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一种基于交通态势算法的交通预警系统设计 被引量:2
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作者 刘大伟 陈建雄 《上海船舶运输科学研究所学报》 2022年第5期52-57,77,共7页
为实时监控高速公路的交通状况,设计并实现一种基于交通态势算法的交通预警系统,该系统主要由态势计算、异常拥堵预警和交通迁徙计算等3个模块组成。采用Van-Aerde模型表征交通流的状态和变化规律,得到密度、速度和流量之间的关系;综合... 为实时监控高速公路的交通状况,设计并实现一种基于交通态势算法的交通预警系统,该系统主要由态势计算、异常拥堵预警和交通迁徙计算等3个模块组成。采用Van-Aerde模型表征交通流的状态和变化规律,得到密度、速度和流量之间的关系;综合考虑交通预测的时空性,采用基于图卷积网络(Graph Convolutional Network,GCN)和长短期记忆(Long Short-Term Memory,LSTM)单元的时间图进化网络(GCN-LSTM)模型对未来交通流异常拥堵情况进行预警。试验结果表明,该预警系统能通过实时计算当前交通流的密度、速度和流量评估交通状态,并确定密度和速度阈值,警示当前道路在该阈值附近时通行效率高,帮助改善交通状况;相比传统的基于神经网络方法和机器学习方法的预警系统,该预警系统在预测精度方面表现良好,能有效降低误报率,且具有一定的鲁棒性。 展开更多
关键词 交通态势 van-aerde模型 时间图进化网络(GCN-LSTM)模型 交通预警 交通拥堵
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Practical approach to determining traffic congestion propagation boundary due to traffic incidents 被引量:2
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作者 费文鹏 宋国华 +2 位作者 张凡 高永 于雷 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第2期413-422,共10页
A practical approach for predicting the congestion boundary due to traffic incidents was proposed. Based on the kinematic wave theory and Van Aerde single-regime flow model, a model for estimating the congestion propa... A practical approach for predicting the congestion boundary due to traffic incidents was proposed. Based on the kinematic wave theory and Van Aerde single-regime flow model, a model for estimating the congestion propagation speed for the basic road segment was developed. Historical traffic flow data were used to analyze the time variant characteristics of the urban traffic flow for each road type. Then, the saturation flow rate was used for analyzing the impact of the traffic incident on the traversing traffic flow at the congestion area. The base congestion propagation speed for each road type was calculated based on field data, which were provided by the remote traffic microwave sensors(RTMS), floating car data(FCD) system and screen line survey. According to a comparative analysis of the congestion propagation speed, it is found that the expressway, major arterial, minor arterial and collector are decreasingly influenced by the traffic incident. Subsequently, the impact of turning movements at intersections on the congestion propagation was considered. The turning ratio was adopted to represent the impact of turning movements, and afterward the corresponding propagation pattern at intersections was analyzed. Finally, an implementation system was designed on a geographic information system(GIS) platform to display the characteristics of the congestion propagation over the network. The validation results show that the proposed approach is able to capture the congestion propagation properties in the actual road network. 展开更多
关键词 kinematic wave model van aerde model traffic incident congestion propagation on network
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地铁通道行人流交通特性分析
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作者 庄子翌 《科技创新与应用》 2021年第9期1-8,共8页
文章通过对北京市西直门地铁站Y型通道高峰期行人交通流的调查数据进行分析处理,描述通道各分支处行人交通流参数的时变特性,对比通道汇集处与分支处交通流的共性与差别,并对汇集通道处以10s为时间间隔的实测数据进行正弦函数拟合,证明... 文章通过对北京市西直门地铁站Y型通道高峰期行人交通流的调查数据进行分析处理,描述通道各分支处行人交通流参数的时变特性,对比通道汇集处与分支处交通流的共性与差别,并对汇集通道处以10s为时间间隔的实测数据进行正弦函数拟合,证明通道内行人交通流参数的周期性。采用高峰期Y型通道汇集处的行人交通流基本图标定Van Aerde模型中的交通流参数,并建立Y型通道行人流速度-密度关系模型,以此证明Van Aerde模型在通道行人交通流中的适用性,研究可为北京市地铁Y型通道的运营管理与规划设计提供理论基础和数据支持。 展开更多
关键词 高峰期 Y型通道 行人交通特性 正弦函数拟合 van aerde模型
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