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A Distributed, Energy-aware, Utility-based Approach for Data Transport in Wireless Sensor Networks

机译:一种基于分布式,能量感知,基于效用的无线传感器网络数据传输方法

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摘要

Distinct from wireless ad hoc networks, wireless sensor networks are data-centric, application-oriented, collaborative, and energy-constrained in nature. In this paper, we formulate the problem of data transport in sensor networks as an optimization problem, with the objective of maximizing the amount of information (utility) collected at sinks (subscribers), subject to both the channel bandwidth and energy constraints. We then devise a distributed solution of the convex optimization problem, and explore in three directions. First, we devise a simple node capacity estimation method to on-line measure the node capacity (which changes with the traffic load and nodal distribution and is required in the optimization problem). Second, we linearize the energy constraint by properly setting the value of the system lifetime in advance and controlling the data rate of a node (and hence its total energy consumption rate) so as to sustain its battery lifetime longer than the specified lifetime. Finally, we incorporate the optimization results into routing so as to provide sensors with opportunities to select better routes. The simulation results show that the utility-based approach balances between system utility and system lifetime.
机译:与无线自组织网络不同,无线传感器网络本质上是以数据为中心,面向应用,协作且能源受限的。在本文中,我们将传感器网络中的数据传输问题表述为一个优化问题,目的是在信道带宽和能量约束的同时,最大化在接收器(用户)处收集的信息量(效用)。然后,我们设计凸优化问题的分布式解决方案,并从三个方向进行探索。首先,我们设计了一种简单的节点容量估计方法来在线测量节点容量(该容量随流量负载和节点分布而变化,这在优化问题中是必需的)。其次,我们通过预先适当地设置系统寿命的值并控制节点的数据速率(从而控制其总能量消耗率)来线性化能量约束,以使其电池寿命长于指定寿命。最后,我们将优化结果合并到路由中,以便为传感器提供选择更好的路由的机会。仿真结果表明,基于效用的方法在系统效用和系统寿命之间取得了平衡。

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