Title | Collaborative Smartphone Sensing Using Overlapping Coalition Formation Games |
Authors | Di, Boya Wang, Tianyu Song, Lingyang Han, Zhu |
Affiliation | Peking Univ, State Key Lab Adv Opt Commun Syst & Networks, Sch Elect Engn & Comp Sci, Beijing, Peoples R China. Univ Houston, Dept Elect & Comp Engn, Houston, TX 77004 USA. Peking Univ, State Key Lab Adv Opt Commun Syst & Networks, Sch Elect Engn & Comp Sci, Beijing, Peoples R China. Han, Z (reprint author), Univ Houston, Dept Elect & Comp Engn, Houston, TX 77004 USA. |
Keywords | Smartphone sensing incentive mechanism overlapping coalition formation games WIRELESS NETWORKS RELAY |
Issue Date | 2017 |
Publisher | IEEE TRANSACTIONS ON MOBILE COMPUTING |
Citation | IEEE TRANSACTIONS ON MOBILE COMPUTING.2017,16(1),30-43. |
Abstract | With the rapid growth of sensor technology, smartphone sensing has become an effective approach to improve the quality of smartphone applications. However, due to time-varying wireless channels and lack of incentives for the users to participate, the quality and quantity of the data uploaded by the smartphone users are not always satisfying. In this paper, we consider a smartphone sensing system in which a platform publicizes multiple tasks, and the smartphone users choose a set of tasks to participate in. In the traditional non-cooperative approach with incentives, each smartphone user gets rewards from the platform as an independent individual and the limit of the wireless channel resources is often omitted. To tackle this problem, we introduce a novel cooperative approach with an overlapping coalition formation game (OCF-game) model, in which the smartphone users can cooperate with each other to form the overlapping coalitions for different sensing tasks. We also utilize a centralized case to describe the upper bound of the system sensing performance. Simulation results show that the cooperative approach achieves a better performance than the non-cooperative one in various situations. |
URI | http://hdl.handle.net/20.500.11897/476519 |
ISSN | 1536-1233 |
DOI | 10.1109/TMC.2016.2538224 |
Indexed | SCI(E) |
Appears in Collections: | 信息科学技术学院 区域光纤通信网与新型光通信系统国家重点实验室 |