Ecological Dynamics and Evolution of Cooperation in Vehicular Ad Hoc Networks

IF 2.8
Telecom Pub Date : 2023-04-25 DOI:10.3390/telecom4020014
Javad Salimi Sartakhti, Fatemeh Stodt
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引用次数: 0

Abstract

In Vehicular Ad Hoc Networks (VANETs), promoting cooperative behavior is a challenging problem for mechanism designers. Cooperative actions, such as disseminating data, can seem at odds with rationality and may benefit other vehicles at a cost to oneself. Without additional mechanisms, it is expected that cooperative behavior in the population will decrease and eventually disappear. Classical game theoretical models for cooperation, such as the public goods game, predict this outcome, but they assume fixed population sizes and overlook the ecological dynamics of the interacting vehicles. In this paper, we propose an evolutionary public goods game that incorporates VANET ecological dynamics and offers new insights for promoting cooperation. Our model considers free spaces, population density, departure rates of vehicles, and randomly composed groups for each data sender. Theoretical analysis and simulation results show that higher population densities and departure rates, due to minimum differences between pay-offs of vehicles, promote cooperative behavior. This feedback between ecological dynamics and evolutionary game dynamics leads to interesting results. Our proposed model demonstrates a new extension of evolutionary dynamics to vehicles of varying densities. We show that it is possible to promote cooperation in VANETs without the need for any supporting mechanisms. Future research can investigate the potential for using this model in practical settings.
车载Ad Hoc网络合作的生态动力学与演化
在车载自组织网络(VANETs)中,如何促进合作行为是一个具有挑战性的问题。合作行动,例如传播数据,可能看起来不符合理性,可能以牺牲自己为代价使其他交通工具受益。如果没有额外的机制,预计群体中的合作行为将减少并最终消失。经典的合作博弈理论模型,如公共产品博弈,预测了这一结果,但它们假设了固定的人口规模,忽视了相互作用的交通工具的生态动态。本文提出了一个包含VANET生态动态的演化公共产品博弈,为促进合作提供了新的思路。我们的模型考虑了空闲空间、人口密度、车辆离开率以及每个数据发送者随机组成的组。理论分析和仿真结果表明,较高的人口密度和离开率,由于车辆之间的报酬差异最小,促进了合作行为。生态动力学和进化博弈动力学之间的这种反馈导致了有趣的结果。我们提出的模型展示了进化动力学对不同密度车辆的新扩展。我们表明,在不需要任何支持机制的情况下,推进VANETs合作是可能的。未来的研究可以调查在实际环境中使用该模型的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
4.80
自引率
0.00%
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