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目标检测下的车型对交通流速度影响研究
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作者 徐慧智 常梦莹 +1 位作者 陈祎楠 郝东升 《计算机工程与应用》 CSCD 北大核心 2024年第24期314-321,共8页
针对传统目标检测跟踪算法识别精度低,实时性差等缺点,提出了一种基于YOLOv5s和DeepSort算法模型的视频车辆实时车流量和速度检测方法。构建了包含25 877个目标样本的数据集,采用YOLOv5s算法模型实现视频车辆的检测,利用DeepSort算法对... 针对传统目标检测跟踪算法识别精度低,实时性差等缺点,提出了一种基于YOLOv5s和DeepSort算法模型的视频车辆实时车流量和速度检测方法。构建了包含25 877个目标样本的数据集,采用YOLOv5s算法模型实现视频车辆的检测,利用DeepSort算法对车辆进行跟踪计数与测速,实现了路段监控对车辆的实时检测。基于深度学习获取的速度与交通量数据,构建了不同车型对交通流速度影响模型,探究畅通状态、稳定状态、拥挤状态下车型的速度与交通量之间的关系,结果表明:算法模型对视频车辆的检测效果良好,平均准确度达到91.4%;不同状态下,车型对交通量速度的影响程度不同;畅通状态和稳定状态下,出租车的速度对交通量影响较大;拥挤状态下,私家车的车速受交通量影响较大。 展开更多
关键词 交通管控 目标检测 不同车型 深度学习 交通流速度模型
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Analysis of Phase Transition in Traffic Flow based on a New Model of Driving Decision 被引量:1
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作者 彭愚 尚华艳 陆化普 《Communications in Theoretical Physics》 SCIE CAS CSCD 2011年第7期177-183,共7页
Different driving decisions will cause different processes of phase transition in traffic flow. To reveal the inner mechanism, this paper built a new cellular automaton (CA) model, based on the driving decision (DD... Different driving decisions will cause different processes of phase transition in traffic flow. To reveal the inner mechanism, this paper built a new cellular automaton (CA) model, based on the driving decision (DD). In the DD model, a driver's decision is divided into three stages: decision-making, action, and result. The acceleration is taken as a decision variable and three core factors, i.e. distance between adjacent vehicles, their own velocity, and the preceding vehicle's velocity, are considered. Simulation results show that the DD model can simulate the synchronized flow effectively and describe the phase transition in traffic flow well. Further analyses illustrate that various density will cause the phase transition and the random probability will impact the process. Compared with the traditional NaSch model, the DD model considered the preceding vehicle's velocity, the deceleration limitation, and a safe distance, so it can depict closer to the driver preferences on pursuing safety, stability and fuel-saving and has strong theoretical innovation for future studies. 展开更多
关键词 driving decision cellular automaton phase transition traffic flow
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Cellular Automaton Models of Highway Traffic Flow Considering Lane-Control and Speed-Control 被引量:1
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作者 钱勇生 李文俊 +3 位作者 曾俊伟 王敏 杜加伟 广晓平 《Communications in Theoretical Physics》 SCIE CAS CSCD 2011年第10期785-790,共6页
As two kinds of management modes of highway tramc control, lane-control, and speed-control produce different effect under different conditions. In this paper, traffic flow cellular automaton models for four-lane highw... As two kinds of management modes of highway tramc control, lane-control, and speed-control produce different effect under different conditions. In this paper, traffic flow cellular automaton models for four-lane highway system with two opposing directions under the above two modes are established considering car and truck mixed running. Through computer numerical simulating, the fundamental diagrams with different parameters are obtained, and after the analysis of density-flux diagrams, the variation discipline of flux with traffic density under different control models is gained. The results indicate that, compared with lane-control, utilization ratio of road can be further improved with speed-control when the truck number increases. The research result is of great significance for reasonable providing theoretical guidance for highway traffic control. 展开更多
关键词 HIGHWAY cellular automaton model mixed traffic flow lane-control speed-control
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