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Himan Shahabi

Himan Shahabi

Academic rank: Professor
ORCID:
Education: PhD.
ScopusId: 23670602300
HIndex: 0/00
Faculty: Faculty of Natural Resources
Address: Faculty of Natural Resources, University of Kurdistan, Sanandaj, Iran
Phone: 087-33664600-8 داخلی 4312
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Introduction

He specializes in remote sensing, GIS application and soft computing techniques in natural hazard with emphasis on landslide and flood, environmental problems in urban planning. .

Education

  • PhD. in Remote sensing/GIS , Universiti Teknologi Malaysia , Malaysia (2011 - 2015)
    Thesis title: Landslide Susceptibility Mapping In Central Zab Basin using GIS- Spatial Data Base and Satellite Data
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Courses

Bachelor Of Science
Master Of Science

Research activities

Journal Papers
Improving the performance of artificial intelligence models using the rotation forest technique for landslide susceptibility mapping Hen Shen, Faming Huang, Xian Fan, Himan Shahabi, Ataollah Shirzadi, Wei Chen, Xui Zhao, Cui Peng, Diue Wang (2023)
A comprehensive investigation of the causes of drying and increasing saline dust in the Urmia Lake, northwest Iran, via ground and satellite observations, synoptic analysis and machine learning models Nasim Hossein Hamzeh, Karim Shukurov, Kaveh Mohammadpour, Dimitris G. Kaskaoutis, Abbas Ranjbar Saadatabadi, Himan Shahabi (2023)
Satellite-Synoptic Monitoring of Dominant Dust Entering Western Iran Himan Shahabi, Taher Safarrad, Mazlan Hashima, Nadhir Al-Ansari (2023)
پهنه‌بندی خطر زمین‌لغزش در محور بوکان- سردشت با استفاده از مدل‌های شواهد وزنی و تابع شواهد قطعی Golan Memari, Himan Shahabi, Jalal Zandi (2023)
Soil erosion and degradation assessment integrating multi-parametric methods of RUSLE model, RS, and GIS in the Shaqlawa agricultural area, Kurdistan Region, Iraq Badeea Abdi, Kamal Kolo, Himan Shahabi (2023)
Performance improvement of the linear muskingum flood routing model using optimization algorithms and data assimilation approaches ARYAN SALVATI, Alireza Moghaddam Nia, Ali Salajegheh, Parham Moradi, Yazdan Batmani, John J. Clague, Junichi Ueno, Akbar Sheikh‑Akbari, Himan Shahabi, Ataollah Shirzadi, Shahabeddin Najafi (2023)
Landslide Susceptibility Mapping in a Mountainous Area Using Machine Learning Algorithms Himan Shahabi, Reza Ahmadi, Mohsen Ali Zadeh, Mazlan Hashima, Nadhir Al-Ansari, Effi Helmy Ariffin, Isabelle D. Wolf, Ataollah Shirzadi (2023)
Spatial Prediction of Landslides Using Hybrid Multi-Criteria Decision-Making Methods: A Case Study of the Saqqez-Marivan Mountain Road in Iran Rahim Tavakoloifar, Himan Shahabi, Mohsen Ali Zadeh, Sayed M. Bateni, Mazlan Hashima, Saman Shojae Chaeikar, Isabelle D. Wolf, Effi Helmy Ariffin, Ataollah Shirzadi (2023)
Kinematic analysis of small and slow-moving landslides using Pleiades-1 satellite data Etim Eyo, Mazlan Hashima, Mohd Nadzri Md Reba, Temel Bayrak, Himan Shahabi (2023)
Rangeland species potential mapping using machine learning algorithms Behzad Sharifipour, Bahram Gholinejad Bodagh, Ataollah Shirzadi, Himan Shahabi, Nadhir Al-Ansari, John J. Clague, Fatemeh Mansouripour, asghar Farajolahi (2023)
A comparative study for landslide susceptibility assessment using machine learning algorithms based on grid unit and slope unit Niandong Deng, Yuxin Li, Jianquan Ma, Himan Shahabi, Mazlan Hashima, Saman Shojae Chaeikar, Gabriel de Oliveira (2022)
Application of a Novel Hybrid Machine Learning Algorithm in Shallow Landslide Susceptibility Mapping in a Mountainous Area Bahare Qasemyan, Himan Shahabi, Ataollah Shirzadi, Nadhir Al-Ansari, Abolfazl Jaafari, Anuar Ahmad, Sushant K. Singh, Assefa M.Melesse, Marten Geertsema (2022)
Towards robust smart data-driven soil erodibility index prediction under different scenarios Ataollah Shirzadi, Himan Shahabi, Kamal Nabiollahi, Anuar Ahmad, Fariba golmohamadi, Sushant K. Singh, John J. Clague (2022)
A Robust Deep-Learning Model for Landslide Susceptibility Mapping: A Case Study of Kurdistan Province, Iran Bahare Qasemyan, Himan Shahabi, Ataollah Shirzadi, Nadhir Al-Ansari, Abolfazl Jaafari, Anuar Ahmad, Somayeh Ronoud, Marten Geertsema, Victoria R. Kress (2022)
Swarm intelligence optimization of the group method of data handling using the cuckoo search and whale optimization algorithms to model and predict landslides Abolfazl Jaafari, Mahdi Panahi, Davood Mafi-Gholami, Omid Rahmati, Himan Shahabi, Biswajeet Pradhan, DieuTien Bui, Lee Saro, Ataollah Shirzadi (2022)
A comparison study on the quantitative statistical methods for spatial prediction of shallow landslides (case study: Yozidar-Degaga Route in Kurdistan Province, Iran) Mitra Asadi, Leila Goli Mokhtari, Ataollah Shirzadi, Himan Shahabi, Shahram Bahrami (2022)
