Research Projects


Manuscripts Under Review

  1. Islam, M. M., Ahmed, S., Nadim, M. M., Safa, N. R., Nayem, J., & Sani, M. S. S. Spatial assessment of flood-induced eco-disaster vulnerability using ensemble machine learning in the Surma-Kushiyara Basin, Bangladesh. Discover Geoscience. 
  2. Islam, M. M*., Kabir, M. N., Islam, M. A., Rupak, N. A., Prita, T. J., & Chowdhury, P. (n.d.). Unraveling the spatiotemporal patterns of afternoon heat in Bangladesh: Insights from ERA5-Land reanalysis for the pre-monsoon period. Climate Change. 
  3. Islam, M. M., Ahmed, Z., Basak, R. Assessing the Impact of Mining on Agricultural Livelihood Vulnerability and Household Food Insecurity in Bangladesh's Largest Coal Mine Area. Global Environmental Change 
  4. Kabir, M. N., Islam, M. A., Islam, Md. M.*, Hridi, T. T., Sakib, T. A., & Seum, A. B. A. Spatiotemporal Seismic Hazard Assessment of Bangladesh Using Zero-Inflated and Regime-Based Probabilistic Models. Journal of GeoRisk (Taylor & Francis). 
  5. Sikder, M. B., Kabir, M. H., Kabir, M. N., Islam, M. M., Hayakawa, Y. S., Sabbir, S. H., Biswas, S., Kazi, M. F., Rupok, N. A., & Sakib, T. A. Analyzing the Impact of Climate Change on Internally Displaced Persons in the Central Coast of Bangladesh. Journal of Geographical Systems. 
  6. Islam, Md. Mohaimenul, Islam, Md. M., Islam, M. A., Kabir, M. N., and Tawsif, S. Can Multi-Criteria Decision-Making-Based Flood Risk Assessment Reflect Community Response? Evidence from a Dynamic Floodplain in Bangladesh. Regional Environmental Change. 
  7. Bhuyan, M. M. H., Islam, M. A., Kabir, M. N., Islam, M. M., Barua, E., Terao, T., & Hayakawa, Y. S. Geospatial Identification of Flood-Induced Migration Hotspots in Northeastern Bangladesh Using Deep Learning. 
  8. Hridi, T. T., Kabir, Md. N., Islam, Md. M., Islam, Md. A., & Mahi, N.-U.-M. Observation of Drought Patterns in Western Bangladesh through Satellite and Ground-Based Data: An Experimental Study (2014–2024). Discover Hazards (Springer Nature). 
  9. Kabir, M.N., Islam, M.M., Islam, M.A., Hridi, T.T., & Mahi, N.U.M. Artificial Intelligence in Geography: A Comprehensive Review of Concepts, Methods, and Disciplinary Perspectives. Applied Spatial Analysis and Policy. 
  10. Kabir, M. N., Islam, M. A., Islam, Md. M.*, Afrose, T., Any, M. K., Biswas, S. Non-Stationary Seismic Regimes in Bangladesh Revealed by a Century-Long Earthquake Energy Record (1915–2025). Journal of Seismology 
  11. Folik, F., Islam, Md. M., and Sani, S. S. A Multi-Model Geospatial Framework for Assessing Urban Green Space, Surface Heat Dynamics, and Cooling Priorities in Sylhet City Corporation, Bangladesh. Sustainable Cities and Society 
  12. Sharmin, S., Islam, M. M., Praca, E., Singh, S., & Avtar, R. (n.d.). A geospatial assessment of climate-related displacement susceptibility in coastal Bangladesh. Discover Geoscience. 
  13. Sharmin, I., Islam, M. A., Islam, M. M., Kabir, M. N., Bhuyan, M. M. H., Rupak, N. A., & Chowdhury, P. (n.d.). How does sediment organic carbon vary across seasons and depths in the Meghna Estuary? A field-based study on Nijhum Dwip Island, Bangladesh. Estuaries and Coasts. 
  14. Labib, M. I. H., Sani, M. S. S., Islam, M. M.*, Hasan, T., Kabir, M. N., Chowdhury, P., Rupak, N. A., & Islam, M. A. (2026). Mapping relative irrigation-dependence priority in Bangladesh's Barind Tract using crop-activity-water-stress co-occurrence and explainable surrogate models. Discover Geoscience.  
  15. Sagor, J. H., Islam, M. A., Islam, M. M*., Tawsif, S., & Kabir, M. N. (n.d.). Integrating Coastal Dynamics, Ecosystem Service Value, and Ecotourism Suitability for Conservation-Oriented Planning on Sonadia Island, Bangladesh. Journal of Coastal Conservation. 
  16. Safayet, K. M., Nayeem, J., Islam, M. M.*, Urban Encroachment and Population Heat Exposure Assessment in Cumilla Sadar, Bangladesh: A Grid-Based Remote Sensing and Machine Learning Approach. Urban Climate 

Completed (Ready to Submit) 

  1. An Explainable AI-Enhanced Watershed Digital Twin for Streamflow Prediction under Hydroclimatic Extremes in the Transboundary Sari-Gowain Basin 
  2. Seasonal Water Paradox and Compound Hydroclimatic Risk Regimes in Bangladesh's Teesta River Basin: A Remote Sensing and Explainable Machine Learning Assessment.
  3. Hydroclimatic whiplash and cropland stress in the Sunamganj Haor, Bangladesh
  4. Deep Learning-Based Monthly Rainfall Forecasting Across Bangladesh Using CHIRPS Data: A CNN–LSTM Comparison
  5. Spatiotemporal Hydro-Environmental Controls on Vegetation Condition in Ratargul Swamp Forest: An Explainable Remote-Sensing and Machine-Learning Assessment 

Ongoing 

  1. Regional Frequency Analysis of Extreme Daily Rainfall in the Surma–Kushiyara Basin, Bangladesh: Quality Control, Model Evaluation, and Return-Level Estimation
  2. When Will Extreme Rainfall End? Explainable Prediction of Rainfall Persistence and Termination in the Northeastern Haor Region of Bangladesh
  3. Understanding Multi-Hazard Risks in a Changing Climate: A Review of Global Patterns, Drivers, and Impacts (2015–2025).
  4. Pre-Harvest Flood Risk and Vegetation Impacts on Boro Rice in Northeastern Bangladesh: A 25-Year Satellite Assessment