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

IF 2.6 3区 环境科学与生态学 Q2 ECOLOGY
Mehrsa Pouladi , Parsa Pouladi , Saba Naderian Jahromi , Foad Namjoo
{"title":"Addressing Data Limitations to Explore Management Strategies and Adaptations Using Stylized Agent-Based Modeling: A Case Study of Socio-Environmental Systems","authors":"Mehrsa Pouladi ,&nbsp;Parsa Pouladi ,&nbsp;Saba Naderian Jahromi ,&nbsp;Foad Namjoo","doi":"10.1016/j.ecolmodel.2024.110997","DOIUrl":null,"url":null,"abstract":"<div><div>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.</div></div>","PeriodicalId":51043,"journal":{"name":"Ecological Modelling","volume":"501 ","pages":"Article 110997"},"PeriodicalIF":2.6000,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Ecological Modelling","FirstCategoryId":"93","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0304380024003855","RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ECOLOGY","Score":null,"Total":0}
引用次数: 0

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.
求助全文
约1分钟内获得全文 求助全文
来源期刊
Ecological Modelling
Ecological Modelling 环境科学-生态学
CiteScore
5.60
自引率
6.50%
发文量
259
审稿时长
69 days
期刊介绍: The journal is concerned with the use of mathematical models and systems analysis for the description of ecological processes and for the sustainable management of resources. Human activity and well-being are dependent on and integrated with the functioning of ecosystems and the services they provide. We aim to understand these basic ecosystem functions using mathematical and conceptual modelling, systems analysis, thermodynamics, computer simulations, and ecological theory. This leads to a preference for process-based models embedded in theory with explicit causative agents as opposed to strictly statistical or correlative descriptions. These modelling methods can be applied to a wide spectrum of issues ranging from basic ecology to human ecology to socio-ecological systems. The journal welcomes research articles, short communications, review articles, letters to the editor, book reviews, and other communications. The journal also supports the activities of the [International Society of Ecological Modelling (ISEM)](http://www.isemna.org/).
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信