Macroscopic dynamics and the collapse of urban traffic

被引:46
作者
Olmos, Luis E. [1 ,2 ,3 ,4 ]
Colak, Serdar [2 ]
Shafiei, Sajjad [5 ]
Saberi, Meead [6 ]
Gonzalez, Marta C. [2 ,3 ,4 ]
机构
[1] Univ Nacl Colombia, Dept Phys, Bogota 111321, Colombia
[2] MIT, Dept Civil & Environm Engn, 77 Massachusetts Ave, Cambridge, MA 02139 USA
[3] Univ Calif Berkeley, Dept City & Reg Planning, Berkeley, CA 94720 USA
[4] Lawrence Berkeley Natl Lab, Energy Anal & Environm Impacts Div, Berkeley, CA 94720 USA
[5] Monash Univ, Inst Transport Studies, Civil Engn Dept, Melbourne, Vic 3800, Australia
[6] Univ New South Wales, Sch Civil & Environm Engn, Sydney, NSW 2052, Australia
关键词
urban traffic gridlock; nonequilibrium phase transition; directed percolation; human mobility; mobile phone; ECONOMIC-IMPACTS; TRAVEL; NETWORKS; CLIMATE; GROWTH; MODEL;
D O I
10.1073/pnas.1800474115
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Stories of mega-jams that last tens of hours or even days appear not only in fiction but also in reality. In this context, it is important to characterize the collapse of the network, defined as the transition from a characteristic travel time to orders of magnitude longer for the same distance traveled. In this multicity study, we unravel this complex phenomenon under various conditions of demand and translate it to the travel time of the individual drivers. First, we start with the current conditions, showing that there is a characteristic time tau that takes a representative group of commuters to arrive at their destinations once their maximum density has been reached. While this time differs from city to city, it can be explained by Gamma, defined as the ratio of the vehicle miles traveled to the total vehicle distance the road network can support per hour. Modifying Gamma can improve tau and directly inform planning and infrastructure interventions. In this study we focus on measuring the vulnerability of the system by increasing the volume of cars in the network, keeping the road capacity and the empirical spatial dynamics from origins to destinations unchanged. We identify three states of urban traffic, separated by two distinctive transitions. The first one describes the appearance of the first bottlenecks and the second one the collapse of the system. This collapse is marked by a given number of commuters in each city and it is formally characterized by a nonequilibrium phase transition.
引用
收藏
页码:12654 / 12661
页数:8
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