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Issue No.09 - Sept. (2012 vol.23)
pp: 1775-1789
Xu Li , University of Buffalo, the State University of New York, Buffalo
Chunming Qiao , University of Buffalo, the State University of New York, Buffalo
Xuegang Yu , College of Computer Science and Technology, Jilin
Aditya Wagh , University of Buffalo, the State University of New York, Buffalo
Raghu Sudhaakar , Cisco Systems, Milipitas
Sateesh Addepalli , Cisco Systems, Milipitas
It is essential to consider drivers' perceptions and reactions when building Vehicular Cyber-Physical Systems (VCPS) since the effectiveness and efficiency of VCPS will largely depend on how drivers could benefit from such a system. This paper considers, for the first time, novel service scheduling problems from a Human Factors (HF) standpoint by taking into consideration the following fact: a driver may not be able to receive more than one service in a short period of time, even if multiple services can be transmitted to the driver from the conventional communications and networking standpoint. We study a family of the HF-aware Service Scheduling (HFSS) Problems, where the goal is to deliver up to n services, each having a time-dependent (and possibly decreasing) utility to a subset of intended drivers so as to minimize the system-wide total utility loss due to unsuccessful delivery of some services. We show that such problems are different from all existing problems. We formulate the basic HFSS problem (BHFSSP) using Integer Linear Programming (ILP) and prove its NP-Completeness. We then propose efficient heuristics for BHFSSP and its more general versions, and present numerical results from large-scale test cases. We also address several practical issues related to wireless transmission failures, distributed implementation in the multisender scenario, and other HF related considerations.
Receivers, Vehicles, Schedules, Humans, Educational institutions, Human factors, Scheduling, VANET, Receivers, Vehicles, Schedules, Humans, Educational institutions, Human factors, Scheduling, NP-complete., Service scheduling, human factors, vehicular cyber-physical systems, ITS
Xu Li, Chunming Qiao, Xuegang Yu, Aditya Wagh, Raghu Sudhaakar, Sateesh Addepalli, "Toward Effective Service Scheduling for Human Drivers in Vehicular Cyber-Physical Systems", IEEE Transactions on Parallel & Distributed Systems, vol.23, no. 9, pp. 1775-1789, Sept. 2012, doi:10.1109/TPDS.2012.89
[1] J. Eriksson, H. Balakrishnan, and S. Madden, "Cabernet: Vehicular Content Delivery Using WiFi," Proc. MOBICOM, 2008.
[2] U. Lee, J. Lee, J.-S. Park, and M. Gerla, "FleaNet: A Virtual Market Place on Vehicular Networks," IEEE Trans. Vehicular Technology, vol. 59, no. 1, pp. 344-355, Jan. 2010.
[3] C. Wu and Y. Liu, "Queuing Network Modeling of Driver Workload and Performance," IEEE Trans. Intelligent Transportation Systems, vol. 8, no. 3, pp. 528-537, Sept. 2007.
[4] Traveling Salesman Problem and Its Variations, G. Gutin, ed. Kluwer Academic Publishers, 2002.
[5] Approximation Algorithms for NP-Hard Problems, Dorit Hochbaum, ed., pp. 1-24. Course Technology Press, 1996.
[6] D. Marshall, "Alerts for In-Vehicle Information Systems: Annoyance, Urgency, and Appropriateness," Human Factors, vol. 49, no. 1, pp. 145-157, 2007.
[7] I. Lewis, "An Examination of Message-Relevant Affect in Road Safety Messages: Should Road Safety Advertisements Aim to Make Us Feel Good or Bad?," Transportation Research Part F: Traffic Psychology and Behavior, vol. 11, pp. 403-417, 2008.
[8] A. Jamson, "Surrogate In-Vehicle Information Systems and Driver Behavior: Effects of Visual and Cognitive Load in Rural Driving," Transportation Research Part F, vol. 8, pp. 79-96, 2005.
[9] B. Donmez, "The Impact of Distraction Mitigation Strategies on Driving Performance," Human Factors, vol. 48, no. 4, pp. 785-804, 2006.
[10] G. Arrabito, "Effects of Talker Sex and Voice Style of Verbal Cockpit Warnings on Performance," Human Factors, vol. 51, pp. 3-20, 2009.
[11] W. Verwey, "On-Line Driver Workload Estimation. Effects of Road Situation and Age on Secondary Task Measures," Ergonomics, vol. 43, no. 2, pp. 187-209, 2000.
[12] SAE, ITS In-Vehicle Message Priority, Troy, MI: Safety and Human Factors Committee, J2395, 2002.
[13] H. Sohn et al, "A Dynamic Programming Algorithm for Scheduling In-Vehicle Messages," IEEE Trans. Intelligent Transportation Systems, vol. 9, no. 2, pp. 226-234, June 2008.
[14] Family of Standards for Wireless Access in Vehicular Environments (WAVE), IEEE 1609, 2009.
[15] X. Zhang, J. Kurose, B.N. Levine, D. Towsley, and H. Zhang, "Study of a Bus-Based Disruption Tolerant Network: Mobility Modeling and Impact on Routing," Proc. MOBICOM, 2007.
[16] F. Farnoud and S. Valaee, "Reliable Broadcast of Safety Messages in Vehicular Ad Hoc Networks," Proc. IEEE INFOCOM, 2009.
[17] M. Piorkowski, M. Raya, A.L. Lugo, P. Papadimitratos, M. Grossglauser, and J.-P. Hubaux, "TraNS: Realistic Joint Traffic and Network Simulator for VANETs," Proc. MOBICOM, 2007.
[18] A. Thiagarajan, L. Ravindranath, K. LaCurts, S. Toledo, J. Eriksson, H. Balakrishnan, and S. Madden, "VTrack: Accurate, Energy-Aware Road Traffic Delay Estimation Using Mobile Phones," Proc. Seventh ACM Conf. Embedded Network Sensor Systems (SenSys), 2009.
[19] M.R. Garey and D.S. Johnson, Computers and Intractability, a Guide to the Theory of NP-Completeness. Freeman, 1979.
[20] J.A. Bondy and U.S.R. Murty, Graph Theory with Applications. Elsevier, 1976.
[21] Y. Ye, "An $O$ ($n$$^3$$l$ ) Potential Reduction Algorithm for Linear Programming," Math. Programming, vol. 50, pp. 239-258, 1991.
[22] Y. Zhang and G. Cao, "V-PADA: Vehicle-Platoon-Aware Data Access in VANETs," IEEE Trans. Vehicular Technology, vol. 60, no. 5, pp. 2326-2339, June 2011.
[23] R.K. Lam and P.R. Kumar, "Dynamic Channel Partition and Reservation for Structured Channel Access in Vehicular Networks," Proc. Seventh ACM Int'l Workshop VehiculAr InterNETworking (ACM VANET), 2010.
[24] R. Mangharam, R. Rajkumar, M. Hamilton, P. Mudalige, and F. Bai, "Bounded-Latency Alerts in Vehicular Networks," Proc. IEEE INFOCOM, 2007.
[25] H. Zhang, "Predictable Messaging in Wireless Automotive CPS," Proc. NITRD/NSF Nat'l Workshop Research on Transportation Cyber-Physical Systems: Automotive, Aviation, and Rail, 2008.
[26] P. Shankar, T. Nadeem, J. Rosca, and L. Iftode, "Context-Aware Rate Adaptation for Vehicular Networks," Proc. IEEE Int'l Conf. Network Protocols (ICNP), 2008.
[27] J. Yang et al, "Detecting Driver Phone Use Leveraging Car Speakers," Proc. MOBICOM, 2011.
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