Landslide susceptibility modeling based on remote sensing data and data mining techniques Xiaojing Wang, Faming Huang, Xuanmei Fan, Himan Shahabi, Ataollah Shirzadi, Wei Chen, Xinxiang Lei, Xiongde Ma, Huiyuan Bian (2022)
Deep learning neural networks for spatially explicit prediction of flash flood probability Mahdi Panahi, Abolfazl Jaafari, Ataollah Shirzadi, Himan Shahabi, Omid Rahmati, DieuTien Bui, Lee Saro, Ebrahim Omidvar (2021)
Geodiversity evaluation and geoconservation using grid analysis: case study, north of Ilam Province Mehdi Ahmadi, Davoud Mokhtari, Masood Khodadadi, Himan Shahabi (2021)
Flash flood susceptibility mapping using a novel deep learning model based on deep belief network, back propagation and genetic algorithm Himan Shahabi, Ataollah Shirzadi, Somayeh Ronoud, Shahrokh Asadi, Binh Thai Pham, DieuTien Bui, John J. Clague, Marten Geertsema, Fatemeh Mansouripour (2021)
Performance Evaluation of Sentinel-2 and Landsat 8 OLI Data for Land Cover/Use Classification Using a Comparison between Machine Learning Algorithms Laleh Ghayour, Aminreza Neshat, Sin Paryani, Himan Shahabi, Ataollah Shirzadi, Anuar Ahmad, Jie Dou, Mehdi Gholamnia, Mehdi Pourmehdi Amiri, Marten Geertsema, Nadhir Al-Ansari, Wei Chen (2021)
Assessment of DSM Based on Radiometric Transformation of UAV Data Muhammad Hamid Chaudhry, Anuar Ahmad, Qudsia Gulzar, Muhammad Shahid Farid, Himan Shahabi, Nadhir Al-Ansari (2021)
Sentinel‐1 remote sensing data and Hydrologic Engineering Centres River Analysis System two‐dimensional integration for flash flood detection and modelling in New Cairo City, Egypt Ismail Elkhrachy, Quoc Bao Pham, Romulus Costache, Meriame Mohajane, Khalil Ur Rahman, Duong Tran Anh, Nguyen Thi Thuy Linh, Himan Shahabi (2021)
The performance quality of LR, SVM, and RF for earthquake-induced landslides susceptibility mapping incorporating remote sensing imagery Rui Liu, Luyao Li, Saeid Pirasteh, Zili Lai, Xin Yang, Himan Shahabi (2021)
A Multi-Sensor Comparative Analysis on the Suitability of Generated DEM from Sentinel-1 SAR Interferometry Using Statistical and Hydrological Models Ayub Mohammadi, Sadra Karimzadeh, Shazad Jamal Jalal, Khalil Valizadeh Kamran, Himan Shahabi, Nadhir Al-Ansari, Saeid Homayouni (2020)
Performance Evaluation and Comparison of Bivariate Statistical-Based Artificial Intelligence Algorithms for Spatial Prediction of Landslides Wei Chen, Zenghui Sun, Xia Zhao, Xinxiang Lei, Ataollah Shirzadi, Himan Shahabi (2020)
Flood Detection and Susceptibility Mapping Using Sentinel-1 Time Series, Alternating Decision Trees, and Bag-ADTree Models Ayub Mohammadi, Khalil Valizadeh Kamran, Sadra Karimzadeh, Himan Shahabi, Nadhir Al-Ansari (2020)
A novel ensemble learning based on Bayesian Belief Network coupled with an extreme learning machine for flash flood susceptibility mapping Ataollah Shirzadi, Shahrokh Asadi, Himan Shahabi, Somayeh Ronoud, John J. Clague, DieuTien Bui, Baharin Ben Ahmad, Binh Thai Pham, khabat khosravi (2020)
Towards an Ensemble Machine Learning Model of Random Subspace Based Functional Tree Classifier for Snow Avalanche Susceptibility Mapping AMIRHOSEIN MOSAVI, Ataollah Shirzadi, Bahram Choubin, FERESHTEH TAROMIDEH, Farzaneh Sajedi-Hosseini, ADRIENN A. DINEVA, ARYAN SALVATI, Himan Shahabi, MOSLEM BORJI (2020)
GIS-Based Machine Learning Algorithms for Gully Erosion Susceptibility Mapping in a Semi-Arid Region of Iran Xinxiang Lei, Wei Chen, Mohammadtaghi Avand, Saeid Janizadeh, Narges Kariminejad, Amir Mosavi, Ataollah Shirzadi, Himan Shahabi, Romulus Costache, Hejar Shahabi (2020)
Daily Water Level Prediction of Zrebar Lake (Iran): A Comparison between M5P, Random Forest, Random Tree and Reduced Error Pruning Trees Algorithms Viet-Ha Nhu, Himan Shahabi, Ebrahim Nohani, Ataollah Shirzadi, Nadhir Al-Ansari, Hoang Nguyen, Marten Geertsema, Shaghayegh Miraki, Sepideh Bahrami (2020)
Landslide Detection and Susceptibility Modeling on Cameron Highlands (Malaysia): A Comparison between Random Forest, Logistic Regression and Logistic Model Tree Algorithms Viet-Ha Nhu, Ayub Mohammadi, Himan Shahabi, Baharin Ben Ahmad, Nadhir Al-Ansari, Hoang Nguyen, Wei Chen, Khalil Valizadeh Kamran, Sadra Karimzadeh, Victoria R. Kress, Marten Geertsema, Ataollah Shirzadi (2020)
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 Viet-Ha Nhu, Danesh Zandi, Himan Shahabi, Kamran Chapi, Ataollah Shirzadi, Hoang Nguyen, Jie Dou, Sushant K. Singh, Nadhir Al-Ansari (2020)
Landslide Susceptibility Mapping Using Machine Learning Algorithms and Remote Sensing Data in a Tropical Environment Viet-Ha Nhu, Ayub Mohammadi, Himan Shahabi, Baharin Ben Ahmad, Nadhir Al-Ansari, Hoang Nguyen, Wei Chen, Abolfazl Jaafari, John J. Clague, Ataollah Shirzadi (2020)
