WEATHERING THE STORM IN EUROPE: USE OF AI IN CLIMATE ADAPTATION AND CHALLENGES FOR CLIMATE JUSTICE

Elif Naz Nemec

doi:10.21492/inuhfd.1732027

EN TR

Öz

WEATHERING THE STORM IN EUROPE: USE OF AI IN CLIMATE ADAPTATION AND CHALLENGES FOR CLIMATE JUSTICE

Abstract

The climate crisis is growing increasingly dire by the day, and its impacts are now significantly affecting vulnerable populations. In this context, climate adaptation and resilience measures are inclined to deploy more and more Artificial Intelligence (AI) driven tools as this technology enables analysis of immense amounts of data in a very short time span, which constitutes an auspicious instrument to understand the consequences of climate change including but not limited to extreme weather conditions, sea level rise, drought and their impact on communities. However, such tools are not free of bias and social risks. This study aims to understand the human rights risk posed by deploying AI tools in climate adaptation in Europe, particularly for vulnerable groups that are disadvantaged in becoming resilient towards climate change impacts. Accordingly, it examines whether international and European regulatory frameworks effectively address these risks. Given this background, the paper proposes certain normative and policy-based solutions to the identified gaps.

Keywords

Climate Adaptation , Climate Change , Artificial Intelligence , Human Rights , Vulnerability

AVRUPA’DA FIRTINAYI ATLATMAK: İKLİM ADAPTASYONUNDA YAPAY ZEKÂ KULLANIMI VE İKLİM ADALETİ İÇİN ZORLUKLAR

Öz

İklim krizi her geçen gün daha da vahim bir hâl almakta ve etkileri artık kırılgan grupları ciddi şekilde etkilemektedir. Bu bağlamda, iklim adaptasyonu ve dirençlilik önlemleri giderek daha fazla Yapay Zekâ (YZ) tabanlı araçların kullanımına yönelmektedir; zira bu teknoloji, çok kısa bir zaman diliminde büyük miktarda veriyi analiz etme imkânı sunarak, aşırı hava olayları, deniz seviyesinin yükselmesi, kuraklık gibi iklim değişikliğinin olumsuz sonuçlarını ve bunların topluluklar üzerindeki etkilerini anlamada umut verici bir araç teşkil etmektedir. Ancak, bu tür araçlar önyargı ve toplumsal riskleri de beraberinde getirmektedir. Bu çalışma, Avrupa’da iklim uyumu kapsamında YZ araçlarının kullanılmasının özellikle iklim değişikliğine karşı direnç geliştirmekte dezavantajlı konumda olan kırılgan gruplar açısından doğurabileceği insan hakları risklerini anlamayı amaçlamaktadır. Bu doğrultuda, uluslararası ve Avrupa düzeyindeki hukuki çerçevelerin söz konusu riskleri ne ölçüde ele aldığını incelemektedir. Bu çerçevede, çalışma, tespit edilen boşluklara yönelik bazı normatif ve politika temelli çözüm önerileri sunmaktadır.

Anahtar Kelimeler

İklim Adaptasyonu , İklim Değişikliği , Yapay Zeka , İnsan Hakları , Kırılganlık

References

AÇIKGÜL, Hacı Ali: “İklim Değişikliğinden Kaynaklı İnsan Hakları İhlalleri Nedeniyle Devletin Yargılama Yetkisine İlişkin Uluslararası İnsan Hakları Organlarınca Verilen”, Adalet Dergisi, 74, 2025, p. 249–273.
BABATUNDE, Elkanah O.: “Distributive Justice in the Age of Climate Change”, Canadian Journal of Law & Jurisprudence, 33(2), 2020, p. 263–292.
BAŞARA, Gamze Turan: “Avrupa Dijital Düzenleme Sisteminde Yapay Zekâ Yasası”, Ankara Üniversitesi Hukuk Fakültesi Dergisi, 73(4), 2025, ss. 2983–3016,
BOLAYIR, Mehmet Anıl: “Yapay Zekâ, İnsan Hakları ve İnsan Haklarının Korunması Açısından Yapay Zekânın Denetimi”, TIDE AcademIA Research, 5(2), 2024, p. 117–145.
BORDNER, Autumn/BARNETT, Jon: “The Human Right to Climate Adaptation”, Npj Climate Action, 2(1), 2023, p.. 1-4.
BULIAN Jannis et. al., “Assessing Large Language Models on Climate Information”, https://openreview.net/forum?id=IAWIgFT71j, (Accessed: 01.07.2025).
CAPITOL TECHNOLOGY UNIVERSITY, “Using AI for Disaster Management in Wildfire Scenarios”, https://www.captechu.edu/blog/ai-systems-for-disaster-management-in-wildfire-prevention, (Accessed: 01.07.2025).
CLOUGH, Emily: “Net Zero or Net Hero? The Role of AI in the Climate Crisis”, https://www.adalovelaceinstitute.org/resource/climate-change-ai/, (Accessed: 01.07.2025).
COECKELBERGH, Mark/SÆTRA, Henrik Skaug: “Climate Change and the Political Pathways of AI: The Technocracy-Democracy Dilemma in Light of Artificial Intelligence and Human Agency”, Technology in Society, 75, 2023, p. 1-7.
ÇAKAN, Seher: “Avrupa İnsan Hakları Mahkemesi’nde İklim Değişikliği Davaları”, Ankara Hacı Bayram Veli Üniversitesi Hukuk Fakültesi Dergisi, 29(1), 2025, p. 197–244.

