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Joint Optimization of Scheduling and Power Control in Wireless Networks: Multi-Dimensional Modeling and Decomposition

机译:无线网络中调度和功率控制的联合优化:   多维建模与分解

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摘要

The energy efficiency of future networks is becoming a significant and urgentissue, calling for greener network designs. At the same time, rapid developmentof wireless networks shows a trend of increasing complexity in networkstructure and resource space, leading to that optimizing the energy efficiencyof such networks requires a joint solution over multi-dimensional resourcespace. However, the coupled resource dimensions and growing problem scalesbring great challenges in obtaining the optimal solutions. In this paper, wedevelop a multi-dimensional network model on the basis of tuple-linksassociated with transmission patterns (TPs) and formulate the optimizationproblem as a TP based scheduling problem which jointly solves transmissionscheduling, routing, power control, radio and channel assignment. In order totackle the complexity issues raised from coupled resource dimensions, wepropose a novel algorithm that decomposes the coupling scheduling and powercontrol by exploiting the delay column generation technique to recursivelysolve a master problem for scheduling and a sub-problem for power allocation.Further, we theoretically prove that the performance gap between the proposedalgorithm and the optimum is upper bounded by that for the sub-problemsolution, where the latter is derived by solving a relaxed version of thesub-problem. Numerical results demonstrate the effectiveness of themulti-dimensional framework and the benefit of the proposed joint optimizationin improving network energy efficiency.
机译:未来网络的能源效率正在成为重要且紧迫的问题,需要更环保的网络设计。同时,无线网络的快速发展表明网络结构和资源空间的复杂性不断增加的趋势,导致优化此类网络的能源效率需要在多维资源空间上采取联合解决方案。但是,耦合的资源规模和日益严重的问题给获得最佳解决方案带来了巨大挑战。在本文中,我们基于与传输模式(TP)相关的元组链接开发了多维网络模型,并将优化问题表述为基于TP的调度问题,共同解决了传输调度,路由,功率控制,无线电和信道分配问题。为了解决耦合资源维度带来的复杂性问题,我们提出了一种新颖的算法,该算法通过利用延迟列生成技术来递归解决调度的主要问题和功率分配的子问题,从而分解耦合调度和功率控制。证明了所提出的算法与最优算法之间的性能差距是由子问题解决方案的性能上限所限定的,而子问题解决方案是通过解决子问题的一个宽松形式而得出的。数值结果证明了多维框架的有效性以及所提出的联合优化方法在提高网络能效方面的优势。

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