Monitoring and Assessment of Water Level Fluctuations of the Lake Urmia and Its Environmental Consequences Using Multitemporal Landsat 7 ETM+ Images Viet-Ha Nhu, Ayub Mohammadi, Himan Shahabi, Ataollah Shirzadi, Nadhir Al-Ansari, Hoang Nguyen, Abolfazl Jaafari, khabat khosravi, Mehdi Ahmadi, Masood Khodadadi, Wei Chen, Baharin Ben Ahmad (2020)
Shallow Landslide Susceptibility Mapping: A Comparison between Logistic Model Tree, Logistic Regression, Naïve Bayes Tree, Artificial Neural Network, and Support Vector Machine Algorithms Viet-Ha Nhu, Ataollah Shirzadi, Himan Shahabi, Sushant K. Singh, Nadhir Al-Ansari, Baharin Ben Ahmad, Huu Duy Nguyen, Binh Thai Pham, Krzysztof Górski, Chinh Luu, Jie Dou, Shaghayegh Miraki, Wei Chen, Abolfazl Jaafari, John J. Clague (2020)
Shallow Landslide Susceptibility Mapping by Random Forest Base Classifier and Its Ensembles in a Semi-Arid Region of Iran Viet-Ha Nhu, Ataollah Shirzadi, Himan Shahabi, Wei Chen, John J. Clague, Lee Saro, Baharin Ben Ahmad, Binh Thai Pham, Davod Talebpur Asl, Shaghayegh Miraki, Mohammadtaghi Avand, Abolfazl Jaafari, Marten Geertsema (2020)
Evaluating the usage of tree-based ensemble methods in groundwater spring potential mapping Wei Chen, Xia Zhao, Paraskevas Tsangaratos, Himan Shahabi, Loanna LLia, Baharin Ben Ahmad, Xiaojing Wang, Weifeng Xue (2020)
Mapping of Groundwater Spring Potential in Karst Aquifer System Using Novel Ensemble Bivariate and Multivariate Models Viet-Ha Nhu, Omid Rahmati, Fatemeh Falah, Saeed Shojaei, Nadhir Al-Ansari, Baharin Ben Ahmad, Hoang Nguyen, Krzysztof Górski, Ataollah Shirzadi, Himan Shahabi (2020)
GIS-Based Gully Erosion Susceptibility Mapping: A Comparison of Computational Ensemble Data Mining Models Viet-Ha Nhu, Saeid Janizadeh, Mohammadtaghi Avand, Wei Chen, Mohsen Farzin, Lee Saro, Baharin Ben Ahmad, Binh Thai Pham, Fatemeh Mansoorypoor, Abolfazl Jaafari, John J. Clague, Himan Shahabi, Ataollah Shirzadi, Ebrahim Omidvar (2020)
Hybridized neural fuzzy ensembles for dust source modeling and prediction Omid Rahmati, Mahdi Panahi, Seid Saeid Ghiasi, Ravinesh C. Deo, John Tiefenbacher, DieuTien Bui, Maryamsadat Mohtashamian, Davoud Davoudi Moghaddam, Hassan Khosravi, Ataollah Shirzadi, Himan Shahabi, Aiding Kornejady, Hamid Goshtasb, Ali Jahani, Biswajeet Pradhan (2020)
Hybrid Computational Intelligence Methods for Landslide Susceptibility Mapping Guirong Wang, Xinxiang Lei, Wei Chen, Himan Shahabi, Ataollah Shirzadi (2020)
A Hybrid Intelligence Approach to Enhance the Prediction Accuracy of Local Scour Depth at Complex Bridge Piers DieuTien Bui, Ataollah Shirzadi, Ata Amini, Himan Shahabi, Nadhir Al-Ansari, Pezhman Taherei Ghazvinei, Baharin Ben Ahmad, Binh Thai Pham, Sushant K. Singh, Shahriar Hamidi (2020)
Modeling flood susceptibility using data-driven approaches of naive Bayes tree, alternating decision tree, and random forest methods Wei Chen, Yang Li, Weifeng Xue, Himan Shahabi, Shaojun Li, Baharin Ben Ahmad, Biswajeet Pradhan, Shuai Zhang, Huiyuan Bian, Xiaojing Wang, Haoyuan Hong (2020)
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 Himan Shahabi, Ataollah Shirzadi, Kayvan Ghaderi, Ebrahim Omidvar, Nadhir Al-Ansari, Anuar Ahmad, Baharin Ben Ahmad, Assefa M.Melesse, Hoang Nguyen, Ayub Mohammadi, kyoumars Habibi, Omid Rahmati, Sepideh Bahrami, Ata Amini, khabat khosravi, Marten Geertsema, John J. Clague (2020)
Groundwater Spring Potential Mapping Using Artificial Intelligence Approach Based on Kernel Logistic Regression, Random Forest, and Alternating Decision Tree Models Wei Chen, Yang Li, Paraskevas Tsangaratos, Himan Shahabi, Loanna LLia, Huiyuan Bian, Weifeng Xue (2020)
SWPT: An automated GIS-based tool for prioritization of sub-watersheds based on morphometric and topo-hydrological factors Omid Rahmati, Mahmood Samadi, Himan Shahabi, Ali Azareh, Elham Rafiei-Sardooi, Ataollah Shirzadi, Kamran Chapi, Biswajeet Pradhan, Assefa M.Melesse, Hossein Alilou (2019)
Predicting uncertainty of machine learning models for modelling nitrate pollution of groundwater using quantile regression and UNEEC methods Omid Rahmati, Bahram Choubin, Abolhasan Fathabadi, Frederic Coulon, Elinaz Soltani, DieuTien Bui, Baharin Ben Ahmad, Sabrina Cipullo, John Tiefenbacher, Eisa Mollaefar, Himan Shahabi (2019)
Novel Hybrid Integration Approach of Bagging-Based Fisher’s Linear Discriminant Function for Groundwater Potential Analysis Wei Chen, Biswajeet Pradhan, Shaojun Li, Himan Shahabi, Hossein Mojaddadi Rizeei, Shengquan Wang, Enke Hou (2019)
