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基于混沌遗传算法的交通灯时长调节仿真 被引量:2
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作者 杨道平 葛耿育 夏德友 《计算机仿真》 北大核心 2023年第5期192-196,共5页
路口交通信号灯的时长受车辆实时流量和通行距离约束,且车辆的不同去向也会引起差异较大的时间差,因此当前交通灯仍无法根据实际交通情况的自适应调节时长。为此,提出基于混沌遗传算法的交通灯时长自适应调节方法。通过对车辆、道路网... 路口交通信号灯的时长受车辆实时流量和通行距离约束,且车辆的不同去向也会引起差异较大的时间差,因此当前交通灯仍无法根据实际交通情况的自适应调节时长。为此,提出基于混沌遗传算法的交通灯时长自适应调节方法。通过对车辆、道路网络、行驶状态的描述,构建交通控制模型。基于此,采用改进混沌遗传算法优化模型参数。通过模拟退火算法加快混沌遗传算法的种群进化效率,解码最优个体,获得最优参数值,求解最优交通灯时长自适应调节结果。实验结果表明,所提方法在车辆数为2000辆时吞吐量为1.8veh·s-1,车辆等候时间均值为35s,车辆饱和度在1600辆时始终低于0.6;滞留车辆数目更少,车辆总数达到100时滞留车辆仅在10辆左右。 展开更多
关键词 混沌算法 遗传算法 模拟退火算法 交通灯时长 自适应调节
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A new cellular automaton model for traffic flow considering realistic turn signal effect 被引量:3
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作者 SHANG HuaYan PENG Yu 《Science China(Technological Sciences)》 SCIE EI CAS 2012年第6期1624-1630,共7页
In real traffic,any vehicle must give lane-changing signal(i.e.the turn signal) before changing lanes;at this time,the vehicles behind the lane-changing vehicle will be hindered and may form "plugs" due to t... In real traffic,any vehicle must give lane-changing signal(i.e.the turn signal) before changing lanes;at this time,the vehicles behind the lane-changing vehicle will be hindered and may form "plugs" due to the turn signal effect.However,few studies focus on exploring the effect.In this paper,the turn signal effect was taken into account by proposing a new symmetric two-lane cellular automaton(T-STCA) model,and the new model was set to compare with the STCA,H-STCA and A-STCA models.Numerical results show that using the T-STCA model to describe lane-changing or overtaking,the process appeared in several consecutive time steps;while using the other three models,the process appeared only in one time step.In addition,the T-STCA model could describe the mixed traffic flow more realistically and the turn signal effect could help the plugs to dissolve more quickly. 展开更多
关键词 turn signal effect cellular automaton mixed traffic flow
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