利用参与式建模来阐明生态村的主题:一种融合的Gen-AI和模糊认知地图方法

IF 8.4 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES
Vartul Shrivastava , Shekhar Shukla
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引用次数: 0

摘要

根据联合国的定义,生态村是主要关注可持续性方面的社区。对生态村的研究至关重要,因为它有助于发现可持续实践的可操作产物。然而,许多现存的文献都研究了单个的生态村;从而引导我们从整体上研究更广泛的生态村主题。本研究旨在揭示生态村的主题,并试图提供一个全面的生态村定量评估模型。我们从全球生态村网络(GEN)中编译生态村描述,创建综合生态村描述数据集(CEDD)。然后使用生成式AI模型gpt - 40从CEDD中语义提取关键术语,并使用主题建模技术BERTopic对结果进行进一步处理以识别突出主题。18个利益相关者分享了这些主题,利用参与式建模(PM)和模糊认知地图(fcm)开发统一的生态村地图(UEM)。为了理解这些主题,我们使用Mental Modeler对UEM进行了场景分析。这种结构化的“假设”模拟方法使我们能够评估各种可持续发展举措的潜在影响。这种数据驱动的情景分析揭示了许多见解——例如,永续农业设计和可再生能源采用等举措增强了生态平衡和能源优化,而入境游客等措施可能会增加金融流动性,但同时也挑战了文化保护和社区和谐。本研究旨在提供一种微妙的、以利益相关者为中心的方法,通过研究生态村主题,可以有效地描述加强生态村管理的管理建议和政策含义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Illuminating themes of ecovillages by leveraging participatory modeling: A convergent Gen-AI and Fuzzy Cognitive Maps approach

Illuminating themes of ecovillages by leveraging participatory modeling: A convergent Gen-AI and Fuzzy Cognitive Maps approach
Ecovillages, as defined by the United Nations, are communities that focus primarily on aspects of sustainability. The research on ecovillages is vital, as it helps to uncover actionable artefacts of sustainable practices. However, much of the extant literature has examined individual ecovillages; thereby leading us to investigate broader themes of ecovillages holistically. This data-driven study aimed to uncover themes of ecovillages and attempted to furnish a comprehensive ecovillage model for quantitative assessment. We compiled ecovillage descriptions from the Global Ecovillage Network (GEN) to create the Comprehensive Ecovillage Description Dataset (CEDD). A generative AI model, GPT-4o, was then used to semantically extract key terms from CEDD, and the results were further processed using the topic modeling technique BERTopic to identify prominent themes. These themes were shared with 18 stakeholders to undertake the development of a Unified Ecovillage Map (UEM), using Participatory Modeling (PM) and Fuzzy Cognitive Maps (FCMs). To understand these themes, we conducted scenario analyses of UEM using Mental Modeler. This structured “what-if” simulation approach, allowed us to assess the potential impact of various sustainability initiatives. This data-driven scenario analyses revealed numerous insights—for instance, initiatives such as permaculture design and renewable energy adoption enhance ecological balance and energy optimization, while measures like incoming visitors may bolster financial liquidity but simultaneously challenge cultural preservation and communal harmony. This research seeks to offer a nuanced, stakeholder-centric approach by examining ecovillage themes which can effectively delineate managerial recommendations and policy implications for enhancing ecovillage management.
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来源期刊
Journal of Environmental Management
Journal of Environmental Management 环境科学-环境科学
CiteScore
13.70
自引率
5.70%
发文量
2477
审稿时长
84 days
期刊介绍: The Journal of Environmental Management is a journal for the publication of peer reviewed, original research for all aspects of management and the managed use of the environment, both natural and man-made.Critical review articles are also welcome; submission of these is strongly encouraged.
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