Flood susceptibility modelling using novel hybrid approach of reduced-error pruning trees with bagging and random subspace ensembles Wei Chen, Haoyuan Hong, Shaojun Li, Himan Shahabi, Yi Wang, Baharin Ben Ahmad, Xiaojing Wang (2019)
Flood susceptibility mapping in Dingnan County (China) using adaptive neuro-fuzzy inference system with biogeography based optimization and imperialistic competitive algorithm Yi Wang, Haoyuan Hong, Wei Chen, Shaojun Li, Mahdi Panahi, Romulus Costache, Somayeh Panahi, Himan Shahabi, Ataollah Shirzadi, khabat khosravi (2019)
A Hybrid Computational Intelligence Approach to Groundwater Spring Potential Mapping DieuTien Bui, Ataollah Shirzadi, Kamran Chapi, Himan Shahabi, Biswajeet Pradhan, Lee Saro, Baharin Ben Ahmad, khabat khosravi, Wei Chen, Vijay P. Singh, Binh Thai Pham (2019)
A novel hybrid approach of Bayesian Logistic Regression and its ensembles for landslide susceptibility assessment Mosa Abdini, Bahare Qasemyan, Ataollah Shirzadi, Himan Shahabi, Kamran Chapi, DieuTien Bui, Baharin Ben Ahmad, Binh Thai Pham (2019)
Novel hybrid artificial intelligence approach of bivariate statistical-methods-based kernel logistic regression classifier for landslide susceptibility modeling Wei Chen, Himan Shahabi, Ataollah Shirzadi, Haoyuan Hong, Aykut Akgun, Shaojun Li, A-xing Zhu, Junzhi Liu, Yingying Tian (2019)
Spatial Prediction of Landslide Susceptibility Using GIS-Based Data Mining Techniques of ANFIS with Whale Optimization Algorithm (WOA) and Grey Wolf Optimizer (GWO) Wei Chen, Haoyuan Hong, Mahdi Panahi, Himan Shahabi, Yi Wang, Baharin Ben Ahmad, DieuTien Bui, Abolfazl Jaafari, Shaojun Li, Fatemeh Rezaie, Somayeh Panahi, khabat khosravi, Ali Asghar Alesheikh, Saeid Pirasteh, Ataollah Shirzadi (2019)
Evaluating Water Level Changes at Different Tidal Phases Using UAV Photogrammetry and GNSS Vertical Data Norhafizi Mohamad, Mohd Faisal Abdul Khanan, Anuar Ahmad, Ami Hassan Md Din, Himan Shahabi (2019)
New Ensemble Models for Shallow Landslide Susceptibility Modeling in a Semi-Arid Watershed DieuTien Bui, Ataollah Shirzadi, Himan Shahabi, Marten Geertsema, Ebrahim Omidvar, Lee Saro, Baharin Ben Ahmad, Davod Talebpur Asl, Jie Dou, Binh Thai Pham, John J. Clague (2019)
SEVUCAS: A Novel GIS-Based Machine Learning Software for Seismic Vulnerability Assessment Lee Saro, Mahdi Panahi, Hamidreza Pourghasemi, Himan Shahabi, Mohsen Ali Zadeh, Baharin Ben Ahmad, Binh Thai Pham, Hamidreza Moeini, Fatemeh Rezaie, Mohamad Yekrangnia, Assefa M.Melesse, khabat khosravi, Ataollah Shirzadi (2019)
Landslide Susceptibility Assessment by Novel Hybrid Machine Learning Algorithms Binh Thai Pham, Ataollah Shirzadi, Himan Shahabi, Ebrahim Omidvar, Sushant K. Singh, Lee Saro, Nguyen Kim Quoc, Baharin Ben Ahmad, Davod Talebpur Asl, Mehebub Sahana (2019)
Development of an Artificial Intelligence Approach for Prediction of Consolidation Coefficient of Soft Soil: A Sensitivity Analysis Manh Duc Nguyen, Binh Thai Pham, Tran Thi Tuyen, Hoang Phan Hai Yen, Indra Prakash, DieuTien Bui, Nguyen Kim Quoc, Jie Dou, Himan Shahabi, Ataollah Shirzadi, Kamran Chapi, Thanh Tien Vu (2019)
Development of a Novel Hybrid Intelligence Approach for Landslide Spatial Prediction Phong Tung Nguyen, Tran Thi Tuyen, Ataollah Shirzadi, Binh Thai Pham, Himan Shahabi, DieuTien Bui, Lee Saro, Tran Thanh, Ba Thao Vu, Tran Van Phong, Indra Prakash, Hersh Entezami, Ata Amini, Ebrahim Omidvar (2019)
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 DieuTien Bui, khabat khosravi, Himan Shahabi, Prasad Daggupati, Jan Adamowski, Lee Saro, Kamran Chapi, Ataollah Shirzadi, Biswajeet Pradhan, Sepideh Bahrami, Mehrnoosh Mahmoudi, Hamidreza Pourghasemi, Binh Thai Pham, Assefa M.Melesse (2019)
Spatial prediction of landslide susceptibility by combining evidential belief function, logistic regression and logistic model tree Wei Chen, Xia Zhao, Himan Shahabi, Ataollah Shirzadi, khabat khosravi, Renwei Li, Baharin Ben Ahmad, Xiaojing Wang, Yingtao Chen, Jianquan Ma, Lingyu Zhang, Shuai Zhang, Huichan Chai (2019)
A comparative assessment of flood susceptibility modeling using Multi-Criteria Decision-Making Analysis and Machine Learning Methods Khabat Khosravi, Himan Shahabi, Binh Thai Pham, Jan Adamowski, Ataollah Shirzadi, Indra Prakash, Kamran Chapi, Haoyuan Hong, Huu Loc Ho, Gyula Gróf, Hai-Bang Ly, Jie Dou, Biswajeet Pradhan (2019)
Land-Cover Change Detection in a Part of Cameron Highlands, Malaysia Using ETM+ Satellite Imagery and Support Vector Machine (SVM) Algorithm Ayub Mohammadi, Himan Shahabi, Baharin Ben Ahmad (2019)
A Novel Ensemble Artificial Intelligence Approach for Gully Erosion Mapping in a Semi-Arid Watershed (Iran) DieuTien Bui, Ataollah Shirzadi, Himan Shahabi, Kamran Chapi, Ebrahim Omidvar, Lee Saro, Gyula Gróf, Hosein Rahmani, Baharin Ben Ahmad, Mahdi Panahi, Biswajeet Pradhan, Hossein Khaledian, Davod Talebpur Asl, Binh Thai Pham (2019)
