基于价格的分布式无线传感器网络效用-能量最优权衡算法

W. Cheng, Shengbin Liao, Wei Liu, Zongkai Yang, Kanru Xu
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引用次数: 4

摘要

无线传感器网络(WSNs)本质上是能量受限的,在本文中,我们将传感器网络中的数据传输问题描述为网络效用最大化(NUM)问题,但我们认为每个源效用不仅取决于其源速率,还取决于消耗的能量,这导致耦合实用新型,其中效用是源速率和消耗能量的函数。区别于传统的以消耗能量为约束条件的NUM框架。本实用新型将消耗的能量作为效用值度量的组成部分之一,表明了源速率与消耗能量之间的权衡,是提取无线传感器网络中用于数据采集和传输的能量特性的一种更为准确的实用新型。由于能量效用的耦合,优化问题是不可分离的。尽管存在困难,但我们提出了一种系统的方法,通过引入松弛变量和使用对偶分解技术将我们的NUM问题与耦合效用解耦,并获得了解决该问题的分布式算法。该算法可以收敛到所有用户的速率和能量之间的帕累托最优权衡。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Price-Based Distributed Algorithm for Optimal Utility-Energy Trade-Off in Wireless Sensor Networks
Wireless sensor networks (WSNs) are energy- constrained in nature, in this paper, we formulate the problem of data transport in sensor networks as a network utility maximization (NUM) problem, but we argue that each source utility not only depends on its source rate, but also on the consumed energy, this leads to a coupled utility model, where the utilities are functions of source rates and consumed energy. Differentiating from the classical NUM framework which usually takes the consumed energy as constraints. Our utility model regards consumed energy as one of the components of measure of the utility values, which indicates the tradeoff of source rates and consumed energy, it is a more accurate utility model for abstracting the energy characteristics for data gathering and transmission in WSNs. Due to the coupled energy utility, our optimization problem is not separable. Despite the difficulty, we present a systematic approach to decouple our NUM problem with coupled utilities by introducing into the slack variables and using dual decomposition techniques, and obtain a distributed algorithm for solving this problem. The proposed algorithm can converge to the Pareto optimal tradeoff between rates and energy for all users.
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