Artificial Intelligence and Remote Sensing for Desertification in Iraq: Overcoming Traditional Monitoring Constraints
DOI:
https://doi.org/10.21928/uhdjst.v10n1y2026.pp1-14Keywords:
Artificial Intelligence, Desertification, Iraq, Remote Sensing, Sustainable DevelopmentAbstract
Desertification is one of the most pressing environmental threats and socioeconomic issues facing Iraq, both as a result of aggravated weather and climatic conditions due to climate change and urban sprawl and as a consequence of unsustainable land use. Conventional methods of monitoring – like ground surveys and visual interpretation of satellite images – are costly and time-consuming and may not be able to monitor large-scale changes on a real-time basis. To overcome these limitations, this article 1 investigates the potential of artificial intelligence (AI), including its integration with remote sensing, in improving the detection, assessment, and prediction of land degradation. Exploiting data-driven models, AI enables rapid and reliable diagnoses toward better land management, in line with essential Sustainable Development Goals, such as food security, climate action, and biodiversity conservation. Major challenges hindering the application process in Iraq were also reported in this paper, including poor data infrastructure, lack of policy integration, and institution capacity. Finally, it suggests research directions to reinforce the AI monitoring system, to provide support for a more efficient response to desertification and sustainable development.
References
Land Degradation Neutrality Fund. “An Innovative Impact Investment Fund for Sustainable Land Use, with a Linked TA Facility”. United Nations Convention to Combat Desertification (UNCCD) and Mirova, United States, 2022.
United Nations Convention to Combat Desertification. “At Least 100 Million Hectares of Healthy Land are Now Lost Each Year”. United Nations Convention to Combat Desertification, United States, 2022.
G. Giuliani, P. Mazzetti, M. Santoro, S. Natidi, J. Van Bemmelen, G. Colangeli and A. Lehmann. “Knowledge generation using satellite earth observations to support sustainable development goals (SDG): A use case on Land degradation”. International Journal of Applied Earth Observation and Geoinformation, vol. 88, p. 102068, 2022.
B. J. Orr, A. L. Cowie, V. M. Castillo Sanchez, P. Chasek, N. D. Crossman, A. Erlewein, G. Louwagie, M. Maron, G. I. Metternicht, S. Minelli, A. E. Tengberg, S. Walter and S. Welton. “Scientific Conceptual Framework for Land Degradation Neutrality. A Report of the Science-Policy Interface”. United Nations Convention to Combat Desertification (UNCCD), Bonn, Germany, 2017.
G. Tóth, T. Hermann, M. Ravina da Silva and L. Montanarella. “Monitoring soil for sustainable development and land degradation neutrality”. Environmental Monitoring and Assessment, vol. 190, p. 57, 2018.
M. S. Kaiser. “Land Degradation: Causes, Impacts and Interlinks with the SDGs”. University of Chittagong, Bangladesh, 2021.
AI Insights. “Desertification Detection using Machine Learning and Satellite Data”. Omdena, Iraq, 2022.
A. Alhamamy. “Combating Climate Change in Iraq: A Roadmap for AI Applications Across different Sectors”. University of Mosul, Iraq, 2024.
A. Berdyyev, Y. A. Al-Masnay, M. Juliev and J. Abuduwaili. “Desertification monitoring using machine learning techniques with multiple indicators derived from sentinel-2 in turkmenistan”. Remote Sensing, vol. 16, p. 4525, 2024.
M. B. Abdullahi, A. El-Naggar, M. Omar, A. I. Murtala, M. Lawal and A. Mosa. “Land degradation, causes, implications, and sustainable management in arid and semi-arid regions: A case study of Egypt”. Egyptian Journal of Soil Science, vol. 63, no. 4, pp. 659-676, 2023.
United Nations Development Programme. “Iraq National Energy Strategy (Final Report, August 2024)”, 2024. Available from: https:// www.undp.org/sites/g/files/zskgke326/files/2024-09/undp_iq_ nes_english_final_26_8_2024.pdf [Last accessed on 2025 Jan 01]
K. O. Hamad. “Land Degradation Sensitivity and Desertification Risk in Harrir Region, Northern Iraq”. ScienceDirect, 2024. Available from: https://www.sciencedirect.com/science/article/pii/ S2405844024031542 [Last accessed on 2025 Jan 15].