Flood susceptibility assessment using integration of adaptive network-based fuzzy inference system (ANFIS) and biogeography-based optimization (BBO) and BAT algorithms (BA) Mohammad Ahmadlou, Mohammad Karimi, Somayeh Alizadeh, Ataollah Shirzadi, Davoud Parvinnezhad, Mahdi Panahi, Himan Shahabi (2019)
Landslide spatial modelling using novel bivariate statistical based Naïve Bayes, RBF Classifier, and RBF Network machine learning algorithms Qingfeng He, Himan Shahabi, Ataollah Shirzadi, Shaojun Li, Wei Chen, Baharin Ben Ahmad, Kamran Chapi, Xiaojing Wang, Yingtao Chen, Jianquan Ma, Huiyuan Bian, Huichan Chai, Nianqin Wang (2019)
Shallow Landslide Prediction Using a Novel Hybrid Functional Machine Learning Algorithm DieuTien Bui, Himan Shahabi, Ebrahim Omidvar, Ataollah Shirzadi, Marten Geertsema, Lee Saro, Gyula Gróf, Hosein Rahmani, Baharin Ben Ahmad, Zahra Barati, Kamran Chapi, Binh Thai Pham, Biswajeet Pradhan, Khabat Khosravi, John J. Clague (2019)
Sinkhole susceptibility mapping: a comparison between Bayes-based machine learning algorithms Kamal Taheri, Himan Shahabi, Kamran Chapi, Ataollah Shirzadi, Francisco Gutiérrez, Khabat Khosravi (2019)
Meta optimization of an adaptive neuro-fuzzy inference system with grey wolf optimizer and biogeography-based optimization algorithms for spatial prediction of landslide susceptibility Abolfazl Jaafari, Mahdi Panahi, Binh Thai Pham, Himan Shahabi, DieuTien Bui, Lee Saro, Fatemeh Rezaie (2019)
Uncertainties of prediction accuracy in shallow landslide modeling: Sample size and raster resolution Ataollah Shirzadi, Karim Solimani, Mahmood HabibnejadRoshan, Ataollah Kavian, Kamran Chapi, DieuTien Bui, Baharin Ben Ahmad, Saskia Keesstra, Himan Shahabi (2019)
Landslide susceptibility assessment at the Wuning area, China: a comparison between multi-criteria decision making, bivariate statistical and machine learning methods Haoyuan Hong, Himan Shahabi, Ataollah Shirzadi, Wei Chen, Kamran Chapi, DieuTien Bui, Yingying Tian, Arastoo Yari, Majid Shadman Roodposhti, Baharin Ben Ahmad (2019)
Land cover change mapping using a combination of Sentinel-1 data ‎and multispectral satellite imagery: A case study of Sanandaj County, Kurdistan, Iran DieuTien Bui, Himan Shahabi, Ayub Mohammadi, Baharin Ben Ahmad, Mohamad Hidayat Bin Jamal, Anuar Ahmad, Binh Thai Pham, Hosein Rahmani, Ataollah Shirzadi, Mehdi Ahmadi, Roslli Noor Mohamed (2019)
GIS Multi-Criteria Analysis by OrderedWeighted Averaging (OWA): Toward an Integrated Citrus Management Strategy Hasan Zabihi, Mohsen Ali Zadeh, Philip Kibet Langat, Mohammadreza Karami, Himan Shahabi, Lee Saro, Mohamad Nor Said, Anuar Ahmad (2019)
Hybrid Machine Learning Approaches for Landslide Susceptibility Modeling Vu Viet Nguyen, Binh Thai Pham, Ba Thao Vu, Indra Prakash, Sudan Jha, DieuTien Bui, Jyotir Moy Chatterjee, Raghvendra Kumar, Dong Nguyen Ba, Ataollah Shirzadi, Himan Shahabi (2019)
Big data in Geohazard; pattern mining and large scale analysis of landslides in Iran Hossein Shafizadeh-Moghadam, Masoud Minaei, Himan Shahabi, Julian Hagenauer (2019)
Mapping Groundwater Potential Using a Novel Hybrid Intelligence Approach Shaghayegh Miraki, Sasan Hedayati Zanganeh, Kamran Chapi, Vijay P. Singh, Ataollah Shirzadi, Binh Thai Pham, Himan Shahabi (2019)
Hybrid artificial intelligence models based on a neuro-fuzzy system and metaheuristic optimization algorithms for spatial prediction of wildfire probability Abolfazl Jaafari, Eric K. Zenner, Mahdi Panahi, Himan Shahabi (2019)
Applying population-based evolutionary algorithms and a neuro-fuzzy system for modeling landslide susceptibility Wei Chen, Mahdi Panahi, Paraskevas Tsangaratos, Himan Shahabi, Loanna LLia, Baharin Ben Ahmad, Abolfazl Jaafari, Shaojun Li, Somayeh Panahi (2019)
Land cover mapping using a novel combination model of satellite imageries: Case study of a part of the cameron highlands, Pahang, Malaysia Ayub Mohammadi, Baharin Ben Ahmad, Himan Shahabi (2018)
Landslide susceptibility modeling using Reduced Error Pruning Trees and different ensemble techniques: Hybrid machine learning approaches Binh Thai Pham, Indra Prakash, Sushant K. Singh, Ataollah Shirzadi, Himan Shahabi, DieuTien Bui, Thi-Thu-Trang Tran (2018)
Performance evaluation of the GIS-based data mining techniques of best-first decision tree, random forest, and naïve Bayes tree for landslide susceptibility modeling Wei Chen, Shuai Zhang, Renwei Li, Himan Shahabi (2018)
Landslide Susceptibility Modeling Based on GIS and Novel Bagging-Based Kernel Logistic Regression Wei Chen, Himan Shahabi, Shuai Zhang, Khabat Khosravi, Ataollah Shirzadi, Baharin Ben Ahmad, Renwei Li, Xiaojing Wang, Yingtao Chen, Jianquan Ma, Huichan Chai, Lingyu Zhang, Tingyu Zhang, Binh Thai Pham, Kamran Chapi (2018)
