Energy- and spectrum-efficiency tradeoff in OFDM-based cognitive radio systems

Weijia Shi, Shaowei Wang, Dageng Chen
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引用次数: 13

Abstract

In this paper, we investigate the Energy Efficiency (EE) - Spectrum Efficiency (SE) tradeoff issue in an OFDM-based cognitive radio (CR) network. A multi-objective resource allocation problem is formulated, where we try to maximize the EE and the SE simultaneously. The Pareto optimal set of the formulated problem is characterized by analyzing the relationship between the EE and the SE. To find a unique globally optimal solution, we proposed a unified EE-SE tradeoff metric, based on which the original optimization task is transformed into a single-objective problem that has a D.C. (Difference of two Convex functions/sets) structure. Then an efficient barrier method is developed, where we speeds up the time-consuming computation of Newton step by exploiting the structure of the D.C. programming problem. Simulation results validate the effectiveness and efficiency of the proposed algorithm. Our general problem formulation sheds some insights on how to design an energy- and spectrum-efficient CR system.
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基于ofdm的认知无线电系统的能量和频谱效率权衡
本文研究了基于ofdm的认知无线电(CR)网络中能量效率(EE)和频谱效率(SE)的权衡问题。提出了一个多目标资源分配问题,其中我们试图同时最大化EE和SE。通过分析EE与SE之间的关系,确定了该问题的Pareto最优集。为了找到唯一的全局最优解,我们提出了一个统一的EE-SE权衡度量,在此基础上将原始优化任务转化为具有dc (two Convex functions/sets Difference of two Convex functions/sets)结构的单目标问题。然后,利用直流规划问题的结构,提出了一种有效的势垒法,加快了牛顿步的计算速度。仿真结果验证了该算法的有效性和高效性。我们的一般问题公式对如何设计能源和频谱高效的CR系统提供了一些见解。
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