ÇAKAN, Seher: “İklim Değişikliği ve Yaşam Hakkı: Urgenda Vakfı v. Hollanda Hükümeti Davası”, Maltepe Üniversitesi Hukuk Fakültesi Dergisi, 2023(1), p. 19–44.
ÇOLAKOĞLU, Melike: “İklim Adaleti ve Çocuk Hakları”, Dicle Üniversitesi Hukuk Fakültesi Dergisi, 28(49), 2023, ss. 469 –496.
DODSON Jenna C. et. al., “Population growth and climate change: Addressing the overlooked threat multiplier”, Science of The Total Environment, 748, 2020, Article No. 141346, p. 1-10.
DOĞRU, Barış/GÖKALP ALICA, Süheyla Suzan: İklim Mücadelesinde Ekonomik, Sosyal ve Ekolojik Adalet, İklim Değişikliği Eğitim Modülleri Serisi 16, 2019, https://www.iklimin.org/wp-content/uploads/egitimler/seri_16.pdf, (Accessed: 01.07.2025).
ECMWF, “Artificial Intelligence in DestinE: An Explainer”, https://destination-earth.eu/news/artificial intelligence-in-destine-anexplainer/, (Accessed: 01.07.2025).
ETH ZURICH, “Piloting the Flood Risk Mitigation Toolbox for Refugee Settlements”, https://un eth.ethz.ch/impact/newschannel/2024/11/piloting-the-flood-risk-mitigation-toolbox-for-refugee-settlements.html, (Accessed: 01.07.2025).
EUROPEAN COMMISSION, “Communication from the Commission to the European Parliament, the Council, the European Economic and Social Committee and the Committee of the Regions: Managing Climate Risks (COM/2024/91 final)”, https://eur-lex.europa.eu/legalcontent/EN/TXT/?uri=CELEX%3A52024DC0091, (Accessed: 01.07.2025).
EUROPEAN COMMISSION, “Destination Earth | Shaping Europe’s Digital Future”, https://digitalstrategy.ec.europa.eu/en/policies/destination-earth, (Accessed: 01.07.2025).
EUROPEAN COMMISSION, “EU Adaptation Strategy”, https://climate.ec.europa.eu/eu-action/adaptation climate-change/euadaptation-strategy_en, (Accessed: 01.07.2025).
EUROPEAN ENVIRONMENT AGENCY: “European Climate Risk Assessment EEA Report No 1/2024”, https://www.eea.europa.eu/publications/european-climate-risk-assessment, (Accessed: 01.07.2025).
GAILHOFER, Peter/SCHMIDT, Anna et al.: The Role of Artificial Intelligence in the European Green Deal, European Union, 2021.
GÖBELOĞLU, Alara: “Gelecek Nesil Hakları Perspektifi ve İklim Davaları”, in: BOZKURT, Kutluhan (ed.), Küresel Isınma ve İklim Koruma Hukuku, Legal Yayınevi, İstanbul, Şubat 2024, s. 33-69.
GÜÇLÜTÜRK, Osman Gazi: “The EU AI Act Starts Applying (Partially)”, https://ogucluturk.medium.com/the -eu-ai-act-startsapplying-partially-ac5c4f47696e, (Accessed: 01.07.2025).
HAN, Chao/ZANG, Shan: “A Comprehensive Review of Disruptive Technologies in Disaster Risk Management of Smart Cities”, Climate Risk Management, 48, 2025, p. 1-19.
HEEKS, Richard/SHEKHAR, Satyarupa: “Datafication, Development and Marginalised Urban Communities: An Applied Data Justice Framework”, Information, Communication & Society, 22(7), 2019, p. 992-1011.
HILLE, Hauke: “The EU’s AI Act: Dangerously Neglecting Environmental Risks”, https://sustain.algorithmwatch.org/en/the -eusai-act-dangerously-neglecting-environmental-risks/, (Accessed: 01.07.2025).
HUGHES, Sara / HOFFMANN, Matthew: Just Urban Transitions: Toward a Research Agenda, WIREs Climate Change, 11(3), 2020, p. 1-11.
INTERNATIONAL FUND FOR AGRICULTURAL DEVELOPMENT, “Small farms, big impacts: mainstreaming climate change for resilience and food security | FAO” https://www.fao.org/family-farming/detail/en/c/409382/, (Accessed: 01.07.2025).
JAIN, Harshita/JHA, Rashmi: “AI-Enabled Strategies for Climate Change Adaptation: Protecting Communities, Infrastructure, and Businesses from the Impacts of Climate Change”, Computational Urban Science, 3(1), 2023, p.1-17.
