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Design and Analysis of Delay-Tolerant Intelligent Intersection Management

Published: 18 November 2019 Publication History

Abstract

The rapid development of vehicular network and autonomous driving technologies provides opportunities to significantly improve transportation safety and efficiency. One promising application is centralized intelligent intersection management, where an intersection manager accepts requests from approaching vehicles (via vehicle-to-infrastructure communication messages) and schedules the order for those vehicles to safely crossing the intersection. However, communication delays and packet losses may occur due to the unreliable nature of wireless communication or malicious security attacks (e.g., jamming and flooding), and could cause deadlocks and unsafe situations. In our previous work, we considered these issues and proposed a delay-tolerant intersection management protocol for intersections with a single lane in each direction. In this work, we address key challenges in efficiency and deadlock when there are multiple lanes from each direction, and propose a delay-tolerant protocol for general multi-lane intersection management. We prove that this protocol is deadlock free, safe, and satisfies the liveness property. Furthermore, we extend the traffic simulation suite SUMO with communication modules, implement our protocol in the extended simulator, and quantitatively analyze its performance with the consideration of communication delays. Finally, we also model systems that use smart traffic lights with various back-pressure scheduling methods in SUMO, including the basic back-pressure control, the capacity-aware back-pressure control, and the adaptive max-pressure control. We then compare our delay-tolerant intelligent intersection protocol with smart traffic lights that use the three back-pressure scheduling methods, in the case of a network of interconnected intersections. Simulation results demonstrate that our approach significant outperforms the smart traffic lights under normal operation (i.e., when the communication delay is not too large).