Republic of Iraq Ministry of Agriculture. “Land Degradation Neutrality Targets Setting Programme: Country Report”. UNCCD, 2019. Available from: https://www.unccd.int/sites/default/files/ldn_ targets/2019-08/Iraq%20LDN%20TSP%20Country%20Report.pdf [Last accessed on 2025 Jan 03].
N. Eltaif. “Impact of climate change on Iraq: Severe water scarcity and desertification”. In: Climate Change and Water Resources. Springer, Berlin, pp. 1100-1120, 2024 Available from: https://link. springer.com/chapter/10.1007/698_ 2024_1100 [Last accessed on 2025 Jan 15].
“Iraq’s Agriculture Threatened by Desertification, Land Degradation, Climate Change”. Kurdistan24, 2024. Available from: https:// www.kurdistan24.net/en/story/394741/Iraq%27s-agriculture-threatened-by-desertification%2C-land-degradation%2C-climate-change [Last accessed on 2025 Jan 15].
S. H. K. Al-Jashaami, S. M. Almudhafa and B. A. Almayahi. “Desertification and its impact on agricultural production in Iraq”. Library Progress International, vol. 44, no. 3, pp. 15103-15111, 2024.
“Iraq: The Impacts of Climate Change on Security.” PreventionWeb, 2025. Available from: https://www.preventionweb.net/news/ drought-land-plenty-impacts-climate-change-iraqi-security [Last accessed on 2025 Apr 22].
“Iraq’s Growing Desertification Problem”. Planetary Security Initiative, 2021. Available from: https://www. planetarysecurityinitiative.org/news/iraqs-growing-desertification-problem [Last accessed on 2025 Feb 08].
“Regenerative Farming in Iraq: Challenges, Opportunities, and Policy Recommendations”. Atlantic Council, 2025. Available from: https://www.atlanticcouncil.org/in-depth-research-reports/issue-brief/regenerative-farming-in-iraq-challenges-opportunities-and-policy-recommendations [Last accessed on 2025 Apr 11].
“The Deep Roots of Iraq’s Climate Crisis”. The Century Foundation, 2023. Available from: https://tcf.org/content/report/the-deep-roots-of-iraqs-climate-crisis [Last accessed on 2025 Jan 03].
“Iraq: Expanding Deserts, Searing Temperatures, and Dying Land: Climate Crises Deepen Struggle of Farmers”. International Committee of the Red Cross, 2022. Available from: https://www.icrc. org/en/document/iraq-expanding-deserts-searing-temperatures-and-dying-land-climate-crises-deepen-struggle [Last accessed on 2025 Jan 03].
“Water Shortage Threatens Two Million People in Southern Iraq”. The Guardian, 2009. Available from: https://www.theguardian.com/ world/2009/aug/26/water-shortage-threat-iraq [Last accessed on 2025 Jan 15].
“Droughts and Increasing Desertification in the Middle East, with Special Reference to Iraq”. ResearchGate, 2022. Available from: https://www.researchgate.net/publication/361984137_climate_ change_droughts_and_increasing_desertification_in_the_middle_ east_with_special_reference_to_iraq [Last accessed on 2025 Feb 08].
K. O. Hamad and A. Surucu. “Land degradation sensitivity and desertification risk in Harrir region, Northern Iraq”. Heliyon, vol. 10, p. e27123, 2024.
M. Alkhulaifi. “The future threat of desertification in Iraq”. Revista Bionatura, vol. 8, p. 84, 2023.
Library of Progress-Library Science, Information Technology & Computer. “Desertification and its impact on agricultural production in Iraq”. BPAS Journals, vol. 44, p. 15103-15111, 2024.
R. A. Abbood, A. A. Jafarzadeh, S. Oustan and A. I. Hamad. Regional change prediction of land degradation risks in Nasr region, Dhi Qar Province, Southern Iraq”. Engineering, Technology and Applied Science Research, vol. 15, no. 2, pp. 10483-10490, 2025.
S. A. Abdulrahman. “Iraq’s desertification: The complication of environmental challenges”. National Bureau of Science, Engineering and Humanities, vo. 1, pp. 83-103, 2025.
