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A Piecewise Switched Linear Approach for Traffic Flow Modeling 被引量:1

A Piecewise Switched Linear Approach for Traffic Flow Modeling
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摘要 Traffic modeling is a key step in several intelligent transportation systems(ITS) applications. This paper regards the traffic modeling through the enhancement of the cell transmission model. It considers the traffic flow as a hybrid dynamic system and proposes a piecewise switched linear traffic model. The latter allows an accurate modeling of the traffic flow in a given section by considering its geometry. On the other hand, the piecewise switched linear traffic model handles more than one congestion wave and has the advantage to be modular. The measurements at upstream and downstream boundaries are also used in this model in order to decouple the traffic flow dynamics of successive road portions. Finally, real magnetic sensor data, provided by the performance measurement system on a portion of the Californian SR60-E highway are used to validate the proposed model. Traffic modeling is a key step in several intelligent transportation systems(ITS) applications. This paper regards the traffic modeling through the enhancement of the cell transmission model. It considers the traffic flow as a hybrid dynamic system and proposes a piecewise switched linear traffic model. The latter allows an accurate modeling of the traffic flow in a given section by considering its geometry. On the other hand, the piecewise switched linear traffic model handles more than one congestion wave and has the advantage to be modular. The measurements at upstream and downstream boundaries are also used in this model in order to decouple the traffic flow dynamics of successive road portions. Finally, real magnetic sensor data, provided by the performance measurement system on a portion of the Californian SR60-E highway are used to validate the proposed model.
出处 《International Journal of Automation and computing》 EI CSCD 2017年第6期729-741,共13页 国际自动化与计算杂志(英文版)
关键词 Switched systems modeling macroscopic traffic flow data calibration Switched systems modeling macroscopic traffic flow data calibration
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