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Energy-Efficient and QoS Aware Surplus Resource Allocation in OFDMA Systems

机译:OFDMA系统中的高能效和QoS感知盈余资源分配

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摘要

There has recently been a real demand to design and deploy mobile communication networks that consume significantly less energy compared to the existing s ystems. The main thrust of this research focuses on investigation of the impacts of radio resource allocation schemes in the current state-of-the-art Orthogonal Frequency Division Multiple Access (OFDMA) systems on energy efficiency (EE) of modern Radio Access Networks ( RANs), as well as design of effective solutions to reduce RAN energy consumption in such networks.;Due to data traffic fluctuation of communication networks, there are often many unused radio resource blocks in OFDMA systems. Efficient allocation of these surplus resource blocks can lead to considerable energy savings. One of the key objectives of this thesis is to exploit this opportunity by designing practical and effective radio resource allocation techniques that exploit fundamental trade-off between energy consumption and bandwidth by reducing energy consumption of the RAN while providing the required quality of service (QoS) for the network users. The basic concept here is to exploit fluctuations of data traffic in the network.;Specifically, a novel e nergy e fficient re source al location te chnique, for low load traffic conditions is proposed. This technique is then applied to three bespoke scheduling schemes, namely Round Robin (RR), Best Channel Quality Indicator (BCQI), and Proportional Fair (PF) for performance assessment. Comprehensive evaluation of the proposed scheduling schemes demonstrates that adopting the proposed resource allocation technique significantly enhances the performance of RAN in terms of energy consumption in comparison with the conventional schemes such as the three aforementioned schedulers.;Finding an optimal method for surplus resource allocation is firstly modelled as an optimisation problem which is subsequently solved using dynamic programming. In this context, a Knapsack Problem (KP) is adopted to find an optimal solution for a single-cell scenario. The proposed heuristic method is simulated using Equal Power (EP) and Water Filling (WF) algorithms for surplus resource allocation. It is shown that the optimal solution is achieved using the WF algorithm leading to an EE saving of 60% compared to the greedy KP solution, whilst significantly lower computational complexity.;The optimality of the proposed algorithm is evaluated in a multi-cell scenario to take into account realistic assumptions, which is more suitable for practical systems as interference of neighbouring cells are also considered. In this case, it is shown that the optimality of the proposed algorithm is valid and similar levels of energy saving can be achieved.;Moreover, Cooperative Multi Point (CoMP) operation leading to interference mitigation and a coordinated resource allocation is considered to assess the optimality of the proposed algorithm. In this regard, two algorithms for assigning the surplus radio resources in OFDMA systems are proposed where a Multiple Choice bounded Knapsack problem (MCBKP) was defined to find the optimum values for bandwidth expansion of the scheduled users in each time slot. In addition to lower computational complexity and guaranteeing QoS, the percentage of energy saving by employing the optimum algorithm is 46%.
机译:最近,真正需要设计和部署与现有系统相比能耗要低得多的移动通信网络。这项研究的主要重点在于调查当前最新的正交频分多址(OFDMA)系统中的无线电资源分配方案对现代无线电接入网络(RAN)的能效(EE)的影响由于通信网络的数据流量波动,OFDMA系统中经常有许多未使用的无线电资源块。有效分配这些剩余资源块可以节省大量能源。本文的主要目标之一是通过设计实用而有效的无线电资源分配技术来利用这一机会,该技术通过降低RAN的能耗同时提供所需的服务质量(QoS)来利用能耗和带宽之间的基本权衡。对于网络用户。这里的基本概念是利用网络中数据流量的波动。具体而言,提出了一种针对低负载流量条件的新型节能高效资源定位技术。然后,将该技术应用于三种定制的调度方案,即循环性能(RR),最佳信道质量指标(BCQI)和比例公平(PF)以进行性能评估。对所提出的调度方案的综合评估表明,与诸如上述三个调度器的常规方案相比,采用所提出的资源分配技术在能源消耗方面显着提高了RAN的性能。建模为优化问题,随后使用动态编程解决。在这种情况下,采用背包问题(KP)来为单小区方案找到最佳解决方案。提出的启发式方法是使用等功率(EP)和注水(WF)算法对剩余资源分配进行仿真的。结果表明,使用WF算法可以实现最优解决方案,与贪婪的KP解决方案相比,可以节省60%的EE,同时显着降低了计算复杂度。考虑到现实的假设,这更适合实际系统,因为还考虑了相邻小区的干扰。在这种情况下,表明所提算法的最优性是有效的,并且可以达到相似的节能水平。此外,考虑到协作多点(CoMP)操作可减少干扰并考虑协调资源分配来评估所提算法的最优性。在这方面,提出了两种用于在OFDMA系统中分配剩余无线电资源的算法,其中定义了多选有界背包问题(MCBKP)以找到用于每个时隙中的调度用户的带宽扩展的最优值。除了降低计算复杂度和保证QoS外,采用最佳算法的节能百分比为46%。

著录项

  • 作者

    Sabagh, Mohammad Reza.;

  • 作者单位

    University of Surrey (United Kingdom).;

  • 授予单位 University of Surrey (United Kingdom).;
  • 学科 Electrical engineering.
  • 学位 Ph.D.
  • 年度 2017
  • 页码 141 p.
  • 总页数 141
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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