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A Lyapunov Optimization Approach for Green Cellular Networks with Hybrid Energy Supplies

机译:基于混合算法的绿色蜂窝网络Lyapunov优化方法   能源供应

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摘要

Powering cellular networks with renewable energy sources via energyharvesting (EH) has recently been proposed as a promising solution for greennetworking. However, with intermittent and random energy arrivals, it ischallenging to provide satisfactory quality of service (QoS) in EH networks. Toenjoy the greenness brought by EH while overcoming the instability of therenewable energy sources, hybrid energy supply (HES) networks that are poweredby both EH and the electric grid have emerged as a new paradigm for greencommunications. In this paper, we will propose new design methodologies for HESgreen cellular networks with the help of Lyapunov optimization techniques. Thenetwork service cost, which addresses both the grid energy consumption andachievable QoS, is adopted as the performance metric, and it is optimized viabase station assignment and power control (BAPC). Our main contribution is alow-complexity online algorithm to minimize the long-term average networkservice cost, namely, the Lyapunov optimization-based BAPC (LBAPC) algorithm.One main advantage of this algorithm is that the decisions depend only on theinstantaneous side information without requiring distribution information ofchannels and EH processes. To determine the network operation, we only need tosolve a deterministic per-time slot problem, for which an efficient inner-outeroptimization algorithm is proposed. Moreover, the proposed algorithm is shownto be asymptotically optimal via rigorous analysis. Finally, sample simulationresults are presented to verify the theoretical analysis as well as validatethe effectiveness of the proposed algorithm.
机译:最近,人们提出通过能量收集(EH)为可再生能源的蜂窝网络供电,这是绿色网络的有希望的解决方案。然而,随着能量的间歇到达和随机到达,在EH网络中提供令人满意的服务质量(QoS)颇具挑战性。为了享受EH带来的绿色环保,同时克服了可再生能源的不稳定性,由EH和电网共同驱动的混合能源供应(HES)网络已成为绿色通信的新范例。在本文中,我们将借助Lyapunov优化技术为HESgreen蜂窝网络提出新的设计方法。网络服务成本兼顾了网格能耗和可实现的QoS,被用作性能指标,并通过基站分配和功率控制(BAPC)进行了优化。我们的主要贡献是一种低复杂度的在线算法,可以最大限度地降低长期平均网络服务成本,即基于Lyapunov优化的BAPC(LBAPC)算法。该算法的一个主要优点是决策仅取决于即时边信息,而无需渠道和EH流程的分布信息。要确定网络运行状况,我们只需要解决确定性的每时隙问题,就此问题提出了一种有效的内部-外部优化算法。此外,通过严格的分析表明该算法是渐近最优的。最后,给出了样本仿真结果,以验证理论分析并验证了所提算法的有效性。

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