Efficient algorithms to solve a class of resource allocation problems in large wireless networks

Jun Luo, A. Girard, C. Rosenberg
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引用次数: 13

Abstract

We focus on efficient algorithms for resource allocation problems in large wireless networks. We first investigate the link scheduling problem and identify the properties that make it possible to compute solutions efficiently. We then show that the node on-off scheduling problem shares these features and is amenable to the same type of solution method. Numerical results confirm the efficiency of our technique for large scale problems. We also extend the technique to the case where the objective function is nonlinear showing that our technique blends smoothly with a sequential linear programming approach. Numerical results for a cross-layer design with a nonlinear fairness utility show that it is possible to compute optimal solutions for large wireless networks in reasonable CPU time.
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解决大型无线网络中一类资源分配问题的高效算法
研究了大型无线网络中资源分配问题的有效算法。我们首先研究了链路调度问题,并确定了使有效计算解决方案成为可能的属性。然后,我们证明了节点开关调度问题具有这些特征,并且适用于相同类型的求解方法。数值结果证实了该方法对大规模问题的有效性。我们还将该技术扩展到目标函数是非线性的情况下,表明我们的技术与顺序线性规划方法顺利混合。一个具有非线性公平性效用的跨层设计的数值结果表明,在合理的CPU时间内计算大型无线网络的最优解是可能的。
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