An Agent-Based Approach to Integrated Assessment Modelling of Climate Change

Marcin Czupryna, C. Franzke, Sascha Hokamp, J. Scheffran
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引用次数: 13

Abstract

There is an ongoing discussion concerning the relationship between social welfare and climate change, and thus the required level and type of measures needed to protect the climate. Integrated assessment models (IAMs) have been extended to incorporate technological progress, heterogeneity and uncertainty, making use of a (stochastic) dynamic equilibrium approach in order to derive a solution. According to the literature, the IAM class of models does not take all the relationships among economic, social and environmental factors into account. Moreover, it does not consider these interdependencies at the micro-level, meaning that all possible consequences are not duly examined. Here, we propose an agent-based approach to analyse the relationship between economic welfare and climate protection. In particular, our aim is to analyse how the decisions of individual agents, allowing for the trade-off between economic welfare and climate protection, influence the aggregated emergent economic behaviour. Using this model, we estimate a damage function, with values in the order 3% - 4%for 2 C temperature increase and having a linear (or slightly concave) shape. We show that the heterogeneity of the agents, technological progress and the damage function may lead to lower GDP growth rates and greater temperature-related damage than what is forecast by models with solely homogeneous (representative) agents.
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基于主体的气候变化综合评估建模方法
关于社会福利和气候变化之间的关系,以及保护气候所需的措施的水平和类型,目前正在进行讨论。综合评估模型(IAMs)已经扩展到包括技术进步、异质性和不确定性,利用(随机)动态平衡方法来推导解决方案。根据文献,IAM类模型没有考虑到经济、社会和环境因素之间的所有关系。此外,它没有在微观一级考虑这些相互依存关系,这意味着没有适当审查所有可能的后果。在此,我们提出了一种基于主体的方法来分析经济福利与气候保护之间的关系。特别是,我们的目标是分析个体主体的决策如何在考虑经济福利和气候保护之间的权衡的情况下,影响总体的紧急经济行为。使用该模型,我们估计了一个损伤函数,当温度升高2℃时,其值为3% - 4%,并且具有线性(或微凹)形状。研究表明,与仅采用同质(代表性)因素的模型所预测的结果相比,因素、技术进步和损害函数的异质性可能导致GDP增长率下降和与温度相关的损害增大。
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