Utility Constrained Energy Minimization In Aloha Networks

A. Khodaian, B. Khalaj, M. S. Talebi
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引用次数: 1

Abstract

In this paper we consider the issue of energy efficiency in random access networks and show that optimizing transmission probabilities of nodes can enhance network performance in terms of energy consumption and fairness. First, we propose a heuristic power control method that improves throughput, and then we model the Utility Constrained Energy Minimization (UCEM) problem in which the utility constraint takes into account single and multi node performance. UCEM is modeled as a convex optimization problem and Sequential Quadratic Programming (SQP) is used to find optimal transmission probabilities. Numerical results show that our method can achieve fairness, reduce energy consumption and enhance lifetime of such networks.
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Aloha网络中受效用约束的能量最小化
本文考虑了随机接入网络中的能量效率问题,并表明优化节点的传输概率可以在能量消耗和公平性方面提高网络性能。首先,我们提出了一种提高吞吐量的启发式功率控制方法,然后我们对效用约束下的能量最小化(UCEM)问题进行了建模,其中效用约束考虑了单节点和多节点的性能。将UCEM建模为一个凸优化问题,并利用序列二次规划(Sequential Quadratic Programming, SQP)求解最优传输概率。数值计算结果表明,该方法能够实现网络的公平性,降低网络能耗,提高网络寿命。
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