Maximizing Network Lifetime for Estimation in Multi-Hop Wireless Sensor Networks

Junlin Li, G. Al-Regib
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引用次数: 8

Abstract

In this paper, we consider distributed estimation in energy-limited wireless sensor networks from lifetime-distortion perspective, where the goal is to maximize the network lifetime for a given distortion requirement. To take into account both local quantization and multi-hop transmission, which are essential to save transmission energy and thus prolong the network lifetime, the network lifetime maximization problem is formulated as a nonlinear programming (NLP) problem, where there are three factors needed to be optimized jointly: (i) source coding at each sensor, (ii) source throughput of each sensor, and (iii) multi-hop routing path. Furthermore, we show that this NLP problem can be decoupled without loss of optimality and reformulated as a linear programming (LP) problem. The proposed algorithm is optimal and the simulation results show that a significant gain is achieved by the proposed algorithm compared with heuristic methods.
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多跳无线传感器网络中网络生存期估计的最大化
在本文中,我们从寿命-失真的角度考虑能量有限的无线传感器网络中的分布式估计,其目标是在给定的失真要求下最大化网络寿命。考虑到局部量化和多跳传输对节省传输能量和延长网络生命周期至关重要,网络生命周期最大化问题被表述为一个非线性规划(NLP)问题,其中有三个因素需要共同优化:(i)每个传感器的源编码,(ii)每个传感器的源吞吐量,(iii)多跳路由路径。此外,我们证明该NLP问题可以解耦而不损失最优性,并将其重新表述为线性规划(LP)问题。仿真结果表明,与启发式算法相比,该算法具有显著的增益。
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