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基于演化博弈的车辆换道研究

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车辆换道时可能存在与其他车辆发生行驶目的冲突问题,传统的方法没有考虑到车辆之间的动态博弈.为此,根据城市交通的特点以及车辆换道要考虑的各种因素,采用演化博弈的方法进行车辆换道情况分析,为车辆的行驶决策提供方案.首先利用车辆在换道时要考虑的时间损失、冲突损失、互让损失、通过收益和换道成本等因素,来构建换道车辆与所要博弈车辆的博弈矩阵,利用博弈矩阵建立车辆冲突的动力学模型,在换道车辆和所要博弈车辆都基于自身利益最大化条件下对存在的各种情况的均衡点的存在和稳定性进行分析,并对演化情况的实际状况进行说明.然后用MATLAB进行仿真验证.在不同情况下,影响车辆进行占道的主导因素也不尽相同,对影响车辆行驶结果的时间损失、冲突损失、互让损失之间的关系进行灵敏度分析.结果表明:车辆在经过博弈后演化的结果可能为采取换道冲突、采取换道不冲突、不采取换道冲突、不采取换道不冲突;发现车辆的互让损失、时间损失会促使车辆进行占道,换道成本和冲突损失会抑制车辆的占道行为.该结果解释了城市交通中存在交通冲突的原因,为车辆驾驶员行驶决策和缓解交通拥堵提供了参考.
Study on Vehicle Lane-changing Based on Evolutionary Game
Vehicles may have driving purpose conflict with other vehicles in terms of lane-changing,and traditional methods do not take into account the dynamic game among vehicles.For this reason,according to the characteristics of urban traffic and the various factors to be considered for vehicle lane-changing,the method of evolutionary game is used to analyze the situation of vehicle lane-changing,and to provide a scheme for vehicles'driving decision.First of all,the factors considered when lane-changing(e.g.time loss,conflict loss,loss of mutual concessions,profit from passage,lane-changing cost)are used to build up a game matrix with lane-changing vehicles and other vehicles in game.The dynamics model for vehicle conflict is established by using game matrix.In terms of self-interest maximization of lane-changing vehicles and other vehicles in game matrix,the existence and stability of equilibrium points in various situations are analyzed,and the actual situation of evolution are illustrated.Then the simulation is verified by using MATLAB.The dominant factors influencing vehicles to perform lane occupancy are varying in different situations.The sensitivity analysis is performed for the relationship among time loss,conflict loss,and mutual concession loss,which affect the outcome of vehicle movement.The result indicates that after evolutionary game,the possible outcomes of vehicles are taking lane-changing conflict,taking lane-changing without conflict,not taking lane-changing conflict,and not taking lane-changing without conflict.It is found that the loss of mutual concessions and the time loss would motivate vehicles to engage in lane-occupation.The lane-changing cost and the conflict loss would inhibit vehicles from lane-occupation behavior.The results explain the reasons for the existence of traffic conflicts in urban traffic,and provide a reference for driving decision and alleviating traffic congestion.

intelligent transportlane-changing analysisevolutionary gamevehicle lane-changingreplicator dynamic equation

黄开启、瞿桃欢、黄明禹、陈荣华

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江西理工大学 机电工程学院,江西 赣州 341000

智能交通 换道分析 演化博弈 车辆换道 复制者动态方程

2024

公路交通科技
交通运输部公路科学研究院

公路交通科技

CSTPCD北大核心
影响因子:1.007
ISSN:1002-0268
年,卷(期):2024.41(8)