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Open access Sep 2026

Hamrin Lake monitoring and sustainability in Iraq using GIS-based machine learning and remote sensing

The present research is focused on the study of the changes that have occurred in Hamrin Lake and to test the ability of Geographic Information System (GIS)- based Support Vector Machine (SVM) to provide reliable water monitoring. The main objective of this research is to explore the evolution of the Lake by using GIS,...

Qayssar Ajaj, Zainab B. Mohammed · 0 citations
Aug 2026

Comparative analysis of state-of-the-art neural networks for predicting land surface temperature and NDVI patterns using earth engine data in semi-arid regions

These findings provide crucial insights for climate monitoring applications in water-scarce regions, demonstrating that attention-based mechanisms are particularly effective for capturing long-range temporal dependencies in climate data while maintaining the computational efficiency essential for real-time monitoring s...

Mokhalad A. Majeed, Qayssar Ajaj, A. Noori · 0 citations

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