Modelling gully-erosion susceptibility in a semi-arid region, Iran: Investigation of applicability of certainty factor and maximum entropy models Ali Azareh, Omid Rahmati, Elham Rafiei-Sardooi, Joel B. Sankey, Lee Saro, Baharin Ben Ahmad, Himan Shahabi (2018)
Hybrid Integration Approach of Entropy with Logistic Regression and Support Vector Machine for Landslide Susceptibility Modeling Tingyu Zhang, Ling Han, Wei Chen, Himan Shahabi (2018)
Multi-Criteria Decision Making (MCDM) Model for Seismic Vulnerability Assessment (SVA) of Urban Residential Buildings Mohsen Ali Zadeh, Mazlan Hashima, Esmaeil Ali Zadeh, Himan Shahabi, Mohammadreza Karami, Hasan Zabihi, Biswajeet Pradhan, Amin Beiranvand Pour (2018)
INTEGRATION OF INSAR TECHNIQUE, GOOGLE EARTH IMAGES AND EXTENSIVE FIELD SURVEY FOR LANDSLIDE INVENTORY IN A PART OF CAMERON HIGHLANDS, PAHANG, MALAYSIA Ayub Mohammadi, Himan Shahabi, Baharin Ben Ahmad (2018)
Novel GIS Based Machine Learning Algorithms for Shallow Landslide Susceptibility Mapping Ataollah Shirzadi, Karim solaimani, Mahmood Habibnejhad, Ataollah Kavian, Kamran Chapi, DieuTien Bui, Baharin Ben Ahmad, Anuar Ahmad, Biswajeet Pradhan, Binh Thai Pham, Khabat Khosravi, Wei Chen, Himan Shahabi (2018)
Novel Hybrid Evolutionary Algorithms for Spatial Prediction of Floods DieuTien Bui, Mahdi Panahi, Himan Shahabi, Vijay P. Singh, Ataollah Shirzadi, Baharin Ben Ahmad, Shaojun Li, Somayeh Panahi, Wei Chen, Khabat Khosravi, Kamran Chapi (2018)
Groundwater spring potential modelling: Comprising the capability and robustness of three different modeling approaches Omid Rahmati, Seyed Amir Naghibi, Himan Shahabi, DieuTien Bui, Biswajeet Pradhan, Assefa M.Melesse, Aliakbar Nazari Samani, Elham Rafiei-Sardooi, Ali Azareh (2018)
A Novel Integrated Approach of Relevance Vector Machine Optimized by Imperialist Competitive Algorithm for Spatial Modeling of Shallow Landslides DieuTien Bui, Himan Shahabi, Ataollah Shirzadi, Kamran Chapi, Nhat-Duc Hoang, Lee Saro, Baharin Ben Ahmad, Mahdi Panahi, Chuyen-Trung Tran, Quang-Thanh Bui, Binh Thai Pham (2018)
Landslide Detection and Susceptibility Mapping by AIRSAR Data Using Support Vector Machine and Index of Entropy Models in Cameron Highlands, Malaysia DieuTien Bui, Himan Shahabi, Ataollah Shirzadi, Kamran Chapi, Mohsen Ali Zadeh, Yingying Tian, Haoyuan Hong, Mahdi Panahi, Baharin Ben Ahmad, Ayub Mohammadi, Wei Chen (2018)
Social Vulnerability Assessment Using Artificial Neural Network (ANN) Model for Earthquake Hazard in Tabriz City, Iran Mohsen Ali Zadeh, Esmaeil Ali Zadeh, Sara Asadollahpour Kotenaee, Himan Shahabi, Amin Beiranvand Pour, Lee Saro, Baharin Ben Ahmad, Mahdi Panahi (2018)
New Hybrids of ANFIS with Several Optimization Algorithms for Flood Susceptibility Modeling DieuTien Bui, Khabat Khosravi, Shaojun Li, Himan Shahabi, Mahdi Panahi, Baharin Ben Ahmad, Wei Chen, Somayeh Panahi, Ataollah Shirzadi, Kamran Chapi, Vijay P. Singh (2018)
Land Subsidence Susceptibility Mapping in South Korea Using Machine Learning Algorithms DieuTien Bui, Himan Shahabi, Ataollah Shirzadi, Kamran Chapi, Biswajeet Pradhan, Lee Saro, Baharin Ben Ahmad, Mahdi Panahi, Khabat Khosravi (2018)
Novel forecasting approaches using combination of machine learning and statistical models for flood susceptibility mapping Hossein Shafizadeh-Moghadam, Roozbeh Valavi, Himan Shahabi, Kamran Chapi, Ataollah Shirzadi (2018)
A comparative assessment of decision trees algorithms for flash flood susceptibility modeling at Haraz watershed, northern Iran Khabat Khosravi, Binh Thai Pham, Kamran Chapi, Ataollah Shirzadi, Himan Shahabi, DieuTien Bui, Indra Prakash, Inge Revhaug (2018)
Landslide susceptibility modelling using GIS-based machine learning techniques for Chongren County, Jiangxi Province, China Wei Chen, Jianbing Peng, Haoyuan Hong, Himan Shahabi, Biswajeet Pradhan, Zhao Duan, xiangjun pei, A-xing Zhu, Junzhi Liu (2018)
GIS-based landslide susceptibility evaluation using a novel hybrid integration approach of bivariate statistical based random forest method Wei Chen, Xiaoshen Xie, Jianbing Peng, Himan Shahabi, Haoyuan Hong, A-xing Zhu, Shaojun Li, Zhao Duan, DieuTien Bui (2018)
A novel ensemble approach of bivariate statistical-based logistic model tree classifier for landslide susceptibility assessment Wei Chen, Himan Shahabi, Ataollah Shirzadi, Tao Li, Chen Guo, Baharin Ben Ahmad, Manna Xi, Mingzhe Ma, Jiarui Hui, Di Pan, Wei Li, Haoyuan Hong (2018)
Planning for ecotourism in the protected area of Manesht and Ghelarang, Ilam Province, Iran Mehdi Ahmadi, Masood Khodadadi, Himan Shahabi (2017)
