Flexible and efficient model-based congestion detection approach

Zeroual Abdelhafid, F. Harrou, Ying Sun
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引用次数: 2

Abstract

This paper addresses the problem of road traffic congestion detection. We propose an effective approach to detect traffic congestion by combining the piecewise switched linear traffic (PWSL) and Shewhart control scheme. This approach uses PWSL model to describe the evolution of traffic density, and Shewhart chart to detect traffic congestions based on residuals obtained from PWSL model. The PWSL-Shewhart approach is evaluated using traffic data from the four-lane State Route 60 (SR-60) freeway in California. Results indicate that our approach accomplished reliable detection of traffic congestion.
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灵活高效的基于模型的拥塞检测方法
本文主要研究道路交通拥堵检测问题。将分段交换线性交通(PWSL)与Shewhart控制方案相结合,提出了一种有效的交通拥塞检测方法。该方法使用PWSL模型来描述交通密度的演变,并根据PWSL模型得到的残差,利用Shewhart图来检测交通拥堵。PWSL-Shewhart方法使用加州60号州际公路(SR-60)四车道高速公路的交通数据进行评估。结果表明,该方法实现了对交通拥堵的可靠检测。
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