遥远而近:基于主体的综合评估模型中气候与经济动态的耦合

F. Lamperti, G. Dosi, M. Napoletano, A. Roventini, Alessandro Sapio
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引用次数: 138

摘要

在这项工作中,我们开发了一个基于主体的模型,提供了一个替代标准的,可计算的一般均衡综合评估模型(iam)。反乌托邦的熊彼特会见凯恩斯(DSK)模型由属于资本品、消费品和能源部门的异质公司组成。生产和能源生产导致温室气体排放,影响温度动态。气候损害在个人层面上被建模为随机冲击,冲击工人的劳动生产率、能源效率、资本存量和企业库存。在这种情况下,总体损害是由异质的、相互作用的、有界的理性主体所遭受的损失的总和产生的。该模型的运行重点是与代表性浓度路径8.5一致的“一切照旧”碳密集型情景。我们发现,DSK模型能够解释有关经济和气候动力学的宏观和微观经验规律的广泛集合。模拟实验表明,微观和宏观层面冲击的影响之间缺乏同构性,这在复杂系统模型中是典型的。特别是,不同类型的冲击对产出增长、失业率和经济危机可能性的影响是异质的,这表明受冲击影响的不同经济渠道的重要性。总体而言,我们报告的气候损害比可比情景下标准iam预测的要大得多,这表明增长动力可能发生转变,从自我维持模式转向停滞和高波动性,需要紧急政策干预。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Faraway, So Close: Coupled Climate and Economic Dynamics in an Agent-Based Integrated Assessment Model
In this work we develop an agent-based model that offers an alternative to standard, computable general equilibrium integrated assessment models (IAMs). The Dystopian Schumpeter meeting Keynes (DSK) model is composed of heterogeneous firms belonging to capital-good, consumption-good and energy sectors. Production and energy generation lead to greenhouse gas emissions, which affect temperature dynamics. Climate damages are modelled at the individual level as stochastic shocks hitting workers' labour productivity, energy efficiency, capital stock and inventories of firms. In that, aggregate damages emerge from the aggregation of losses suffered by heterogeneous, interacting and boundedly rational agents. The model is run focusing on a business-as-usual carbon-intensive scenario consistent with a Representative Concentration Pathway 8.5. We find that the DSK model is able to account for a wide ensemble of micro- and macro-empirical regularities concerning both economic and climate dynamics. Simulation experiments show a substantial lack of isomorphism between the effects of micro- and macro-level shocks, as it is typical in complex system models. In particular, different types of shocks have heterogeneous impact on output growth, unemployment rate, and the likelihood of economic crises, pointing to the importance of the different economic channel affected by the shock. Overall, we report much larger climate damages than those projected by standard IAMs under comparable scenarios, suggesting possible shifts in the growth dynamics, from a self-sustained pattern to stagnation and high volatility, and the need of urgent policy interventions.
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