揭示循环经济与能源转型相互作用中的潜在主题:主题建模方法

IF 11.2 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL
Patrizio Giganti , Pasquale Marcello Falcone
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引用次数: 0

摘要

循环经济(CE)和能源转型(ET)是应对线性经济模型和化石能源系统造成的全球环境挑战的关键解决方案。这两种方法都侧重于提高能源和资源效率,同时尽量减少对环境的影响。这个基于主题建模的评论确定了CE和ET学术文献中的潜在主题,解决了传统评论中发现的主观性挑战。利用潜在狄利克雷分配(Latent Dirichlet Allocation, LDA),确定了六个主题。每个主题都阐明了经济和社会可持续性、技术创新、材料管理和电气化、废物管理、地方发展和监管政策等关键要素如何与环境能源和环境能源相互关联。这些要素共同促进了更有凝聚力和更有效的过渡。该研究强调需要协调战略和有针对性的政策,以确保环境教育和环境教育不仅共存,而且相互补充和加强。这种整体的方法对于培育一个平衡经济增长与环境保护的可持续未来至关重要。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Unveiling latent topics in the interplay of Circular Economy and Energy Transition: A Topic Modelling approach

Unveiling latent topics in the interplay of Circular Economy and Energy Transition: A Topic Modelling approach
The Circular Economy (CE) and Energy Transition (ET) are crucial solutions for addressing global environmental challenges caused by linear economic models and fossil-based energy systems. Both approaches focus on enhancing energy and resource efficiency while minimizing environmental impacts. This Topic Modelling-based review identifies latent topics within the CE and ET academic literature, tackling the challenge of subjectivity found in traditional reviews. Using Latent Dirichlet Allocation (LDA), six topics are identified. Each topic sheds light on how crucial elements – such as economic and social sustainability, technological innovation, material management and electrification, waste management, local development, and regulatory policies – are interconnected with CE and ET. Together, these elements contribute to a more cohesive and effective transition. The study emphasizes the need for coordinated strategies and targeted policies to ensure that CE and ET not only coexist but also complement and strengthen each other. This holistic approach is vital for fostering a sustainable future that balances economic growth with environmental conservation.
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来源期刊
Resources Conservation and Recycling
Resources Conservation and Recycling 环境科学-工程:环境
CiteScore
22.90
自引率
6.10%
发文量
625
审稿时长
23 days
期刊介绍: The journal Resources, Conservation & Recycling welcomes contributions from research, which consider sustainable management and conservation of resources. The journal prioritizes understanding the transformation processes crucial for transitioning toward more sustainable production and consumption systems. It highlights technological, economic, institutional, and policy aspects related to specific resource management practices such as conservation, recycling, and resource substitution, as well as broader strategies like improving resource productivity and restructuring production and consumption patterns. Contributions may address regional, national, or international scales and can range from individual resources or technologies to entire sectors or systems. Authors are encouraged to explore scientific and methodological issues alongside practical, environmental, and economic implications. However, manuscripts focusing solely on laboratory experiments without discussing their broader implications will not be considered for publication in the journal.
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