A systematic review of agent-based modelling in the circular economy: Insights towards a general model

IF 5 2区 经济学 Q1 ECONOMICS Structural Change and Economic Dynamics Pub Date : 2024-04-04 DOI:10.1016/j.strueco.2024.03.013
Massimiliano Rizzati , Matteo Landoni
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Abstract

Circular Economy (CE) is a popular topic for governments and businesses around the world; yet, only a few comprehensive and economy-wide frameworks exist, and the consequences of the CE on economic systems stay unclear. With this systematic review, we put under scrutiny the existing contributions to Circular Economy (CE) that apply the Agent-based modelling methodology. There is an open gap in the CE literature regarding the use of ABM. The research question that guides this systematic review concerns the potential benefit of ABM for CE and how to use this methodology in the context of CE. We put in evidence three thematic areas, two agents and one process, namely producers, i.e. firms and industrial systems, consumers, i.e. households and waste disposal, and the diffusion of innovation. We infer that the former three thematic strands of literature can be further synthetized together to form a general model of the Circular Economy. This development is crucial to properly evaluate how the agent's heterogeneity affects the diffusion and the consequences of the adoption of CE practices on the economy. Research has widely applied ABM simulations to consider the impact of heterogeneity amongst individuals and their behavioural interactions on the evolution of complex systems, yet very little did it systematically about CE. Our results complement those of Computable General Equilibrium models. The review provides an interpretative framework, suggests valuable future research directions within the new comprehensive thematic area, and contributes to the theoretical and managerial discussion on agent-based modelling in the circular economy.

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循环经济中基于代理的建模系统回顾:建立通用模型的启示
循环经济(CE)是世界各国政府和企业的热门话题;然而,目前仅有少数几个全面的、全经济范围的框架,而且循环经济对经济系统的影响仍不明确。通过本系统综述,我们对现有的应用基于代理的建模方法的循环经济(CE)进行了仔细研究。在使用代理建模方法方面,循环经济文献还存在空白。指导本系统综述的研究问题涉及基于代理的建模方法对循环经济的潜在益处,以及如何在循环经济中使用这种方法。我们提出了三个专题领域、两个主体和一个过程,即生产者(即企业和工业系统)、消费者(即家庭和废物处理)以及创新的传播。我们推断,前三个专题领域的文献可以进一步综合在一起,形成循环经济的一般模型。这一发展对于正确评估行为主体的异质性如何影响循环经济实践的扩散以及采用循环经济实践对经济产生的影响至关重要。已有研究广泛应用 ABM 模拟来考虑个体间的异质性及其行为互动对复杂系统演化的影响,但很少有研究系统性地研究消费经济。我们的研究结果是对可计算一般均衡模型的补充。这篇综述提供了一个解释框架,在新的综合主题领域提出了有价值的未来研究方向,并为循环经济中基于代理建模的理论和管理讨论做出了贡献。
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来源期刊
CiteScore
9.60
自引率
4.90%
发文量
159
期刊介绍: Structural Change and Economic Dynamics publishes articles about theoretical, applied and methodological aspects of structural change in economic systems. The journal publishes work analysing dynamics and structural breaks in economic, technological, behavioural and institutional patterns.
期刊最新文献
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