TY - JOUR
T1 - 基于移动社交网络的群智感知社群化任务分发
AU - Wang, Liang
AU - Yu, Zhi Wen
AU - Guo, Bin
AU - Xiong, Fei
N1 - Publisher Copyright:
© 2018, Zhejiang University Press. All right reserved.
PY - 2018/9/1
Y1 - 2018/9/1
N2 - A "platform-community-user" socialization task allocation approach was proposed by leveraging participant users' group social characteristics in view of the shortcomings of traditional "platform-user" mobile crowd sensing model. Firstly, a dynamic community division clustering was achieved based on the similarity of users' spatiotemporal mobility distribution. And then, via the roles of the community organizer and subordinate, a novel mobile crowd sensing task mechanism, i.e., primary community distribution and secondary user selection, was proposed by incorporating social intimacy connection network. The experimental results on public WTD data set show that, compared with the traditional task allocation method, the proposed method can effectively improve the task completion rate, enhance the robustness of the execution process, reduce the number of execution iteration and the communication overhead.
AB - A "platform-community-user" socialization task allocation approach was proposed by leveraging participant users' group social characteristics in view of the shortcomings of traditional "platform-user" mobile crowd sensing model. Firstly, a dynamic community division clustering was achieved based on the similarity of users' spatiotemporal mobility distribution. And then, via the roles of the community organizer and subordinate, a novel mobile crowd sensing task mechanism, i.e., primary community distribution and secondary user selection, was proposed by incorporating social intimacy connection network. The experimental results on public WTD data set show that, compared with the traditional task allocation method, the proposed method can effectively improve the task completion rate, enhance the robustness of the execution process, reduce the number of execution iteration and the communication overhead.
KW - Community partition
KW - Crowd sensing
KW - Mobile social networks
KW - Task allocation
UR - http://www.scopus.com/inward/record.url?scp=85057217882&partnerID=8YFLogxK
U2 - 10.3785/j.issn.1008-973X.2018.09.011
DO - 10.3785/j.issn.1008-973X.2018.09.011
M3 - 文章
AN - SCOPUS:85057217882
SN - 1008-973X
VL - 52
SP - 1709
EP - 1716
JO - Zhejiang Daxue Xuebao (Gongxue Ban)/Journal of Zhejiang University (Engineering Science)
JF - Zhejiang Daxue Xuebao (Gongxue Ban)/Journal of Zhejiang University (Engineering Science)
IS - 9
ER -