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Addressing Data Limitations to Explore Management Strategies and Adaptations Using Stylized Agent-Based Modeling: A Case Study of Socio-Environmental Systems

Author

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  • Pouladi, Mehrsa
  • Pouladi, Parsa
  • Jahromi, Saba Naderian
  • Namjoo, Foad

Abstract

This research employs a stylized agent-based model to investigate the complex interactions between human activities and environmental processes, focusing on the Lake Urmia Basin. A key contribution of this study is promoting the application of stylized ABMs to tackle socio-environmental challenges, especially when nonlinearity and multifaceted dynamics make it difficult to compile comprehensive data for developing management strategies. The primary objective of the model is to simplify these intricate dynamics, making it easier to explore key drivers of water resource depletion and system resilience. By abstracting the system, the model allows examination of various scenarios—such as improvements in irrigation efficiency and crop management strategies—without the need for detailed real-world data. Over 100 agricultural years (timesteps), the model simulates agricultural impacts on lake water area, irrigation practices, and farmer decision-making, highlighting critical feedback loops between human behavior and environmental outcomes. The benefits of this stylized modeling approach include its flexibility in testing hypothetical scenarios and its capacity to isolate key variables that influence the dynamics of human-environment systems. This simplicity allows researchers to identify broad patterns of behavior and system responses, making it an effective tool for evaluating water management strategies. The results show that while increasing irrigation efficiency and reducing water-intensive crops can delay system collapse, the most successful scenario requires both interventions at their highest levels. However, a more practical approach involving moderate improvements in both areas could significantly enhance the system's resilience. This research emphasizes the advantages of stylized ABMs in supporting sustainable water management practices.

Suggested Citation

  • Pouladi, Mehrsa & Pouladi, Parsa & Jahromi, Saba Naderian & Namjoo, Foad, 2025. "Addressing Data Limitations to Explore Management Strategies and Adaptations Using Stylized Agent-Based Modeling: A Case Study of Socio-Environmental Systems," Ecological Modelling, Elsevier, vol. 501(C).
    • Handle: RePEc:eee:ecomod:v:501:y:2025:i:c:s0304380024003855
    DOI: 10.1016/j.ecolmodel.2024.110997
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    1. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    2. Volker Grimm & Steven F. Railsback & Christian E. Vincenot & Uta Berger & Cara Gallagher & Donald L. DeAngelis & Bruce Edmonds & Jiaqi Ge & Jarl Giske & Jürgen Groeneveld & Alice S.A. Johnston & Alex, 2020. "The ODD Protocol for Describing Agent-Based and Other Simulation Models: A Second Update to Improve Clarity, Replication, and Structural Realism," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 23(2), pages 1-7.
    3. Flannery Dolan & Jonathan Lamontagne & Robert Link & Mohamad Hejazi & Patrick Reed & Jae Edmonds, 2021. "Evaluating the economic impact of water scarcity in a changing world," Nature Communications, Nature, vol. 12(1), pages 1-10, December.
    4. Wang, Shunke & Chang, Jingjing & Xue, Jie & Sun, Huaiwei & Zeng, Fanjiang & Liu, Lei & Liu, Xin & Li, Xinxin, 2024. "Coupling behavioral economics and water management policies for agricultural land-use planning in basin irrigation districts: Agent-based socio-hydrological modeling and application," Agricultural Water Management, Elsevier, vol. 298(C).
    5. Jule Thober & Birgit Müller & Jürgen Groeneveld & Volker Grimm, 2017. "Agent-Based Modelling of Social-Ecological Systems: Achievements, Challenges, and a Way Forward," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 20(2), pages 1-8.
    6. Steven J. Lade & Alessandro Tavoni & Simon A. Levin & Maja Schl�ter, 2013. "Regime shifts in a social-ecological system," GRI Working Papers 105, Grantham Research Institute on Climate Change and the Environment.
    7. Shirmohammadi, Bagher & Malekian, Arash & Salajegheh, Ali & Taheri, Bahram & Azarnivand, Hossein & Malek, Ziga & Verburg, Peter H., 2020. "Scenario analysis for integrated water resources management under future land use change in the Urmia Lake region, Iran," Land Use Policy, Elsevier, vol. 90(C).
    8. Amir Molajou & Parsa Pouladi & Abbas Afshar, 2021. "Incorporating Social System into Water-Food-Energy Nexus," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 35(13), pages 4561-4580, October.
    9. Rianne Duinen & Tatiana Filatova & Wander Jager & Anne Veen, 2016. "Going beyond perfect rationality: drought risk, economic choices and the influence of social networks," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 57(2), pages 335-369, November.
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