KALLHOFF, Angela: Climate Justice and Collective Action, London/New York, Routledge, 2021.
KAYA, Yasemin: “Paris Anlaşmasını İklim Adaleti Perspektifinden Değerlendirmek”, Uluslararası İlişkiler Dergisi, 14(54), 2017 , p. 87–106.
KLEMMER, Konstantin/KAACK, Lynn H.: “CCAI’s Comments on the EU’s Proposed Harmonized Rules on AI”, Climate Change AI, 02.11.2021, https://www.climatechange.ai/blog/2021-11-02-eu-regulation, (Accessed: 01.07.2025).
KOLDUNOV, Nikolay/JUNG, Thomas: “Local Climate Services for All, Courtesy of Large Language Models”, Communications Earth & Environment, 5(1), 2024, p. 1-4.
KUSCHE Isabel, “Possible harms of artificial intelligence and the EU AI act: fundamental rights and risk”, Journal of Risk Re search, 2024, p. 1-14.
KYRIAKOPOULOU, Danae: “What Opportunities and Risks Does AI Present for Climate Action?”, https://www.lse.ac.uk/granthaminstitute/explainers/what-opportunities-and-risks-does-ai-present-forclimate-action/, (Accessed: 01.07.2025).
LAINE, R. S.: “Everything You Should Know about X’s Mineral Project”, Thought Thinkers, 01.08.2023, https://medium.com/thought-thinkers/everything-you-should-know-about-xs-mineral-project35a4d28accb0, (Accessed: 01.07.2025).
LARTEY, Desmond/LAW, Kris M. Y.: “Artificial Intelligence Adoption in Urban Planning Governance: A Systematic Review of Advancements in Decision-Making, and Policy Making”, Landscape and Urban Planning, 258, 2025, p. 1-15.
LEFSTAD, Lina / PAAVOLA, Jouni: The evolution of climate justice claims in global climate change negotiations under the UNFCCC, Critical Policy Studies, 18(3), 2024, p. 363–388.
LIU, Zhewei/WANG, Yiming: “Artificial Intelligence for Flood Risk Management: A Comprehensive State -of-the-Art Review and Future Directions”, International Journal of Disaster Risk Reduction, 117, 2025, p. 1-14.
MACCHI, Chiara: “The Climate Change Dimension of Business and Human Rights: The Gradual Consolidation of a Concept of ‘Climate Due Diligence’”, Business and Human Rights Journal, 6(1), 2021, p. 93-119.
MALIK, S. Ali: “Linking Climate-Smart Agriculture to Farming as a Service: Mapping an Emergent Paradigm of Datafied Dispossession in India”, The Journal of Peasant Studies, 50(6), 2023, p. 2187-2209.
MEHRYAR, Sara/YAZDANPANAH, Vahid: “AI and Climate Resilience Governance”, iScience, 27(6), 2024, p. 1 -12.
MENDES BARBOSA, Luciana/WALKER, Gordon: “Epistemic Injustice, Risk Mapping and Climatic Events: Analysing Epistemic Resistance in the Context of Favela Removal in Rio de Janeiro”, Geographica Helvetica, 75(4), 2020, p. 381-391.
MOTTLEY, Mia/URSU, Maria et al.: “A Green Transition That Leaves No One Behind”, Text, European Commission, 2023, https://ec.europa.eu/commission/presscorner/detail/en/ac_23_3426, (Accessed: 01.07.2025).
NÓBREGA Sandra, EU climate law through the lens of the Aarhus Convention: Access to environmental information and public participation in EU climate change decision making, Maastricht: ProefschriftMaken, 2020.
O’DONNELLE, James, CASEY CROWNHART: “We Did the Math on AI’s Energy Footprint. Here’s the Story You Haven’t Heard.”, https://www.technologyreview.com/2025/05/20/1116327/ai-energy-usage-climate-footprintbig-tech/, (Accessed: 01.07.2025).
OFOSU-ASARE, Yaw: “Cognitive Imperialism in Artificial Intelligence: Counteracting Bias with Indigenous Epistemologies”, AI & Society, 40(4), 2025, p. 3045-3061.
OHCHR: “International Covenant on Civil and Political Rights”, https://www.ohchr.org/en/instrumentsmechanisms/instruments/international-covenant-civil-and-political-rights, (Accessed: 01.07.2025).
