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无线多媒体接入网高能效的自适应载频开启控制 被引量：1

ENERGY-EFFICIENT ADAPTIVE FREQUENCY CARRIERS ON/OFF CONTROL IN WIRELESS MULTIMEDIA ACCESS NETWORKS
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摘要 针对无线接入网负载高波动的特点,提出一种基于随机超时阈值的多路载频自适应开启的动态功耗控制策略,在满足多类业务QoS的同时,降低系统基站的能耗.构建事件驱动的连续时间Markov控制过程系统分析模型,将自适应载频开启节能控制转化为一个带约束的优化问题.结合性能梯度估计与随机逼近,提出一种基于策略梯度的在线自适应优化算法.仿真实验结果验证了方法的有效性. A stochastic timeout threshold based dynamic power management（DPM）strategy is presented for conserving energy of base stations in wireless multimedia access networks.It dynamically changes the operation state of multiple frequency carriers with the fluctuation of workloads to guarantee the QoS with minimum power consumption.First,an event-driven continuous-time Markov control processes model is introduced to formulate the DPM problem as a constrained optimization problem.Then,a reinforcement learning algorithm that combines policy gradient estimation and stochastic approximation is proposed for optimizing the DPM policy online.Simulation results demonstrate the effectiveness of the presented approach.
作者 江琦 唐昊 奚宏生
机构地区 合肥工业大学电气与自动化工程学院 中国科学技术大学自动化系
出处 《系统科学与数学》 CSCD 北大核心 2014年第12期1517-1526,共10页 Journal of Systems Science and Mathematical Sciences
基金 国家自然科学基金(61374158 61233003 61174186 61074033)资助课题
关键词 动态功耗管理 QOS保证 无线接入网 自适应载频开启 策略优化. Dynamic power management QoS guarantee wireless access networks adaptive frequency carriers on/off policy optimization
分类号 TN925.93 [电子电信—通信与信息系统]
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参考文献15

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二级参考文献12

  • 1姜爱全,叶晓国,吴家皋.无线/移动网络中基于遗传算法的带宽适应方案[J].计算机研究与发展,2004,41(9):1453-1459. 被引量：2
  • 2吴越,毕光国.无线多媒体网络中一种基于测量网络状态的动态呼叫接纳控制算法[J].计算机学报,2005,28(11):1823-1830. 被引量：4
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系统科学与数学
2014年 第12期

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