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 Wei Chen, Ataollah Shirzadi, Himan Shahabi, Baharin Ben Ahmad, Shuai Zhang, Ning Zhang, Haoyuan Hong (2017)
A novel hybrid integration model using support vector machines and random subspace for weather-triggered landslide susceptibility assessment in the Wuning area (China) Haoyuan Hong, Junzhi Liu, A_Xing Zhu, Himan Shahabi, Binh Thai Pham, Wei Chen, DieuTien Bui, Biswajeet Pradhan (2017)
A Novel Hybrid Artificial Intelligence Approach for Flood Susceptibility Assessment Kamran Chapi, Vijay P. Singh, Ataollah Shirzadi, Himan Shahabi, DieuTien Bui, Khabat Khosravi, Binh Thai Pham (2017)
A comparative study between popular statistical and machine learning methods for simulating volume of landslides Ataollah Shirzadi, Himan Shahabi, Kamran Chapi, DieuTien Bui, Binh Thai Pham, Baharin Ben Ahmad, Kaka Shahedi (2017)
Drought sensitivity mapping using two one-class support vector machine algorithms Majid Shadman Roodposhti, Taher Safarrad, Himan Shahabi (2017)
Rock fall susceptibility assessment along a mountainous road: an evaluation of bivariate statistic, analytical hierarchy process and frequency ratio Ataollah Shirzadi, Kamran Chapi, Himan Shahabi, Karim solaimani, Ataollah Kavian, Baharin Ben Ahmad (2017)
Shallow landslide susceptibility assessment using a novel hybrid intelligence approach Ataollah Shirzadi, DieuTien Bui, Binh Thai Pham, Karim solaimani, Kamran Chapi, Inge Revhaug, Himan Shahabi, Ataollah Kavian (2017)
Fuzzy Shannon Entropy: A Hybrid GIS-Based Landslide Susceptibility Mapping Method Majid Shadman Roodposhti, Jagannath Aryal, Himan Shahabi, Taher Safarrad (2016)
Assessment of WLC and Fuzzy Logic Methods for Site Selection of Water Reservoirs in Malaysia Himan Shahabi, Bakhtyar Ali Ahmad, Baharin Ben Ahmad, Mohammad Javad Taheri Amiri, Soroush Keihanfard, Saeed Ebrahimi (2016)
Application of Geographic Information System Technology in Controlling Pipeline Vandalism of Oil and Gas Industry Dalhatu Aliyu Sani, Himan Shahabi, Bakhtyar Ali Ahmad, Shilan Mirmokrigharehveran, Baharin Ben Ahmad (2016)
Landslide susceptibility mapping using GIS-based statistical models and Remote sensing data in tropical environment Himan Shahabi, Mazlan Hashima (2015)
Remote sensing and GIS-based landslide susceptibility mapping using frequency ratio, logistic regression, and fuzzy logic methods at the central Zab basin, Iran Himan Shahabi, Mazlan Hashima, Baharin Ben Ahmad (2015)
Application of moderate resolution imaging spectroradiometer snow cover maps in modeling snowmelt runoff process in the central Zab basin, Iran Himan Shahabi, Saeed Khezri, Baharin Ben Ahmad, Tajul Ariffin Musa (2014)
Landslide susceptibilitymapping at central Zab basin, Iran: A comparison between analytical hierarchy process, frequency ratio and logistic regression models Himan Shahabi, Saeed Khezri, Baharin Ben Ahmad, Mazlan Hashima (2014)
Landslide Susceptibility Mapping in Central Zab Basin in GIS-based models, Northwest of Iran Saeed Khezri, Himan Shahabi, Baharin Ben Ahmad (2013)
Application of GIS and Remote sensing Techniques in Assessment of Natural Hazards in the Central Zab Basin, Northwest of Iran Saeed Khezri, Himan Shahabi, Baharin Ben Ahmad (2013)
Application of Satellite images and fuzzy set theory in Landslide hazard Mapping in Central Zab basin Himan Shahabi, Saeed Khezri, Baharin Ben Ahmad, Hamid Allawerdi Asl (2012)
Landslide Susceptibility Mapping Using Image Satellite and GIS Technology Himan Shahabi, Baharin Ben Ahmad, Saeed Khezri (2012)
Application of Satellite Images and Comparative Study of AnalyticalHierarchy Process and Frequency Ratio Methods to LandslideSusceptibility Mapping in Central Zab Basin, Nw Iran. Himan Shahabi, Saeed Khezri, Baharin Ben Ahmad, Hamid Allawerdi Asl (2012)
Evaluation and comparison of bivariate and multivariate statistical methods for landslide susceptibility mapping (case study: Zab basin) Himan Shahabi, Baharin Ben Ahmad, Saeed Khezri (2012)
Application of Satellite remote sensing for detailed landslide inventories using Frequency ratio model and GIS Himan Shahabi, Baharin Ben Ahmad, Saeed Khezri (2012)
Application of MODIS Image satellite and GIS technique ‎in Assessment of Avalanche fall in Roads Himan Shahabi, Baharin Ben Ahmad (2011)
Conference Papers
View Angle Importance of SAR Satellite Imageries for Mapping Areas Susceptible to Floods: A Case Study of Kumamoto Prefecture, Japan Ayub Mohammadi, Himan Shahabi (2022)
Mapping Flood Prone Areas Using SAR Satellite Imageries: A Quick Approach for Crisis Management Ayub Mohammadi, Sadra Karimzadeh, Khalil Valizadeh Kamran, Himan Shahabi (2021)
Landslide inventory mapping using AIRSAR data and optical satellite images in Cameron Highlands area, Malaysia Himan Shahabi, Baharin Ben Ahmad (2017)
