TR
EN
Assessing Vegetation Response to Hydroclimatic Variability in Semi-Arid Regions: NDVI-LST-GWL Interactions
Abstract
This study examined the relationships between NDVI, EVI, NDWI, land surface temperature (LST), and groundwater level (GWL) from 2001 to 2024. NDVI anomalies showed an overall increase, with more pronounced positive deviations after 2015. A strong correlation was found between NDVI and EVI (r=0.84), and a strong negative correlation between NDWI and LST (r=-0.90). The NDVI–GWL relationship was weak (r=0.22; anomalies r=0.16). Linear and multiple regression analyses had low explanatory power (max R²=0.049; multiple regression 6.9%). Stationarity tests showed that NDVI anomalies were persistent, while LST and GWL anomalies were stationary. Granger causality tests indicated no predictive relationship between NDVI and GWL. As a result, vegetation dynamics were mainly influenced by seasonal climate cycles, with groundwater playing a small but consistent role. The weak linear correlations highlight the need to integrate rainfall, soil moisture, and land-use change using nonlinear and lagged modeling approaches.
Keywords
Ethical Statement
We confirm that this article is original research and has not been published previously in any journal in any language.
Thanks
The author thanks the Türkiye General Directorate of Water Works for the data provided.
References
- Das, A. C., Shahriar, S. A., Chowdhury, M. A., Hossain, M. L., Mahmud, S., Tusar, M. K., ... & Salam, M. A. (2023). Assessment of remote sensing-based indices for drought monitoring in the north-western region of Bangladesh. Heliyon, 9(2).
- Mishra, A. K., & Singh, V. P. (2010). A review of drought concepts. Journal of hydrology, 391(1-2), 202-216.
- Dodman, D., Hayward, B., Pelling, M., Broto, V. C., Chow, W., Chu, E., ... & Muñoz, T. A. (2022). Cities, Settlements and Key Infrastructure. In: Climate Change 2022: Impacts, Adaptation, and Vulnerability. Contribution of Working Group II to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change.
- Smith, M. D., Wilkins, K. D., Holdrege, M. C., Wilfahrt, P., Collins, S. L., Knapp, A. K., ... & Sun, W. (2024). The impacts of extreme drought have been underestimated in grasslands and shrublands worldwide. Proceedings of the National Academy of Sciences, 121(4), e2309881120.
- Buras, A., Rammig, A., & Zang, C. S. (2020). Quantifying impacts of the 2018 drought on European ecosystems in comparison to 2003. Biogeosciences, 17(6), 1655-1672
- Müller, L. M., & Bahn, M. (2022). Drought legacies and ecosystem responses to subsequent drought. Global Change Biology, 28(17), 5086-5103.
- Pacione, M. (2003). Urban environmental quality and human wellbeing—a social geographical perspective. Landscape and urban planning, 65(1-2), 19-30.
- Zhang, X., Chen, N., Sheng, H., Ip, C., Yang, L., Chen, Y., Sang, Z., Tadesse, T., Lim, T., Rajabifard, A., Bueti, C., Zeng, L., Wardlow, B., Wang, S., Tang, S., Xiong, Z., Li, D., & Niyogi, D. (2019). Urban drought challenges to 2030 sustainable development goals. The Science of the Total Environment: 693, 133536.
Details
Primary Language
English
Subjects
Hydrology (Other)
Journal Section
Research Article
Early Pub Date
September 29, 2025
Publication Date
September 30, 2025
Submission Date
July 25, 2025
Acceptance Date
August 20, 2025
Published in Issue
Year 2025 Volume: 10 Number: 3
APA
Bayazıt, E., & Kartal, V. (2025). Assessing Vegetation Response to Hydroclimatic Variability in Semi-Arid Regions: NDVI-LST-GWL Interactions. Harran Üniversitesi Mühendislik Dergisi, 10(3), 198-212. https://doi.org/10.46578/humder.1751103
AMA
1.Bayazıt E, Kartal V. Assessing Vegetation Response to Hydroclimatic Variability in Semi-Arid Regions: NDVI-LST-GWL Interactions. Harran Üniversitesi Mühendislik Dergisi. 2025;10(3):198-212. doi:10.46578/humder.1751103
Chicago
Bayazıt, Esra, and Veysi Kartal. 2025. “Assessing Vegetation Response to Hydroclimatic Variability in Semi-Arid Regions: NDVI-LST-GWL Interactions”. Harran Üniversitesi Mühendislik Dergisi 10 (3): 198-212. https://doi.org/10.46578/humder.1751103.
EndNote
Bayazıt E, Kartal V (September 1, 2025) Assessing Vegetation Response to Hydroclimatic Variability in Semi-Arid Regions: NDVI-LST-GWL Interactions. Harran Üniversitesi Mühendislik Dergisi 10 3 198–212.
IEEE
[1]E. Bayazıt and V. Kartal, “Assessing Vegetation Response to Hydroclimatic Variability in Semi-Arid Regions: NDVI-LST-GWL Interactions”, Harran Üniversitesi Mühendislik Dergisi, vol. 10, no. 3, pp. 198–212, Sept. 2025, doi: 10.46578/humder.1751103.
ISNAD
Bayazıt, Esra - Kartal, Veysi. “Assessing Vegetation Response to Hydroclimatic Variability in Semi-Arid Regions: NDVI-LST-GWL Interactions”. Harran Üniversitesi Mühendislik Dergisi 10/3 (September 1, 2025): 198-212. https://doi.org/10.46578/humder.1751103.
JAMA
1.Bayazıt E, Kartal V. Assessing Vegetation Response to Hydroclimatic Variability in Semi-Arid Regions: NDVI-LST-GWL Interactions. Harran Üniversitesi Mühendislik Dergisi. 2025;10:198–212.
MLA
Bayazıt, Esra, and Veysi Kartal. “Assessing Vegetation Response to Hydroclimatic Variability in Semi-Arid Regions: NDVI-LST-GWL Interactions”. Harran Üniversitesi Mühendislik Dergisi, vol. 10, no. 3, Sept. 2025, pp. 198-12, doi:10.46578/humder.1751103.
Vancouver
1.Esra Bayazıt, Veysi Kartal. Assessing Vegetation Response to Hydroclimatic Variability in Semi-Arid Regions: NDVI-LST-GWL Interactions. Harran Üniversitesi Mühendislik Dergisi. 2025 Sep. 1;10(3):198-212. doi:10.46578/humder.1751103