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Auction-based task allocation with trust management for shared sensor networks

机译:基于拍卖的任务分配以及共享传感器网络的信任管理

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摘要

Task allocation for wireless sensor networks with multiple concurrent applications (such as target tracking and event detection) requires sharing applications' tasks (such as sensing and computation) and available network resources. In this paper, we model the distributed task allocation problem for multiple concurrent applications by using a reverse combinatorial auction, in which the bidders (sensor nodes) are supposed to bid cost values (according to their available resources) for accomplishing the subset of the applications' tasks. Trust management schemes consist of a powerful tool for the detection of unexpected node behaviors (such as faulty or malicious). It is critical for participants (i.e., bidders and auctioneer) to estimate each other's trustworthiness before initiating the task allocation procedure. To address this issue, we introduce a real-time trust management module for our auction system that is able to validate the reliable bid value and determine faulty nodes and malicious entities. The main objective of our task allocation scheme is to maximize the network lifetime by sharing tasks and network resources within applications, while enhancing the overall application quality of service (e.g., deadline). We also propose a heuristic two-phase winner determination, protocol to deal with the combinatorial reverse auction problem. Simulation results show that the proposed scheme offers the promising performance and efficiency.
机译:具有多个并发应用程序(例如目标跟踪和事件检测)的无线传感器网络的任务分配需要共享应用程序的任务(例如感测和计算)和可用的网络资源。在本文中,我们通过使用反向组合拍卖对多个并发应用程序的分布式任务分配问题进行建模,在该拍卖中,投标人(传感器节点)应为完成应用程序子集的成本值(根据其可用资源)出价' 任务。信任管理方案包含一个功能强大的工具,用于检测意外的节点行为(例如故障或恶意)。对于参与者(即投标人和拍卖人),在启动任务分配过程之前,估计彼此的信任度至关重要。为了解决此问题,我们为拍卖系统引入了实时信任管理模块,该模块能够验证可靠的投标值并确定故障节点和恶意实体。我们的任务分配方案的主要目标是通过在应用程序内共享任务和网络资源来最大化网络寿命,同时提高整体应用程序服务质量(例如截止日期)。我们还提出了启发式两阶段中标确定,以解决组合逆向拍卖问题。仿真结果表明,该方案具有良好的性能和效率。

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