This study was conducted as part of an undergraduate graduation project at Atılım University.

• Project Supervision and Conceptual Guidance: Dr. Güzin Türkmen and Dr. Arda Sezen supervised the project, provided conceptual direction, and oversaw the overall research design and execution.
• Methodology & Software Development: Beyza Kışla and Fehmi Bora Şimşek contributed to the implementation of the LSTM model, preprocessing routines, and satellite data integration.
• Data Analysis & Visualization: Funda Kayatürk was responsible for conducting statistical analysis, generating model evaluation metrics, and visualizing satellite-derived data.
• Writing – Original Draft Preparation: Beyza Kışla and Funda Kayatürk contributed to drafting the manuscript based on the findings.
• Writing – Review & Editing: Dr. Güzin Türkmen and Dr. Arda Sezen revised and edited the manuscript for academic rigor and clarity.