Analyzing Climatic and Environmental Trends in Iraq Using an Integrated GIS and Mann-Kendall Approach

Main Article Content

Ayman Muwafaq Ahmed
https://orcid.org/0009-0001-7855-9547
Bushra Qassim AL-Abudi
Alaa G. Khalaf

Abstract

This study investigates the spatial and temporal trends in selected climatic and environmental variables across various regions of Iraq from January to May during 2003 to 2024 using Geographic Information System (GIS) techniques and the Mann-Kendall trend test. The analysis focuses on five variables: air temperature, methane, carbon monoxide (CO), carbon dioxide (CO2), and the Soil-Adjusted Vegetation Index (SAVI).  A comprehensive dataset was compiled by integrating satellite-based observations of climatic and environmental variables, MODIS remote sensing imagery for SAVI estimation, and observational air temperature data obtained from the Iraqi Meteorological Organization and Seismology.  Temporal trends were assessed using the Mann-Kendall test, a non-parametric method for detecting monotonic changes, while the Theil-Sen slope estimator was used to quantify the rate of change over time. For spatial analysis, Iraq was classified into three climatic regions: northern, middle, and southern regions. This regional division facilitated clearer identification of spatial and seasonal variations in climate and environmental conditions. Results reveal strong regional contrasts. Middle and southern governorates experienced the highest warming rates, while northern regions showed weaker thermal changes. Methane increased significantly across all regions, whereas CO declined markedly. CO2 exhibited a consistent upward trend nationwide. SAVI trends varied across regions: northern governorates showed positive vegetation responses, whereas southern and western regions showed stagnation or decline. Overall, middle and southern Iraq face the highest environmental stress due to accelerated warming, increasing greenhouse gas concentration, and reduced vegetation resilience, emphasizing the need for targeted adaptation measures and sustainable land management strategies.

Received: Sep. 28, 2025 Revised:  Jan.  18, 2026 Accepted:Feb. 01, 2026

Article Details

Section

Articles

How to Cite

1.
Ahmed AM, AL-Abudi BQ, Khalaf AG. Analyzing Climatic and Environmental Trends in Iraq Using an Integrated GIS and Mann-Kendall Approach. IJP [Internet]. 2026 Jun. 1 [cited 2026 Jun. 2];24(2):115-39. Available from: https://ijp.uobaghdad.edu.iq/index.php/physics/article/view/1517

References

1. S. Abdulla, B. Al-Abudi, M. Mahdi, Classification of al-Hammar marshes satellite images in Iraq using artificial neural network based on coding representation, J. Eng. Appl. Sci. 14(11), 3651 (2019). https://doi.org/10.36478/jeasci.2019.3651.3658.

2. B. M. Hashim, A. Al Maliki, E. A. Alraheem, A. M. S. Al-Janabi, B. Halder, Z. M. Yaseen, Temperature and precipitation trend analysis of the Iraq Region under SRES scenarios during the twenty-first century, Theor. Appl. Climatol. 148, 881 (2022). https://doi.org/10.1007/s00704-022-03976-y.

3. G. Ahmed, D. Al-Manmi, Trend detection of average annual rainfall and temperature in Sulaymaniyah Governorate, Iraq, Anbar J. Agric. Sci. 19, 221 (2021). https://doi.org/10.32649/ajas.2021.175995.

4. F. Aswad, A. Yousif, S. Ibrahim, Trend analysis using Mann-Kendall and Sen’s slope estimator test for annual and monthly rainfall for Sinjar District, Iraq, J. Univ. Duhok 32, 501 (2020). https://doi.org/10.26682/csjuod.2020.23.2.41.

5. M. Q. Ali, Analysis of monthly temperature changes in Iraq to Duration (1950-2021), Al-Adab J. 152(152), 289 (2025). https://doi.org/10.31973/jehd0609.

6. A. A. S. M. Mail, Seasonal and Annual Changes of Rainfall in Iraq During the Period from 1992 to 2010, Alustath J. Hum. Soc. Sci. 58(4), 25 (2019). https://doi.org/10.36473/ujhss.v1i7.944.

7. K. D. Muslih, K. Błażejczyk, Assessment of bioclimatic conditions and climate change in Iraq, Theor. Appl. Climatol. 130, 583, (2017). https://doi.org/10.1007/s00704-016-1915-6.

8. M. Hamidi, A. Roshani, Investigation of climate change effects on Iraq dust activity using LSTM, Atmos. Pollut. Res. 14, 1 (2023). https://doi.org/10.1016/j.apr.2023.101874.

9. Y. K. Al-Timimi, A. M. Al-Lami, F. S. Basheer, A. Y. Awad, Impacts of climate change on thermal bioclimatic indices over Iraq, Iraqi J. Agric. Sci. 55(2), 744 (2024). https://doi.org/10.36103/j93nst49.

10. A. Allami, Z. Salih, R. Al-Bayati, A. Al-Salihi, A. Saleh, Some Comments on Air Pollution Levels over Iraq during Covid19 Pandemic Period Employing Remotely Sensed Data, J. Res. Atmos. Sci. 2, 10 (2021). https://doi.org/10.29228/resatmsci.55066.

11. Z. Frayeh, N. Hamad, Estimating long-term trends in elements and some phenomena of Iraq's climate, Dirasat Hum. Soc. Sci. 51, 33 (2024). https://doi.org/10.35516/hum.v51i1.10018.

12. D. A. Bilal, K. J. Al-Jumaily, E. A. Habbib, Air temperature trends in Baghdad, Iraq for the period 1941–2000, Int. J. Sci. Res. Publ. 3, 1 (2013).

13. A. S. Hassan, J. H. Kadhum, Analysis the Intensity of CO2 Emissions from Fossil Fuel Combustion in Iraq, Al-Mustansiriyah J. Sci. 32(2), 2 (2021). https://doi.org/10.23851/mjs.v32i2.982.

14. J. Rajab, A. Al-Salihi, Evaluation of the trends variance of atmospheric environment using MAKESENS model with spatiotemporal seasonal analysis over Iraq 2003–2021, Afr. J. Biol. Sci. 6, 118 (2024). https://doi.org/10.33472/AFJBS.6.6.2024.118-133.

15. N. Al-Ansari, Topography and climate of Iraq, J. Earth Sci. Geotech. Eng. 11, 1 (2021). https://doi.org/10.47260/jesge/1121.

16. H. B. Mann, Nonparametric tests against trend, Econometrica 13, 245 (1945). https://doi.org/10.2307/1907187.

17. R. M. Hirsch, J. R. Slack, R. A. Smith, Techniques of trend analysis for monthly water quality data, Water Resour. Res. 18(1), 107 (1982). https://doi.org/10.1029/WR018i001p00107.

18. A. R. Huete, A Soil-Adjusted Vegetation Index (SAVI), Remote Sens. Environ. 25, 295 (1988). https://doi.org/10.1016/0034-4257(88)90106-X.

19. A. Bannari, D. Morin, F. Bonn, A. R. Huete, A Review of Vegetation Indices, Remote Sens. Rev. 13, 95 (1995). https://doi.org/10.1080/02757259509532298.

20. J. L. Awange, J. B. Kiema, Fundamentals of GIS, Environ. Geoinformatics 13, 191 (2013). https://doi.org/10.1007/978-3-642-34085-7_13.

21. J. Li, A. D. Heap, A Review of Spatial Interpolation Methods for Environmental Scientists, Environ. Model. Softw. 53, 173 (2014). https://doi.org/10.1016/j.envsoft.2013.12.008.

Similar Articles

You may also start an advanced similarity search for this article.

Most read articles by the same author(s)