Accurate mapping of land use and land cover (LULC) in arid and rapidly urbanizing environments remains challenging due to high spectral similarity among land-cover classes and the inherent topographic and environmental complexity of these regions. This study introduces a novel deep learning (DL)–based framework for m...
Abdulmajid A. Alnoamani, Tawfiq Hasanin, A. Al-Ghamdi· Scientific Reports· 0 citations
High-value sensor data generated by smart-city observatories is often inaccessible to policymakers due to technical barriers. Large language models (LLMs) have been proposed as one way to reduce this bottleneck, but their ability to process real, complex sensor databases remained largely untested. This study benchmarke...
Results demonstrate that the critical role of structured text preparation and semantic representation in enhancing model reliability, interpretability, and scalability for automated vulnerability prioritization, and underscore the critical role of structured text preparation and semantic representation in enhancing mod...
Jawharah Albarakati, Tawfiq Hasanin, Suaad Alarif· International Journal of Adv...· 0 citations
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