中国科学技术大学学报 ›› 2014, Vol. 44 ›› Issue (2): 138-146.DOI: 10.3969/j.issn.0253-2778.2014.02.009

• 原创论文 • 上一篇    下一篇

分层网络中基于马尔可夫决策过程的能效优先的 接纳控制和业务转移算法

潘 军   

  1. 中国科学技术大学无线网络通信实验室,安徽合肥 230027
  • 收稿日期:2013-05-02 修回日期:2013-06-24 出版日期:2014-02-28 发布日期:2014-02-28
  • 通讯作者: 张文逸
  • 作者简介:潘军,男,1985年生,博士生. 研究方向:下一代无线通信技术. E-mail: panj@mail.ustc.edu.cn
  • 基金资助:
    国家重大科技专项基金(2011ZX03001-006-01)资助.

Energy efficiency priority admission control and service transfer algorithm based on Markov decision processes in hierarchical networks

PAN Jun   

  1. Wireless Information Network Laboratory, University of Science and Technology of China, Hefei 230027, China
  • Received:2013-05-02 Revised:2013-06-24 Online:2014-02-28 Published:2014-02-28

摘要: 在分层蜂窝网络中,为了改善网络的性能,同时部署了宏基站和家庭基站.考虑各种切换以及新到达业务,以阻塞率和掉话率为约束条件,以最大化系统平均能量效用回报函数为目标,将宏基站/家庭基站分层网络的接纳控制和业务转移问题建模成马尔可夫决策过程优化问题.当家庭基站中有空闲资源时,可以将连接到宏基站而处在家庭基站覆盖范围的业务切换到家庭基站中.通过求解线性方程得到最优的接纳策略.仿真结果表明,最优接纳和转移策略在获得最大的平均效用的情况下,有效提高了家庭基站的资源利用率,降低了业务阻塞率和掉话率;同时,宏基站的资源利用率降低使得它可以为更大覆盖范围内的用户提供服务.

关键词: 接纳控制, 家庭基站, 分层网络, 马尔可夫决策过程

Abstract: In a hierarchical cellular network environment, both macrocell and femtocell are deployed to improve network performance. The admission control problem for hierarchical network was addressed when all types of handovers were considered. The admission control and service transfer problem was formulated as a Markov decision process (MDP) optimization problem with constraints on the blocking probability and dropping probability and the objective of maximizing the average system energy efficiency reward function. When there are idle resources in a femtocell, the services connected to a macrocell with users located in the coverage of the femtocell could be chosen to be handed over to the femtocell. The optimal policy is obtained by solving a linear programming problem. Simulation results show that the proposed energy efficiency priority admission control and transfer strategy effectively improves the resource utilization of the femtocell with the maximum reward, and decreases blocking probability and dropping probability. Meanwhile, reducing resource utilization of the macrocell will make it possible to provide services to users within a larger coverage area.

Key words: admission control, femtocell, hierarchical network, Markov decision process