Recent studies increasingly focus on analyzing river flood patterns to better understand and manage these natural phenomena. The ability to predict and mitigate the impacts of river floods is crucial for the safety and well-being of communities residing near waterways. Computational models are at the forefront of this research, utilizing historical data and real-time environmental conditions to forecast potential flooding events.