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基于社交性的移动群智感知网络自适应任务分发机制

n Adaptive Task Distribution Mechanism Based on Sociability for Mobile Crowd Sensing Networks

中文摘要英文摘要

针对移动群智感知网络在任务分发过程中存在的一系列问题,诸如过分依赖用户的移动性进行任务分发影响任务分发的及时性、低质量感知用户收集的数据降低整体数据的质量以及网络环境的动态特性造成了交互延迟等,本文提出一种基于社交性的自适应任务分发机制-ATDS。在用户层面,ATDS机制充分利用用户的社交性和移动性,在依靠移动用户之间的相遇机会进行任务分发的同时,通过社交软件的实时沟通,协同分发任务信息,加快任务分发速度;在系统层面,ATDS平台根据分发过程中当前招募用户的情况,动态调整招募用户的质量阈值,有效提升招募的用户质量。理论分析验证了ATDS机制设计的有效性。仿真结果表明:与NTD机制和TDS机制相比,ATDS机制招募的用户质量至少提高了18.57%。与NTD机制相比,ATDS机制招募到目标用户数的时间也有所降低。

o address a series of problems existing in the present task distribution process, such asover-reliance on users' mobility impacts the timeliness of task distribution, low quality users degrade the whole data quality, redundancy exists in the interaction process under the dynamic network environment and so on, an new task distribution mechanism based on sociability for mobile crowd sensing networks, ATDS, is proposed. At the user level, ATDS mechanism takes advantage of both the user's sociability and mobility, while relying on the encounters among the mobile users to distribute task information, at the same time through the social software to achieve real-time communication, collaboratively distribute task information, accelerate the speed of task distribution; at the system level, ATDS platform dynamically adjusts the quality threshold according to the distribution situation, effectively enhances the recruitment of user quality. Theoretical analysis verifies the effectiveness of ATDS. Simulation results show that ATDS improves the quality ratio at least 18.57%, as compared to the NTD and TDS mechanism, and reduces the distribute time, as compared to NTD mechanism.

李丽、刘媛妮

通信无线通信遥感技术

移动群智感知任务分发自适应社交性移动性

Mobile crowd sensing task distribution adaptive sociability mobility

李丽,刘媛妮.基于社交性的移动群智感知网络自适应任务分发机制[EB/OL].(2016-01-25)[2025-08-10].http://www.paper.edu.cn/releasepaper/content/201601-492.点此复制

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