Impact of Traffic Influxes: Revealing Exponential Intercontact Time in Urban VANETs

Intercontact time between moving vehicles is one of the key metrics in vehicular ad hoc networks (VANETs) and central to forwarding algorithms and the end-to-end delay. Due to prohibitive costs, little work has conducted experimental study on intercontact time in urban vehicular environments. In this paper, we carry out an extensive experiment involving thousands of operational taxies in Shanghai city. Studying the taxi trace data on the frequency and duration of transfer opportunities between taxies, we observe that the tail distribution of the intercontact time, that is, the time gap separating two contacts of the same pair of taxies, exhibits an exponential decay, over a large range of timescale. This observation is in sharp contrast to recent empirical data studies based on human mobility, in which the distribution of the intercontact time obeys a power law. By analyzing a simplified mobility model that captures the effect of hot areas in the city, we rigorously prove that common traffic influxes, where large volume of traffic converges, play a major role in generating the exponential tail of the intercontact time. Our results thus provide fundamental guidelines on design of new vehicular mobility models in urban scenarios, new data forwarding protocols and their performance analysis.

[1]  Devavrat Shah,et al.  Throughput-delay trade-off in wireless networks , 2004, IEEE INFOCOM 2004.

[2]  Do Young Eun,et al.  Crossing over the bounded domain: from exponential to power-law inter-meeting time in MANET , 2007, MobiCom '07.

[3]  Ravi R. Mazumdar,et al.  Delay and Capacity Trade-o in Wireless Ad Hoc Networks with Random Mobility , 2004 .

[4]  Y. Gunter,et al.  Usage of wireless LAN for inter-vehicle communication , 2005, Proceedings. 2005 IEEE Intelligent Transportation Systems, 2005..

[5]  Xiaodong Lin,et al.  SPRING: A Social-based Privacy-preserving Packet Forwarding Protocol for Vehicular Delay Tolerant Networks , 2009, 2010 Proceedings IEEE INFOCOM.

[6]  H. Bakht Routing protocols for mobile ad hoc networks , 2005 .

[7]  Ravi Mazumdar,et al.  Scaling laws for capacity and delay in wireless ad hoc networks with random mobility , 2004, 2004 IEEE International Conference on Communications (IEEE Cat. No.04CH37577).

[8]  Pan Hui,et al.  Pocket switched networks and human mobility in conference environments , 2005, WDTN '05.

[9]  Donald F. Towsley,et al.  Study of a bus-based disruption-tolerant network: mobility modeling and impact on routing , 2007, MobiCom '07.

[10]  David A. Maltz,et al.  Dynamic Source Routing in Ad Hoc Wireless Networks , 1994, Mobidata.

[11]  Ger Koole,et al.  Message delay in MANET , 2005, SIGMETRICS '05.

[12]  Geoffrey M. Voelker,et al.  Access and mobility of wireless PDA users , 2003, MOCO.

[13]  Bartosz Mielczarek,et al.  Scenario-based performance analysis of routing protocols for mobile ad-hoc networks , 1999, MobiCom.

[14]  Linpeng Huang,et al.  ShanghaiGrid: an Information Service Grid , 2006, Concurr. Comput. Pract. Exp..

[15]  Mario Gerla,et al.  On-demand multicast in mobile wireless networks , 1998, Proceedings Sixth International Conference on Network Protocols (Cat. No.98TB100256).

[16]  Tristan Henderson,et al.  The changing usage of a mature campus-wide wireless network , 2004, MobiCom '04.

[17]  Pan Hui,et al.  Pocket Switched Networks and the Consequences of Human Mobility in Conference Environments , 2005, SIGCOMM 2005.

[18]  Louise E. Moser,et al.  An analysis of the optimum node density for ad hoc mobile networks , 2001, ICC 2001. IEEE International Conference on Communications. Conference Record (Cat. No.01CH37240).

[19]  Amotz Bar-Noy,et al.  Mobile users: To update or not to update? , 1995, Wirel. Networks.

[20]  Pan Hui,et al.  Impact of Human Mobility on the Design of Opportunistic Forwarding Algorithms , 2006, Proceedings IEEE INFOCOM 2006. 25TH IEEE International Conference on Computer Communications.

[21]  Arun Venkataramani,et al.  DTN routing as a resource allocation problem , 2007, SIGCOMM '07.