PARK, Sora/HUMPHRY, Justine: “Exclusion by Design: Intersections of Social, Digital and Data Exclusion”, Information, Communication & Society, 22(7), 2019, p. 934-953.
PRESTON, Christopher / CARR, Wylie: “Recognitional Justice, Climate Engineering, and the Care Approach”, Ethics, Policy & Environment, 21(3), 2018, ss. 308–323
ROOME, John: “The Digital Divide: A Challenge to Overcome in Tackling Climate Change”, https://blogs.worldbank.org/en/climatechange/digital-divide-challenge-overcome-tackling-climatechange, (Accessed: 01.07.2025).
SNOW, Jackie: “How Artificial Intelligence Can Tackle Climate Change”, https://www.nationalgeographic.com/environment/article/artificial-intelligence-climate-change, (Accessed: 01.07.2025).
SUSTAINABILITY DIRECTORY: “The Role of Digital Literacy in Climate Adaptation Strategies”, https://prism.sustainability-directory.com/scenario/the-role-of-digital-literacy-in-climate-adaptation-strategies/, (Accessed: 01.07.2025).
THE EUROPEAN PARLIAMENT AND OF THE COUNCIL: Regulation (EU) 2024/1689 of the European Parliament and of the Council of 13 June 2024 Laying Down Harmonised Rules on Artificial Intelligence (Artificial Intelligence Act), C. PE/24/2024/REV/1 § (2024), https://eur-lex.europa.eu/eli/reg/2024/1689/oj/eng, (Accessed: 01.07.2025).
THE EUROPEAN PARLIAMENT AND THE EUROPEAN COUNCIL: Directive (EU) 2024/1760 of the European Parliament and of the Council of 13 June 2024 on Corporate Sustainability Due Diligence, C. PE/9/2024/REV/1 § (2024), https://eur-lex.europa.eu/eli/dir/2024/1760/oj/eng, (Accessed: 01.07.2025).
THE EUROPEAN PARLIAMENT AND COUNCIL: Regulation (EU) 2021/1119 of 30 June 2021 (‘European Climate Law’) establishing the framework for achieving climate neutrality and amending Regulations (EC) No 401/2009 and (EU) 2018/1999, Official Journal of the European Union, L 243, 9 July 2021, pp. 1–17, https://eurlex.europa.eu/eli/reg/2021/1119/oj, (Accessed: 01.07.2025)
TUĞAÇ, Çiğdem: “İklim Değişikliği ve Yapay Zekâ: Fırsatlar ve Sorunlar”, Hitit Sosyal Bilimler Dergisi, 16(1), 2023, p. 74 –94.
UN NEWS: “Climate Change: World Likely to Breach 1.5°C Limit in Next Five Years”, https://news.un.org/en/story/2025/05/1163751, (Accessed: 01.07.2025).
UNECE: "Convention on Access to Information, Public Participation in Decision Making and Access to Justice in Environmental Matters (1998)", https://unece.org/environment-policy/public-participation/aarhus-convention/text, (Accessed: 01.07.2025).
UNITED NATIONS: “Paris Agreement (2015)”, https://unfccc.int/process-and-meetings/the-paris-agreement, (Accessed: 01.07.2025).
UNITED NATIONS GENERAL ASSEMBLY: “Promotion and Protection of Human Rights: Human Rights Questions, Including Alternative Approaches for Improving the Effective Enjoyment of Human Rights and Fundamental Freedoms”, https://digitallibrary.un.org/record/3982508, (Accessed: 01.07.2025).
VAN DEN BERGH, Tim: “How AI Can Help the World Prepare for Climate Adaptation”, World Economic Forum, 08.11.2022, https://www.weforum.org/stories/2022/11/how-artificial-intelligence-can-prepare-us-for-climateadaptation/, (Accessed: 01.07.2025).
VERSEY, H. Shellae: “Missing Pieces in the Discussion on Climate Change and Risk: Intersectionality and Compounded Vulnerability”, Policy Insights from the Behavioral and Brain Sciences, 8(1), 2021, p. 67-75.
WISHART-SMITH, Heather: “How AI Is Transforming Climate Change Prediction And Mitigation | Environmental Institute | EI”, https://www.environment.virginia.edu/news/how-ai-transforming-climate-change-prediction-andmitigation, (Accessed: 01.07.2025).