A. S. Al-Karawi, A. M. Abdullah, M. S. Abdulraziq, A. E. Alubadi, R. N. Ajmi and E. M. Ati. “The environmental reality of desertification in Iraq”. JournalNX - A Multidisciplinary Peer Reviewed Journal, vol. 9, pp. 226-234, 2023.
“Drought in the land of plenty: The impacts of climate change on Iraqi security”. Georgetown Security Studies Review, 2025. Available from: https://georgetownsecuritystudiesreview.org/2025/01/18/ drought-in-the-land-of-plenty-the-impacts-of-climate-change-on-iraqi-security [Last accessed on 2025 Apr 22].
“Climate Change is Burying Archaeological Sites Under Tons of Sand”. Wired, 2022. Available from: https://www.wired.com/story/ drought-destroying-ancient-ruins [Last accessed on 2025 Feb 08].
V. Habibi, H. Ahmadi, M. Jaffari and A. Moeini. “Prediction of land degradation by machine learning methods: A case study from Sharifabad Watershed, Central Iran”. Earth Sciences Research Journal, vol. 25, no. 3, pp. 353-362, 2021.
D. B. Olawade, O. Z. Wada, A. O. Ige, B. I. Egbewole, A. Olojo and B. I. Oladapo. “Artificial intelligence in environmental monitoring: Advancements, challenges, and future directions”. Hygiene and Environmental Health Advances, vol. 12, p. 100114, 2024.
S. Keesstra, G. Mol, J. de Leeuw, J. Okx, C. Molenaar, M. de Cleen and S. Visser. “Soil-related sustainable development goals: Four concepts to make land degradation neutrality and restoration work”. Land, vol. 7, p. 133, 2018.
H. Eswaran and J. Dumanski. “Land Degradation and Sustainable Agriculture: A Global Perspective. In: 8th International Soil Conservation Conference, New Delhi, India. AgEcon Search, 1994.
Sarma, A. (2024). High and dry? AI and the fight against desertification. Observer Research Foundation. Available from: https://www.orfonline. org/expert-speak/high-and-dry-ai-and-the-fight-against-desertification [Last accessed on 2025 Jan 15].
S. Feng, W. Zhao, T. Zhan, Y. Yan and P. Pereira. “Land degradation neutrality: A review of progress and perspectives”. Ecological Indicators, vol. 144, p. 109530, 2022.
C. Schillaci, A. Jones, D. Vieira, M. Munafò and L. Montanarella. “Evaluation of the United Nations sustainable development goal 15.3.1 indicator of land degradation in the European Union”. Land Degradation and Development, vol. 34, pp. 250-268, 2023.
A. E. Frazier and L. Song. “AI in landscape ecology: Recent advances, perspectives, and opportunities”. Current Landscape Ecology Reports, vol. 10, p. 1, 2025.
E. Alotaibi and N. Nassif. “AI in environmental monitoring: In-depth analysis”. Discover AI, vol. 4, p. 84, 2024.
E. Okonkwo, G. U. Ndu-Anunobi and C. C. Umeokafor. “Harnessing AI for sustainable development: A pathway to achieving sustainable development goals in Africa using Nigeria as a study”. International Journal of Public Administration and Development Studies, vol. 1, no.2, pp. 37-58, 2024.
“Republic of Iraq. National Strategy for the Protection and Improvement of the Environment in Iraq (2024-2030)”, 2024. Available from: https://reliefweb.int/report/iraq/national-strategy-protection-and-improvement-environment-iraq-2024-2030-enar [Last accessed on 2024 Dec 10].
Project Management Institute. “Top 10 Ethical Considerations for AI Projects”, 2024. Available from: https://www.pmi.org/blog/ top-10-ethical-considerations-for-ai-projects [Last accessed on 2025 Feb 02].
“Law Journal Digital. Legal Perspectives on AI and Environmental Protection”, 2024. Available from: https://www.lawjournal. digital/jour/article/view/303?locale=en_US [Last accessed on 2024 Nov 15].
M. G. Turner, R. H. Gardner and R. V. O’Neill. “Ecological dynamics and landscape change: A review of theoretical advances”. Ecological Applications, vol. 10, no. 4, pp. 1251-1265, 2000.
