات جغرافیایی ومقایسه ی کارایی روش های رگرسیون لجستیک و نسبت فراوانی در(مطالعه موردی: حوزه ی آبخیز چشمیدر، کردستان)"
    Ataollah Shirzadi, Ghorban Vahabzadeh, Shaghayegh Miraki
    مجله كاربرد سيستم اطلاعات جغرافيايي و سنجش از دور در برنامه ريزي, 2017
91. "معرفی یک مدل جدید ترکیبی الگوریتم مبنا به منظور پیش بینی حساسیت زمین لغزشهای سطحی اطراف شهر بیجار"
    Kamran Chapi, Ataollah Shirzadi, Karim solaimani, Mahmoud Habibnejad Roshan, Ataollah Kavian
    جغرافيا و توسعه, 2016
92. "ارزیابی مدل رگرسیون لجستیک و منطق فازی در تهیه نقشه حساسیت به زمین لغز شهای شهر سنندج"
    Kamal Nabiollahi, Ataollah Shirzadi, Kamal hosaini kar, Shahin rafiee
    پژوهش هاي آبخيزداري (پژوهش و سازندگي سابق), 2016
93. "مقایسه روش های شبکه عصبی مصنوعی و رگرسیون چند متغیره در تخمین مقادیر آرسنیک خاک (مطالعه موردی :استان کردستان، ایران)"
    Parviz Fathi, Kamal Nabiollahi, Ahmad Haidari, Noraiar Tomanian, Gholamreza savaghebi, Ataollah Shirzadi
    پژوهش هاي آبخيزداري (پژوهش و سازندگي سابق), 2014
94. "برآورد هیدروگراف واحد مصنوعی با استفاده از تحلیل منطقه ای سیلاب و پارامترهای ژئومورفولوژیکی (مطالعه موردی: حوضه های آبخیز مارنج و کانی سواران، کردستان)"
    Kamran Chapi, Parviz Fathi, Ataollah Shirzadi
    علوم آب و خاک (علوم و فنون کشاورزی و منابع طبیعی سابق), 2012
95. "پهنه بندی احتمال حضور آرسنیک در برخی خاک های آهکی دشت قروه با استفاده از رگرسیون لجستیک"
    Bubak Souri, Sara Majedi, Ataollah Shirzadi
    پژوهش هاي خاك (علوم خاك و آب), 2012
96. "مقایسه مدل های رگرسیون لجستیک و نسبت فراوانی در پهنه بندی خطر ریزش سنگ"
    Kamran Chapi, Ataollah Shirzadi, Karim solaimani, Mahmoud Habibnejad Roshan
    مجله منابع طبيعي ايران, 2010

Conference Papers

1. "تکنیکهای انتخاب ویژگی الگوریتمهای یادگیری ماشین مبنا در وقوع سیلاب شهر سنندج"
   Ataollah Shirzadi
   The 18th National Conference of Watershed Mangement Sciences and Engineering of Iran, 2024
2. "شبیه سازی عددی عمق آبشستگی بستر فرسایش پذیر کانال به روش لاگرانژی"
   Ataollah Shirzadi, Ehsan Jafari Nodoushan
   The 18th National Conference of Watershed Mangement Sciences and Engineering of Iran, 2024
3. "توزیع شیب حوزه های آبخیز بر اساس کاربریها و اقلیمهای مختلف"
   Kamran Chapi, Ataollah Shirzadi, Shamim Faizi, Anita Mohammadi Bilbanabad, Saman Faizi, Negin Mahmoodmaazi, Kivan Saeedpana
   12th National Conference on Watershed Management Sciences and Engineering of Iran (Watershed Management and Environmental Crises), 2017
4. "رابطه تلفات اولیه با حداکثر نگهداشت آب در مدل شماره منحنی به منظور برآورد بهتر رواناب سطحی"
   Kamran Chapi, Ataollah Shirzadi, Shamim Faizi, Anita Mohammadi Bilbanabad, Saman Faizi
   ششمين كنفرانس ملي مديريت منابع آب ايران, 2016
5. "تحویل رسوب زمین لغزهای سطحی به عنوان چالشی زیست محیطی"
   Kamran Chapi, Ataollah Shirzadi, Ataollah Kavian, Ghorban Vahabzadeh
   The 4th International conference on Environmental challenges and Dendrochronology, 2014
6. "ارزیابی کمی فعالیت های تکتونیکی با استفاده از شاخص های ژئومورفومتری و نقش آن در مدیریت و توسعه پایدار(شهرستان بیجار)"
   Saeed Khezri, Bahare Qasemyan, Mosa Abdini, Ataollah Shirzadi
   همايش ملي علوم مديريت نوين, 2012
7. "اثر مدیریت پوشش گیاهی بر میزان فرسایش خاک با کاربرد مدل USLE"
   Kamran Chapi, Ataollah Shirzadi
   12th Iranian Soil Science Congress, 2011
8. "اولویت بندی حوضه های آبخیز در مقابل فرسایش آبی بر اساس پارامترهای ژئومورفولوژیکی، مورفومتری و GIS"
   Kamran Chapi, Ataollah Shirzadi
   12th Iranian Soil Science Congress, 2011
9. "بررسی ارتباط عناصر مغذی در خاک و پوشش گیاهی گونه دم گاوی Smirnovia iranica"
   Hamed Joneidi Jafari, SHIMA Nikoo, Maryam Zarsav, Masume Rahimi, Ataollah Shirzadi
   اولين همايش ملي تحقيقات منابع طبيعي ايران, 2010
10. "برآورد ضریب منطقه ای فولر با استفاده از تحلیل منطقه ای سیلاب"
    Kamran Chapi, Ataollah Shirzadi, Behnam Shirzadi
    ششمين همايش ملي علوم و مهندسي آبخيزداري, 2010
11. "بررسی کیفیت آب رودخانه رمشت از نظر کشاورزی و آبیاری (مطالعه موردی: رودخانه رمشت ، کردستان)"
    Behrouz Mehdinejadiani, Ataollah Shirzadi, Mahmood Shahmardani Firozjaee, Behnam Shirzadi
    هشتمين سمينار بين المللي مهندسي رودخانه, 2010
12. "بررسی تحلیلی روند تغییرات عناصر موثر در طبقه بندی کیفیت آب رودخانه ها از نظر کشاورزی و آبیاری (مطالعه موردی: رودخانه گاوه رود ، کردستان)"
    Reza AliPoor, Haydar Ali kashkouli, Behrouz Mehdinejadiani, Ataollah Shirzadi, Behnam Shirzadi
    هشتمين سمينار بين المللي مهندسي رودخانه, 2010