References

[1]
DLR. 2018. SUMO. Retrieved October 7, 2019 from http://www.dlr.de/ts/en/desktopdefault.aspx/tabid-9883/16931_read-41000/.
[2]
UPPAAL. 2018. Home Page. Retrieved October 7, 2019 from http://uppaal.org/.
[3]
Mourad Ahmane, Abdeljalil Abbas-Turki, Florent Perronnet, Jia Wu, Abdellah El Moudni, Jocelyn Buisson, and Renan Zeo. 2013. Modeling and controlling an isolated urban intersection based on cooperative vehicles. Transportation Research Part C: Emerging Technologies 28 (2013), 44--62.
[4]
Reza Azimi, Gaurav Bhatia, Raj Rajkumar, and Priyantha Mudalige. 2012. Intersection Management Using Vehicular Networks. Technical Report.
[5]
Reza Azimi, Gaurav Bhatia, Ragunathan Raj Rajkumar, and Priyantha Mudalige. 2014. STIP: Spatio-temporal intersection protocols for autonomous vehicles. In Proceedings of the ACM/IEEE 5th International Conference on Cyber-Physical Systems (with CPS Week 2014) (ICCPS’14). IEEE, Los Alamitos, CA, 1--12.
[6]
Seyed (Reza) Azimi, Gaurav Bhatia, Ragunathan (Raj) Rajkumar, and Priyantha Mudalige. 2013. Reliable intersection protocols using vehicular networks. In Proceedings of the ACM/IEEE 4th International Conference on Cyber-Physical Systems (ICCPS’13). ACM, New York, NY, 1--10.
[7]
Valmir C. Barbosa. 1990. Strategies for the prevention of communication deadlocks in distributed parallel programs. IEEE Transactions on Software Engineering 16, 11 (1990), 1311--1316.
[8]
Y. Ozan Basciftci, Fangzhou Chen, Joshua Weston, Ron Burton, and C. Emre Koksal. 2015. How vulnerable is vehicular communication to physical layer jamming attacks? In Proceedings of the 2015 IEEE 82nd Vehicular Technology Conference (VTC’15-Fall). 1--5.
[9]
Saeed Bastani, Bjorn Landfeldt, and Lavy Libman. 2011. On the reliability of safety message broadcast in urban vehicular ad hoc networks. In Proceedings of the 14th ACM International Conference on Modeling, Analysis, and Simulation of Wireless and Mobile Systems (MSWiM’11). ACM, New York, NY, 307--316.
[10]
Lei Chen and Cristofer Englund. 2016. Cooperative intersection management: A survey. IEEE Transactions on Intelligent Transportation Systems 17, 2 (Feb. 2016), 570--586.
[11]
Edward G. Coffman, Melanie Elphick, and Arie Shoshani. 1971. System deadlocks. ACM Computing Surveys 3, 2 (June 1971), 67--78.
[12]
Kurt Dresner and Peter Stone. 2008. A multiagent approach to autonomous intersection management. Journal of Artificial Intelligence Research 31 (2008), 591--656.
[13]
Yaser P. Fallah and Masoumeh K. Khandani. 2015. Analysis of the coupling of communication network and safety application in cooperative collision warning systems. In Proceedings of the ACM/IEEE 6th International Conference on Cyber-Physical Systems (ICCPS’15). ACM, New York, NY, 228--237.
[14]
Nathan H. Gartner, John D. C. Little, and Henry Gabbay. 1975. Optimization of traffic signal settings by mixed-integer linear programming: Part I: The network coordination problem. Transportation Science 9, 4 (1975), 321--343.
[15]
Jean Gregoire, Emilio Frazzoli, Arnaud De La Fortelle, and Tichakorn Wongpiromsarn. 2014. Back-pressure traffic signal control with unknown routing rates. IFAC Proceedings Volumes 47, 3 (2014), 11332--11337.
[16]
Jean Gregoire, Xiangjun Qian, Emilio Frazzoli, Arnaud De La Fortelle, and Tichakorn Wongpiromsarn. 2015. Capacity-aware backpressure traffic signal control. IEEE Transactions on Control of Network Systems 2, 2 (June 2015), 164--173.
[17]
Matthew Hausknecht, Tsz-Chiu Au, and Peter Stone. 2011. Autonomous intersection management: Multi-intersection optimization. In Proceedings of the 2011 IEEE/RSJ International Conference on Intelligent Robots and Systems. 4581--4586.
[18]
P. B. Hunt, D. I. Robertson, R. D. Bretherton, and M. Cr. Royle. 1982. The SCOOT on-line traffic signal optimisation technique. Traffic Engineering 8 Control 23, 4 (1982), 190--192.
[19]
Qiu Jin, Guoyuan Wu, Kanok Boriboonsomsin, and Matthew Barth. 2012. Advanced intersection management for connected vehicles using a multi-agent systems approach. In Proceedings of the 2012 IEEE Intelligent Vehicles Symposium. 932--937.
[20]
H. Kowshik, D. Caveney, and P. R. Kumar. 2011. Provable systemwide safety in intelligent intersections. IEEE Transactions on Vehicular Technology 60, 3 (March 2011), 804--818.
[21]
Jennie Lioris, Alex Kurzhanskiy, and Pravin Varaiya. 2016. Adaptive max pressure control of network of signalized intersections. IFAC-PapersOnLine 49, 22 (2016), 19--24.
[22]
Pitu Mirchandani and Larry Head. 2001. A real-time traffic signal control system: Architecture, algorithms, and analysis. Transportation Research Part C: Emerging Technologies 9, 6 (2001), 415--432.
[23]
NHTSA National Highway Traffic Safety Administration. 2018. Fatality Analysis Reporting System (FARS). Retrieved October 7, 2019 from https://www.nhtsa.gov/research-data/fatality-analysis-reporting-system-fars.
[24]
R. Naumann, R. Rasche, Jürgen Tacken, and C. Tahedi. 1997. Validation and simulation of a decentralized intersection collision avoidance algorithm. In Proceedings of the Conference on Intelligent Transportation Systems. 818--823.
[25]
Arthur G. Sims and Kenneth W. Dobinson. 1980. The Sydney Coordinated Adaptive Traffic (SCAT) system philosophy and benefits. IEEE Transactions on Vehicular Technology 29, 2 (May 1980), 130--137.
[26]
Mukesh Singhal. 1989. Deadlock detection in distributed systems. Computer 22, 11 (1989), 37--48.
[27]
Pravin Varaiya. 2009. A universal feedback control policy for arbitrary networks of signalized intersections. EECS, UC Berkeley. http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.308.5717.
[28]
Pravin Varaiya. 2013. Max pressure control of a network of signalized intersections. Transportation Research Part C: Emerging Technologies 36 (2013), 177--195.
[29]
Pravin Varaiya. 2013. The max-pressure controller for arbitrary networks of signalized intersections. In Advances in Dynamic Network Modeling in Complex Transportation Systems. Springer, 27--66.
[30]
Tichakorn Wongpiromsarn, Tawit Uthaicharoenpong, Yu Wang, Emilio Frazzoli, and Danwei Wang. 2012. Distributed traffic signal control for maximum network throughput. In Proceedings of the 2012 15th International IEEE Conference on Intelligent Transportation Systems. 588--595.
[31]
Yuan Yao, Lei Rao, Xue Liu, and Xingshe Zhou. 2013. Delay analysis and study of IEEE 802.11p based DSRC safety communication in a highway environment. In Proceedings of the 2013 Proceedings IEEE INFOCOM. 1591--1599.
[32]
Ali A. Zaidi, Balázs Kulcsár, and Henk Wymeersch. 2016. Back-pressure traffic signal control with fixed and adaptive routing for urban vehicular networks. IEEE Transactions on Intelligent Transportation Systems 17, 8 (Aug. 2016), 2134--2143.
[33]
Bowen Zheng, Chung-Wei Lin, Hengyi Liang, Shinichi Shiraishi, Wenchao Li, and Qi Zhu. 2017. Delay-aware design, analysis and verification of intelligent intersection management. In Proceedings of the 2017 IEEE International Conference on Smart Computing (SMARTCOMP’17). 1--8.
[34]
Bowen Zheng, Chung-Wei Lin, Huafeng Yu, Hengyi Liang, and Qi Zhu. 2016. CONVINCE: A cross-layer modeling, exploration and validation framework for next-generation connected vehicles. In Proceedings of the 2016 IEEE/ACM International Conference on Computer-Aided Design (ICCAD’16). 1--8.
[35]
Feng Zhu and Satish V. Ukkusuri. 2015. A linear programming formulation for autonomous intersection control within a dynamic traffic assignment and connected vehicle environment. Transportation Research Part C: Emerging Technologies 55 (2015), 363--378.

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Published In

cover image ACM Transactions on Cyber-Physical Systems
ACM Transactions on Cyber-Physical Systems  Volume 4, Issue 1
Special Issue on Transportation CPS
January 2020
311 pages
ISSN:2378-962X
EISSN:2378-9638
DOI:10.1145/3371149
  • Editor:
  • Tei-Wei Kuo
Issue’s Table of Contents
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Publication History

Published: 18 November 2019
Accepted: 01 December 2018
Revised: 01 October 2018
Received: 01 December 2017
Published in TCPS Volume 4, Issue 1

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Author Tags

  1. Cyber-physical security
  2. V2X
  3. autonomous intersection
  4. back-pressure control
  5. connected and autonomous vehicles
  6. smart traffic lights
  7. timing attack
  8. vehicular network

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