The Guardian. “High-Tech, High-Yields: The Kenyan Farmers Deploying AI to Increase Productivity”, 2024. Available from: https:// www.theguardian.com/world/2024/sep/30/high-tech-high-yields-the-kenyan-farmers-deploying-ai-to-increase-productivity?utm_ source=chatgpt.com [Last accessed on 2025 Mar 02].
United Nations Development Programme. “Green Climate Fund Approves $54.5M Project to Reduce Deforestation and Carbon Emissions in Northern Ghana”, 2024. Available from: https://www. undp.org/africa/press-releases/green-climate-fund-approves- 545m-project-reduce-deforestation-and-carbon-emissions-northern-ghana [Last accessed on 2025 Mar 05].
Georgetown Security Studies Review. “Drought in the Land of Plenty: The Impacts of Climate Change on Iraqi Security”, 2025. Available from: https://georgetownsecuritystudiesreview. org/2025/01/18/drought-in-the-land-of-plenty-the-impacts-of-climate-change-on-iraqi-security [Last accessed on 2025 Mar 10].
D. B. Olawade, O. Z. Wada, A. O. Ige, B. I. Egbewole, A. Olojo and B. I. Oladapo. “Artificial intelligence in environmental monitoring: Advancements, challenges, and future directions”. Hygiene and Environmental Health Advances, vol. 12, p. 100114, 2024.
“Omdena. (n.d.). AI for Environment Projects”. Omdena. Available from: https://www.omdena.com/projects/ai-environment [Last accessed on 2025 Mar 19].
T. N. Ahmed and S. S. Muhamad. “Digital transformation at fuel stations in Sulaymaniyah, Kurdistan Iraq-petro-retails experience on adoption of digital payment by the consumers”. Journal of Kurdistani for Strategic Studies, vol. 7, p. 245-260, 2024.
S. S. Muhamad and T. N. Ahmed. Image-based processing of paper currency recognition and fake identification: A review. Technium, vol. 3, no. 7, pp. 46-63, 2021.
R. Bakhtyar, T. N. Ahmed, A. W. Nwry, M. H. R. Saeed and K. Wakil. “Issues, Challenges and opportunities in blockchain-based educational paradigms: A systematic literature review protocol”. Iraqi Journal for Computers and Informatics, vol. 47, no. 2, pp. 1-5, 2021.
Sanskriti IAS. “Use of AI in Desertification Prevention. Sanskriti IAS”, (n.d.). Available from: https://www.sanskritiias.com/current-affairs/use-of-ai-in-desertification-prevention [Last accessed on 2025 Feb 01].
E. Dooley, E. Roberts and S. Wunder. “Land degradation neutrality under the SDGs: National and international implementation of the land degradation neutral world target”. Elni Review, vol. 1, p. 2-9, 2015.
L. Greif, F. Röckel, A. Kimmig and J. Ovtcharova. “A systematic review of current AI techniques used in the context of the SDGs”. International Journal of Environmental Research, vol. 19, p. 1, 2025.
H. S. AlSagri and S. S. Sohail. “Evaluating the role of AI in sustainable development goals with an emphasis on “quality education”. Discover Sustainability, vol. 5, p. 458, 2024.
Chinese Academy of Sciences. Chinese Scientists Help Africa Combat Land Degradation. Chinese Academy of Sciences, 2022. Available from: https://english.cas.cn/newsroom/research_news/ earth/202206/t20220620_306718.shtml [Last accessed on 2025 Mar 02].
NASA Earth Observatory. “Persistent Dust Storms Batter Iraq. NASA Earth Observatory”, (n.d.). Available from: https:// earthobservatory.nasa.gov/images/149838/persistent-dust-storms-batter-iraq#:~:text=News%20media%20reported%20 that%20Iraq,to%20desertification%20and%20climate%20change [Last accessed on 2024 Dec 20].
Grains Green. “Iraq Loses Nearly 400,000 Acres Annually Due to Environmental Issues and Water Shortage”. Grains Green, 2024. Available from: https://grainsgreen.org/en/2024/09/29/ iraq-loses-nearly-400000-acres-annually-due-to-environmental-issues-and-water-shortage-climate-change-strainseconomy-disrupts-agriculture-and-promises-increased-desertification/#:~: text=In%20a%20clear%20and%20frank,crisis%2C%20 which%20affects%20most%20countries [Last accessed on 2025 Jan 02].
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