This study compares Linear Regression, Random Forest (RF), CNN, and Conv1D-LSTM+Attention for estimating WorldPop-derived population density on 500 m grids in Baghdad and Basra, Iraq (2015–2020). The raw panel contained 13,530 cell-year records, with 12,678 retained after excluding zero-population cells. Alongside conv...
Yasir Aldabbagh· Indonesian Journal of Geogra...· 0 citations
A Flood Hazard Assessment of the Dwiridj Basin area (approximately 3,537 km2 in the Maysan governorate of southernmost Iraq was done by the use of an expert-based, multicriteria, GIS-based approach that used Geographic Information Systems for spatial analysis. The five selected controlling criteria included Elevation,...
Urban areas in arid zones face distinct emissions challenges from rapid growth, high cooling demand and sparse vegetation cover, which limits the natural absorption of CO₂ and strains urban ecology. Using an integration of VHR satellite imagery with local socioeconomic and infrastructural data, this study presents a fr...
Yasir Aldabbagh· Natural Resources for Human...· 0 citations
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