Research Article

Assessing Water Availability and Its Impact on Environmental Pattern Changes in Baghdad City Using NDWI and Web Mapping Techniques

Volume: 11 Number: 2 December 16, 2025
EN

Assessing Water Availability and Its Impact on Environmental Pattern Changes in Baghdad City Using NDWI and Web Mapping Techniques

Abstract

The resilience of urban communities worldwide is a critical challenge, and Iraqi society, characterized by its size and numerous difficulties, is no exception. Notably, this society emerged along the banks of the Tigris and Euphrates rivers, underscoring the significance and influence of surface water extent on the rise of civilizations. Leveraging the capabilities of the Google Earth Engine platform, this research aims to assess the influence of water cover distribution in Baghdad, Iraq, through online mapping techniques. The study gathers and integrates geospatial data on surface water extent, land use, vegetation, and socio-economic factors, employing remote sensing data to evaluate changes in water bodies and land cover over time. The web-based mapping platform enables interactive visualization of the data, allowing stakeholders and decision-makers to explore the spatial connections of water cover distribution and indicators such as water availability, water quality, and land degradation. By analyzing the outcomes of this web mapping analysis, the research endeavors to provide valuable insights that can support evidence-based decision-making processes, inform urban planning strategies, and guide sustainable water resource management practices. This research contributes to a broader understanding of the intricate relationship of water cover distribution in urban areas, with the utilization of web-based mapping technologies enhancing the accessibility and usability of spatial data, thereby facilitating informed decision-making and promoting sustainable urban development in Baghdad City.

Keywords

References

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Details

Primary Language

English

Subjects

Geographical Information Systems (GIS) in Planning

Journal Section

Research Article

Early Pub Date

September 28, 2025

Publication Date

December 16, 2025

Submission Date

March 10, 2025

Acceptance Date

April 27, 2025

Published in Issue

Year 2026 Volume: 11 Number: 2

APA
Ghanbari, A., Valizadeh Kamran, K., & Abdulrida, F. (2025). Assessing Water Availability and Its Impact on Environmental Pattern Changes in Baghdad City Using NDWI and Web Mapping Techniques. International Journal of Engineering and Geosciences, 11(2), 239-251. https://doi.org/10.26833/ijeg.1654227
AMA
1.Ghanbari A, Valizadeh Kamran K, Abdulrida F. Assessing Water Availability and Its Impact on Environmental Pattern Changes in Baghdad City Using NDWI and Web Mapping Techniques. IJEG. 2025;11(2):239-251. doi:10.26833/ijeg.1654227
Chicago
Ghanbari, Abolfazl, Khalil Valizadeh Kamran, and Fadhaa Abdulrida. 2025. “Assessing Water Availability and Its Impact on Environmental Pattern Changes in Baghdad City Using NDWI and Web Mapping Techniques”. International Journal of Engineering and Geosciences 11 (2): 239-51. https://doi.org/10.26833/ijeg.1654227.
EndNote
Ghanbari A, Valizadeh Kamran K, Abdulrida F (December 1, 2025) Assessing Water Availability and Its Impact on Environmental Pattern Changes in Baghdad City Using NDWI and Web Mapping Techniques. International Journal of Engineering and Geosciences 11 2 239–251.
IEEE
[1]A. Ghanbari, K. Valizadeh Kamran, and F. Abdulrida, “Assessing Water Availability and Its Impact on Environmental Pattern Changes in Baghdad City Using NDWI and Web Mapping Techniques”, IJEG, vol. 11, no. 2, pp. 239–251, Dec. 2025, doi: 10.26833/ijeg.1654227.
ISNAD
Ghanbari, Abolfazl - Valizadeh Kamran, Khalil - Abdulrida, Fadhaa. “Assessing Water Availability and Its Impact on Environmental Pattern Changes in Baghdad City Using NDWI and Web Mapping Techniques”. International Journal of Engineering and Geosciences 11/2 (December 1, 2025): 239-251. https://doi.org/10.26833/ijeg.1654227.
JAMA
1.Ghanbari A, Valizadeh Kamran K, Abdulrida F. Assessing Water Availability and Its Impact on Environmental Pattern Changes in Baghdad City Using NDWI and Web Mapping Techniques. IJEG. 2025;11:239–251.
MLA
Ghanbari, Abolfazl, et al. “Assessing Water Availability and Its Impact on Environmental Pattern Changes in Baghdad City Using NDWI and Web Mapping Techniques”. International Journal of Engineering and Geosciences, vol. 11, no. 2, Dec. 2025, pp. 239-51, doi:10.26833/ijeg.1654227.
Vancouver
1.Abolfazl Ghanbari, Khalil Valizadeh Kamran, Fadhaa Abdulrida. Assessing Water Availability and Its Impact on Environmental Pattern Changes in Baghdad City Using NDWI and Web Mapping Techniques. IJEG. 2025 Dec. 1;11(2):239-51. doi:10.26833/ijeg.1654227