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Distributed Power Allocation for Wireless Sensor Network Localization: A Potential Game Approach

机译:无线传感器网络本地化的分布式电源分配:一种潜在的博弈方法

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摘要

The problem of distributed power allocation in wireless sensor network (WSN) localization systems is investigated in this paper, using the game theoretic approach. Existing research focuses on the minimization of the localization errors of individual agent nodes over all anchor nodes subject to power budgets. When the service area and the distribution of target nodes are considered, finding the optimal trade-off between localization accuracy and power consumption is a new critical task. To cope with this issue, we propose a power allocation game where each anchor node minimizes the square position error bound (SPEB) of the service area penalized by its individual power. Meanwhile, it is proven that the power allocation game is an exact potential game which has one pure Nash equilibrium (NE) at least. In addition, we also prove the existence of an ϵ-equilibrium point, which is a refinement of NE and the better response dynamic approach can reach the end solution. Analytical and simulation results demonstrate that: (i) when prior distribution information is available, the proposed strategies have better localization accuracy than the uniform strategies; (ii) when prior distribution information is unknown, the performance of the proposed strategies outperforms power management strategies based on the second-order cone program (SOCP) for particular agent nodes after obtaining the estimated distribution of agent nodes. In addition, proposed strategies also provide an instructional trade-off between power consumption and localization accuracy.
机译:本文采用博弈论方法研究了无线传感器网络(WSN)定位系统中的分布式功率分配问题。现有研究集中于使受功率预算约束的所有锚节点上的单个代理节点的定位误差最小化。当考虑服务区域和目标节点的分布时,在定位精度和功耗之间寻找最佳折衷是一项新的关键任务。为了解决此问题,我们提出了一种功率分配游戏,其中每个锚点节点将因其单个功率而受到惩罚的服务区域的平方位置误差范围(SPEB)降至最小。同时,已经证明,功率分配博弈是至少具有一个纯纳什均衡(NE)的精确势博弈。此外,我们还证明了ϵ平衡点的存在,这是NE的一种改进,并且更好的响应动态方法可以达到最终解决方案。分析和仿真结果表明:(i)当可获得先验分布信息时,所提出的策略比统一策略具有更好的定位精度; (ii)当先验分布信息未知时,在获得代理节点的估计分布后,针对特定代理节点,所提出策略的性能优于基于二阶锥规划(SOCP)的电源管理策略。此外,提出的策略还提供了功耗与定位精度之间的指导权衡。

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