天空是极限:基于智能体模型的飞机市场扩散评估

Xueying Liu, R. Madlener
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引用次数: 16

摘要

本文提出了一种基于自适应智能体的新飞机模型序列扩散模型。在经典经济决策框架的基础上,投资决策完全基于盈利能力,我们的整体建模方法在采用决策过程中考虑了新飞机模型系列的盈利能力、灵活性以及对环境的影响。技术参数,如飞机模型系列的航程和最大起飞重量,飞机发动机的各种排放,以及日常运行数据,用于校准模型。在验证中,我们的模型产生的结果与现有飞机模型系列波音737-500的市场扩散数据相当。这一结果表明了我们的模型的适用性,该模型也可以应用于具有新一代技术的飞机上。我们的模拟表明,价格降低或排放减少可能导致更多的采用和更快的传播。此外,我们的建模方法表明,在建模投资决策过程时,不仅包括盈利能力,还包括灵活性和环境影响的整体框架可能会有所帮助。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The Sky is the Limit: Assessing Aircraft Market Diffusion with Agent-Based Modeling
This paper presents an adapted agent-based model for the diffusion of new aircraft model series. Expanding on the classical economic decision framework, where investment decision-making is entirely based on profitability, our holistic modeling approach takes into account profitability, flexibility, as well as the environmental impact of new aircraft model series in the adoption decision process. Technical parameters such as the range and maximum take-off weight of an aircraft model series, various emissions of the aircraft engine, as well as daily operational data, are used to calibrate the model. In validation, our model produces results that are comparable to data on the market diffusion of an existing aircraft model series, the Boeing 737-500. This result shows the applicability of our model, which can also subsequently be used on aircraft with new generations of technologies. Our simulation shows that a price reduction or a decrease in emissions could lead to more adoption and faster diffusion. Furthermore, our modeling approach demonstrates that a holistic framework to include not only profitability but also flexibility and environmental impact can be helpful when modeling the investment decision-making process.
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