Browsing by Author "Titiz, I.E."

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    Water Consumption Dynamics in Izmir: Analyzing Influences of District, Seasonality, and External Events
    (Institute of Electrical and Electronics Engineers Inc., 2024) Arslan, A.; Titiz, I.E.; Gürcan, E.C.; Demir, A.
    This study investigates the patterns of water consumption in Izmir from January 2015 to January 2024, using a dataset provided by Izmir's Open Data Portal. The research aims to understand how different factors such as district, seasons, and external events like the COVID-19 pandemic influence water usage across the city. By employing statistical analysis and machine learning models including Decision Trees and K-means, this project identifies significant spatial and temporal variations in water consumption. This analysis not only aids in the efficient management of water resources but also serves as a foundation for future predictive modeling and sustainability efforts in urban settings. © 2024 IEEE.