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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
ABSTRACT
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.
INDEX TERMS
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
CITATION
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
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