Urban Traffic Bottleneck Identification Based on Congestion Propagation

Traffic congestion has seriously caused various problems in society, economy and environment, especially in urban areas. A traffic bottleneck is always seen as the root cause of congestion which frequently deduces the congestion emergence, queues formation and congestion propagation. However, bottlenecks are caused by many complicated factors and vary with spatial and temporal environment which are difficult to be defined and identified in urban areas. In this paper, we first propose a novel definition of bottlenecks in urban area based on the congestion propagation costs and the congestion weights of road segments. Then according to the definition, we present an urban bottleneck identification method using causal congestion trees and causal congestion graphs to identify some bottlenecks. This paper implements some experiments based on the urban inductive loop detector data. According to our proposed method, we identify several bottleneck groups around the urban area. Furthermore, we also improve the road capacity of identified bottlenecks and compare the congestion level and congestion propagation range before and after the improvement to verify the identified bottlenecks.

[1]  Zhe Liu,et al.  On Traffic Bottleneck in Green ITS Navigation: An Identification Method , 2016, 2016 IEEE 83rd Vehicular Technology Conference (VTC Spring).

[2]  Huijun Sun,et al.  Spatial distribution complexities of traffic congestion and bottlenecks in different network topologies , 2014 .

[3]  Shian-Shyong Tseng,et al.  Discovering Traffic Bottlenecks in an Urban Network by Spatiotemporal Data Mining on Location-Based Services , 2011, IEEE Transactions on Intelligent Transportation Systems.

[4]  D. Schrank,et al.  2015 Urban Mobility Scorecard , 2015 .

[5]  Boris S. Kerner,et al.  Control of spatiotemporal congested traffic patterns at highway bottlenecks , 2005 .

[6]  Jun Chen,et al.  Evaluating the Impacts of Travel Information on Urban Traffic Congestion Propagation and Bottleneck Identification , 2014 .

[7]  Fang Chen,et al.  Discovering Congestion Propagation Patterns in Spatio-Temporal Traffic Data , 2017, IEEE Transactions on Big Data.

[8]  Jiannong Cao,et al.  Mining Traffic Congestion Correlation between Road Segments on GPS Trajectories , 2016, 2016 IEEE International Conference on Smart Computing (SMARTCOMP).

[9]  Jinli Gong,et al.  The traffic bottleneck analysis on urban expressway under information condition , 2009, 2009 2nd International Conference on Power Electronics and Intelligent Transportation System (PEITS).

[10]  Markos Papageorgiou,et al.  Feedback-Based Mainstream Traffic Flow Control for Multiple Bottlenecks on Motorways , 2015, IEEE Transactions on Intelligent Transportation Systems.

[11]  Ziyou Gao,et al.  Urban traffic congestion propagation and bottleneck identification , 2008, Science in China Series F: Information Sciences.