Details

Primary Language

English

Subjects

Public Law (Other)

Journal Section

Research Article

Authors

Elif Naz Nemec ^*
0000-0002-5247-1328
Czech Republic

Early Pub Date

November 1, 2025

Publication Date

December 31, 2025

Submission Date

July 2, 2025

Acceptance Date

September 21, 2025

Published in Issue

Year 2025 Volume: 16 Number: 2

DOI

https://doi.org/10.21492/inuhfd.1732027

IZ

https://izlik.org/JA86KY95AS

APA

Nemec, E. N. (2025). WEATHERING THE STORM IN EUROPE: USE OF AI IN CLIMATE ADAPTATION AND CHALLENGES FOR CLIMATE JUSTICE. İnönü Üniversitesi Hukuk Fakültesi Dergisi, 16(2), 407-420. https://doi.org/10.21492/inuhfd.1732027

AMA

1.Nemec EN. WEATHERING THE STORM IN EUROPE: USE OF AI IN CLIMATE ADAPTATION AND CHALLENGES FOR CLIMATE JUSTICE. InULR. 2025;16(2):407-420. doi:10.21492/inuhfd.1732027

Chicago

Nemec, Elif Naz. 2025. “WEATHERING THE STORM IN EUROPE: USE OF AI IN CLIMATE ADAPTATION AND CHALLENGES FOR CLIMATE JUSTICE”. İnönü Üniversitesi Hukuk Fakültesi Dergisi 16 (2): 407-20. https://doi.org/10.21492/inuhfd.1732027.

EndNote

Nemec EN (December 1, 2025) WEATHERING THE STORM IN EUROPE: USE OF AI IN CLIMATE ADAPTATION AND CHALLENGES FOR CLIMATE JUSTICE. İnönü Üniversitesi Hukuk Fakültesi Dergisi 16 2 407–420.

IEEE

[1]E. N. Nemec, “WEATHERING THE STORM IN EUROPE: USE OF AI IN CLIMATE ADAPTATION AND CHALLENGES FOR CLIMATE JUSTICE”, InULR, vol. 16, no. 2, pp. 407–420, Dec. 2025, doi: 10.21492/inuhfd.1732027.

ISNAD

Nemec, Elif Naz. “WEATHERING THE STORM IN EUROPE: USE OF AI IN CLIMATE ADAPTATION AND CHALLENGES FOR CLIMATE JUSTICE”. İnönü Üniversitesi Hukuk Fakültesi Dergisi 16/2 (December 1, 2025): 407-420. https://doi.org/10.21492/inuhfd.1732027.

JAMA

1.Nemec EN. WEATHERING THE STORM IN EUROPE: USE OF AI IN CLIMATE ADAPTATION AND CHALLENGES FOR CLIMATE JUSTICE. InULR. 2025;16:407–420.

MLA

Nemec, Elif Naz. “WEATHERING THE STORM IN EUROPE: USE OF AI IN CLIMATE ADAPTATION AND CHALLENGES FOR CLIMATE JUSTICE”. İnönü Üniversitesi Hukuk Fakültesi Dergisi, vol. 16, no. 2, Dec. 2025, pp. 407-20, doi:10.21492/inuhfd.1732027.

Vancouver

1.Elif Naz Nemec. WEATHERING THE STORM IN EUROPE: USE OF AI IN CLIMATE ADAPTATION AND CHALLENGES FOR CLIMATE JUSTICE. InULR. 2025 Dec. 1;16(2):407-20. doi:10.21492/inuhfd.1732027

Öz

WEATHERING THE STORM IN EUROPE: USE OF AI IN CLIMATE ADAPTATION AND CHALLENGES FOR CLIMATE JUSTICE

Abstract

Keywords

AVRUPA’DA FIRTINAYI ATLATMAK: İKLİM ADAPTASYONUNDA YAPAY ZEKÂ KULLANIMI VE İKLİM ADALETİ İÇİN ZORLUKLAR

Öz

Anahtar Kelimeler

References

Details

Primary Language

Subjects

Journal Section

Authors

Early Pub Date

Publication Date

Submission Date

Acceptance Date

Published in Issue

DOI

IZ

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