Evaluation of Chemical quality of karstic water of Cave (Sohoolan cave, Mahabad in Iran) Saeed Khezri, Himan Shahabi, Sara Mohammadi, Kamran Chapi (2016)
Assessment and Validation of Landslide Susceptibility Mapping in Mountainous Basin Using Spatial-Based Statistical Models and Remote Sensing Techniques Himan Shahabi, Bakhtyar Ali Ahmad (2016)
THE ZONATION OF FLASH FLOODING DISASTERS IN URBAN CATCHMENT BY USING GIS-BASED STATISTICAL MODEL AND REMOTE SENSING TECHNOLOGY Himan Shahabi (2016)
Application of Remote sensing and GIS Technique in Landslide Hazard investigation Himan Shahabi (2011)
disaster management of flooding basin by using GIS (case study: Saqqez watershed in kurdistan province in Iran country) Khalil Valizadeh Kamran, Himan Shahabi, Ali Piroti (2010)
Natural Disasters Evaluation of Landslide Hazard by Using Fuzzy Logic Khalil Valizadeh Kamran, Himan Shahabi, Ali Piroti (2010)
APPLICATION OF MULTI SOURCE REMOTE SENSING IMAGERY IN EXTRACTION OF SEISMIC RISK IN URBAN REGIONAL Himan Shahabi (2008)
Comparison of Boolean, Index Overlay and Fuzzy Logic Methods for Data Integration in Hazardous Material Disposal Center Sitting Khalil Valizadeh Kamran, Himan Shahabi (2008)
Speech
WorkShop
Books
مدل‌سازی داده-مبنا با استفاده از متلب؛ در مهندسی منابع آب و محیط زیست Mojtaba Shourian, Himan Shahabi, Edris Merufinia, Ataollah Shirzadi (2023)
Evaluation of Geo-hazard Induced by Zarand Earthquake in Central Iran Using Thermal Remote Sensing Data and GIS Hamid Allawerdi Asl, Himan Shahabi, Ayub Mohammadi, Ataollah Shirzadi, Wei Chen, Masood Khodadadi, Mehdi Ahmadi (2022)
Effects of drought on vegetative cover changes: Investigating spatiotemporal patterns Bahram Choubin, Freidoon Soleimani, Abdollah Pirnia, Farzaneh Sajedi-Hosseini, Hossein Alilou, Himan Shahabi, Vijay P. Singh, Assefa M.Melesse, Omid Rahmati (2019)
Flood susceptibility mapping at Ningdu catchment, China using bivariate and data mining techniques khabat khosravi, Assefa M.Melesse, Himan Shahabi, Ataollah Shirzadi, Kamran Chapi, Haoyuan Hong (2019)
Theses
Festival
Projects

Research interests

  • GIS modeling in urban planning issues
  • Landslide Susceptibility mapping and Hazard Modeling
  • Monitoring of Natural Hazards using Satellite images and GIS modelling
  • Hyperspectral images, Radar Data and GIS modelling
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Students

  • ایوب محمدی
    Name: Ayub Mohammadi
    AcademicLevel: PHD
    Field: Remote sensing-GIS
    Thesis: Landslide susceptibility mapping using Remote sensing data and Geographic information system-based algorithms
  • صالح میرزانیا
    Name: Saleh Mirzania
    AcademicLevel: Master
    Field: Natural Hazards
    Thesis: Spatial prediction of mass movements in mountaius road of Sanandaj-Kamyaran using advanced data mining algorithms
  • رازاوه عزیزنژاد
    Name: Razaweh Aziznejad
    AcademicLevel: Master
    Field: Watershed Management
    Thesis: Simulation of surface runoff using composite curve number
  • خدیجه داوند
    Name: Khadijeh Davand
    AcademicLevel: Master
    Field: Environmental Hazards
    Thesis: Flood Susceptibility Mapping in Ilam City using Spatial Predicting Models
  • زانیار امیری
    Name: Zaniar Amiri
    AcademicLevel: Master
    Field: Environmental Hazards - Natural
    Thesis: Spatial prediction of gully susceptibility erosion in Kolocheh of Bijar Basin
  • مهناز آزادطلب
    Name: Mahnaz Azadtalab
    AcademicLevel: Master
    Field: Environmental Hazards - Natural
    Thesis: Spatial prediction of flood hazard in Sanandaj city using ensemble models
  • دانش زندی
    Name: Danesh Zandi
    AcademicLevel: Master
    Field: Environmental Hazards - Natural
    Thesis: Spatial prediction of mass movement hazard of roads using advanced data mining algorithms in Salavat Abad Sanandaj Gorge
  • رضوان همتی
    Name: Rezvan Hemmati
    AcademicLevel: Master
    Field: Environmental Hazards - Natural
    Thesis: Survey and Analysis of Geotourism in Alisadr Cave based on Hazardology Aspect
  • مهدی نوشادی
    Name: Mehdi Nooshadi
    AcademicLevel: Master
    Field: Environmental Hazards - Natural
    Thesis: Identification and Analyzing of Geomorphological Hazards in Piranahahr-Sardasht Main Road
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Executive activities

  • Research Agent of Geomorphology department (1397 - 1398)
  • Supervisor of Scientific Student Advisor of Geomorphology (1395 - 1398)
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Scientific Societies Membership

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سخنرانی در مورد اهمیت مدلسازی GIS و تصاویر ماهواره ای در ارزیابی مخاطرات محیطی کامرون هایلند
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