Dr. Ayub Mohammadi

Department of Remote Sensing and GIS

University of Tabriz, Iran

Email: mohammadi.ayub@tabrizu.ac.ir, ayubmohammadi1990@gmail.com

Qualifications

2016-2019 Ph.D., Universiti Teknologi Malaysia (UTM), Malaysia

2011-2013 M.S., University of Tehran, Iran

Publications (Selected)

1. Mohammadi, A.; Karimzadeh, S.; Valizadeh Kamran, K.; Matsuoka, M. Extraction of Land Information, Future Landscape Changes and Seismic Hazard Assessment: A Case Study of Tabriz, Iran. Sensors 2020, 20, 7010.
2. Mohammadi, A.; Karimzadeh, S.; Jalal, S.J.; Kamran, K.V.; Shahabi, H.; Homayouni, S.; Al-Ansari, N. A Multi-Sensor Comparative Analysis on the Suitability of Generated DEM from Sentinel-1 SAR Interferometry Using Statistical and Hydrological Models. Sensors 2020, 20, 7214.
3. Tien Bui, D., Shahabi, H., Shirzadi, A., Chapi, K., Alizadeh, M., Chen, W.,Mohammadi, A., ... & Tian, Y. (2018). Landslide detection and susceptibility mapping by AIRSAR data using support vector machine and index of entropy models in Cameron Highlands, Malaysia. Remote Sensing, 10(10), 1527.
4. Mohammadi, A., Kamran, K. V., Karimzadeh, S., Shahabi, H., Al-Ansari, N. (2020). Flood Detection and Susceptibility Mapping Using Sentinel-1 Time Series, Alternating Decision Trees, and Bag-ADTree Models. Complexity, 2020, 4271376.
5. Shahabi, H., Shirzadi, A., Ghaderi, K., Omidvar, E., Al-Ansari, N., Clague, J. J., ... & Rahmati, O. (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. Remote Sensing, 12(2), 266.
6. Nhu, V.-H.; Mohammadi, A.; Shahabi, H.; Shirzadi, A.; Al-Ansari, N.; Ahmad, B.B.; Chen, W.; Khodadadi, .; Ahmadi, M.; Khosravi, K.; Jaafari, A.; Nguyen, H. Monitoring and Assessment of Water Level Fluctuations of the Lake Urmia and Its Environmental Consequences Using Multitemporal Landsat 7 ETM+ Images. Int. J. Environ. Res. Public Health 2020, 17, 4210.
7. Mohammadi, A., Shahabi, H., Bin Ahmad, B. (2018). Integration of InSAR technique, Google Earth images, and extensive field survey for landslide inventory in a part of Cameron Highlands, Pahang, Malaysia. Applied Ecology and Environmental Research. 16(6):8075-8091.
8. Mohammadi, A., Shahabi, H., Bin Ahmad, Baharin. (2019). Land-cover Change Detection in a Part of Cameron Highlands, Malaysia Using ETM+ Satellite Imagery and Support Vector Machine (SVM) Algorithm. EnvironmentAsia. Vol. 12 No.2.
9. Nhu, V.-H.; Mohammadi, A.; Shahabi, H.; Ahmad, B.B.; Al-Ansari, N.; Shirzadi, A.; Clague, J.J.; Jaafari, A.; Chen, W.; Nguyen, H. Landslide Susceptibility Mapping Using Machine Learning Algorithms and Remote Sensing Data in a Tropical Environment. Int. J. Environ. Res. Public Health 2020, 17, 4933.
10. Nhu, V.-H.; Mohammadi, A.; Shahabi, H.; Ahmad, B.B.; Al-Ansari, N.; Shirzadi, A.; Geertsema, M.; R. Kress, V.; Karimzadeh, S.; Valizadeh Kamran, K.; Chen, W.; Nguyen, H. Landslide Detection and Susceptibility Modeling on Cameron Highlands (Malaysia): A Comparison between Random Forest, 5 Logistic Regression and Logistic Model Tree Algorithms. Forests 2020, 11, 830.
11. Maghsoudi, M., Navidfar, A., & Mohammadi, A. (2017). The sand dunes migration patterns in Mesr Erg region using satellite imagery analysis and wind data. Natural Environment Change, 3(1), 33-43.
12. Shahabi, H., Salari, M., Ahmad, B. B., & Mohammadi, A. (2016). Soil Erosion Hazard Mapping in Central Zab Basin Using Epm Model in GIS Environment. International Journal of Geography and Geology, 5(11), 224-235.
13. Mohammadi, A., Bin Ahmad, B., Shahabi, H. (2018). Land cover mapping using a novel combination model of satellite imageries: case study of a part of the Cameron highlands, Pahang, Malaysia. Applied ecology and environmental research 17(2):1835-1848.
14. Tien Bui, D., Shahabi, H., Mohammadi, A., Bin Ahmad, B., Bin Jamal, M. H., Noor Mohamed, R. B., Ahmadi, M., Shirzadi, A., Rahmani, H., Pham, B. T., Ahmad, A. (2019). Land cover change mapping using a combination of sentinel-1 data and multispectral satellite imagery: a case study of Sanandaj County, Kurdistan, Iran. Applied ecology and environmental research 17(3):5449-5463.
15. Mohammadi, A., Bin Ahmad, B., Shahabi, H. (2018). Mapping flood prone areas using Sentinel-1 satellite imagery in northern Kelantan, Malaysia. The European Proceedings of Social & Behavioural Sciences EpSBS. E-ISSN: 2357-1330.
16. Mohammadi, A, Bin Ahmad, B. & Shahabi, H., (2018). Extracting Digital Elevation Model from Sentinel-1 Satellite Imagery: Case Study a Part of the Cameron Highlands, Pahang, Malaysia. International Journal of Management and Applied Science. 4 (9). 109-114.
17. Mohammadi, A; Karimzadeh, S; Valizadeh, K.K; and Shahabi, H. Mapping Flood Prone Areas Using SAR Satellite Imageries: A Quick Approach for Crisis Management. The First National Conference on Geography and Environmental Hazards, University of Kurdistan, Kurdistan, Iran.
18. Mohammadi, A., Valizadeh, K.K., Karimzadeh, S., Matsuoka, M. A mediumsized rainfall-induced landslide Detection Using L- and C-band SAR Images: A Comparative Study in Agricultural Lands. 2nd Intercontinental Geoinformation Days (IGD) – 5-6 May 2021 – Mersin, Turkey.