A Novel Approach for Mixed Manual/Connected Automated Freeway Traffic Management

被引:12
作者
Li, Duo [1 ,2 ]
Wagner, Peter [2 ]
机构
[1] Changan Univ, Sch Highway, Xian 710064, Peoples R China
[2] German Aerosp Ctr DLR, Inst Transport Syst, D-12489 Berlin, Germany
基金
中国博士后科学基金;
关键词
connected vehicle; freeway traffic control; type-2 fuzzy logic; VARIABLE-SPEED LIMIT; STATE ESTIMATION; FUZZY-SETS; SAFETY; HIGHWAY;
D O I
10.3390/s20061757
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Freeway traffic management and control often rely on input from fixed-point sensors. A sufficiently high sensor density is required to ensure data reliability and accuracy, which results in high installation and maintenance costs. Moreover, fixed-point sensors encounter difficulties to provide spatiotemporally and wide-ranging information due to the limited observable area. This research exploits the utilization of connected automated vehicles (CAVs) as an alternative data source for freeway traffic management. To handle inherent uncertainty associated with CAV data, we develop an interval type 2 fuzzy logic-based variable speed limit (VSL) system for mixed traffic. The simulation results demonstrate that when more 10% CAVs are deployed, the performance of the proposed CAV-based system can approach that of the detector-based system. It is demonstrated in addition that the introduction of CAVs may make VSL obsolete at very high CAV-equipment rates.
引用
收藏
页数:13
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