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Navigating simplicity and complexity of social-ecological systems through a dialogue between dynamical systems and agent-based models

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  • Radosavljevic, Sonja
  • Sanga, Udita
  • Schlüter, Maja

Abstract

Social-ecological systems research aims to understand the nature of social-ecological phenomena, to find ways to foster or manage conditions under which desired phenomena occur or to reduce the negative consequences of undesirable phenomena. Such challenges are often addressed using dynamical systems models (DSM) or agent-based models (ABM). Here we develop an iterative procedure for combining DSM and ABM to leverage their strengths and gain insights that surpass insights obtained by each approach separately. The procedure uses results of an ABM as inputs for a DSM development. In the following steps, results of the DSM analyses guide future analysis of the ABM and vice versa. This dialogue, more than having a tight connection between the models, enables pushing the research frontier, expanding the set of research questions and insights. We illustrate our method with the example of poverty traps and innovation in agricultural systems, but our conclusions are general and can be applied to other DSM-ABM combinations.

Suggested Citation

  • Radosavljevic, Sonja & Sanga, Udita & Schlüter, Maja, 2024. "Navigating simplicity and complexity of social-ecological systems through a dialogue between dynamical systems and agent-based models," Ecological Modelling, Elsevier, vol. 495(C).
    • Handle: RePEc:eee:ecomod:v:495:y:2024:i:c:s0304380024001765
    DOI: 10.1016/j.ecolmodel.2024.110788
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    1. An, Li & Grimm, Volker & Sullivan, Abigail & Turner II, B.L. & Malleson, Nicolas & Heppenstall, Alison & Vincenot, Christian & Robinson, Derek & Ye, Xinyue & Liu, Jianguo & Lindkvist, Emilie & Tang, W, 2021. "Challenges, tasks, and opportunities in modeling agent-based complex systems," Ecological Modelling, Elsevier, vol. 457(C).
    2. Radosavljevic, Sonja & Haider, L. Jamila & Lade, Steven J. & Schlüter, Maja, 2021. "Implications of poverty traps across levels," World Development, Elsevier, vol. 144(C).
    3. Nhim, Tum & Richter, Andries, 2022. "Path dependencies and institutional traps in water governance – Evidence from Cambodia," Ecological Economics, Elsevier, vol. 196(C).
    4. Barrett, Christopher B. & Swallow, Brent M., 2003. "Dynamic Poverty Traps and Rural Livelihoods," Working Papers 127801, Cornell University, Department of Applied Economics and Management.
    5. Gerrit Großmann & Michael Backenköhler & Verena Wolf, 2021. "Heterogeneity matters: Contact structure and individual variation shape epidemic dynamics," PLOS ONE, Public Library of Science, vol. 16(7), pages 1-19, July.
    6. Hazhir Rahmandad & John Sterman, 2008. "Heterogeneity and Network Structure in the Dynamics of Diffusion: Comparing Agent-Based and Differential Equation Models," Management Science, INFORMS, vol. 54(5), pages 998-1014, May.
    7. 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.
    8. Sonja Radosavljevic & L. Jamila Haider & Steven J. Lade & Maja Schluter, 2020. "Effective alleviation of rural poverty depends on the interplay between productivity, nutrients, water and soil quality," Papers 2004.05229, arXiv.org.
    9. 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.
    10. Eppinga, Maarten B. & de Boer, Hugo J. & Reader, Martin O. & Anderies, John M. & Santos, Maria J., 2023. "Environmental change and ecosystem functioning drive transitions in social-ecological systems: A stylized modelling approach," Ecological Economics, Elsevier, vol. 211(C).
    11. Unruh, Gregory C., 2000. "Understanding carbon lock-in," Energy Policy, Elsevier, vol. 28(12), pages 817-830, October.
    12. Thomas, Spencer A. & Lloyd, David J.B. & Skeldon, Anne C., 2016. "Equation-free analysis of agent-based models and systematic parameter determination," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 464(C), pages 27-53.
    13. Sanga, Udita & Sidibé, Amadou & Olabisi, Laura Schmitt, 2021. "Dynamic pathways of barriers and opportunities for food security and climate adaptation in Southern Mali," World Development, Elsevier, vol. 148(C).
    14. Drechsel, Pay & Gyiele, Lucy & Kunze, Dagmar & Cofie, Olufunke, 2001. "Population density, soil nutrient depletion, and economic growth in sub-Saharan Africa," Ecological Economics, Elsevier, vol. 38(2), pages 251-258, August.
    15. Brinkmann, Katja & Kübler, Daniel & Liehr, Stefan & Buerkert, Andreas, 2021. "Agent-based modelling of the social-ecological nature of poverty traps in southwestern Madagascar," Agricultural Systems, Elsevier, vol. 190(C).
    16. Radosavljevic, Sonja & Haider, L. Jamila & Lade, Steven J. & Schlüter, Maja, 2020. "Effective alleviation of rural poverty depends on the interplay between productivity, nutrients, water and soil quality," Ecological Economics, Elsevier, vol. 169(C).
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