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Femtocell双层网络中基于Q-learning的子信道分配方案

杨秀清 陈禹 李正富

杨秀清, 陈禹, 李正富. Femtocell双层网络中基于Q-learning的子信道分配方案[J]. 电子与信息学报, 2017, 39(3): 598-604. doi: 10.11999/JEIT160453
引用本文: 杨秀清, 陈禹, 李正富. Femtocell双层网络中基于Q-learning的子信道分配方案[J]. 电子与信息学报, 2017, 39(3): 598-604. doi: 10.11999/JEIT160453
YANG Xiuqing, CHEN Yu, LI Zhengfu. Subchannel Allocation Scheme for Two-tire Femtocell Networks Based on Q-learning[J]. Journal of Electronics & Information Technology, 2017, 39(3): 598-604. doi: 10.11999/JEIT160453
Citation: YANG Xiuqing, CHEN Yu, LI Zhengfu. Subchannel Allocation Scheme for Two-tire Femtocell Networks Based on Q-learning[J]. Journal of Electronics & Information Technology, 2017, 39(3): 598-604. doi: 10.11999/JEIT160453

Femtocell双层网络中基于Q-learning的子信道分配方案

doi: 10.11999/JEIT160453
基金项目: 

北京市教育委员会科技计划一般项目(KM201710858003)

Subchannel Allocation Scheme for Two-tire Femtocell Networks Based on Q-learning

Funds: 

The Science and Technology Projects of Beijing Municipal Education Commission(KM201710858003)

  • 摘要: 在Femtocell家庭基站(Femtocell Base Station, FBS)组成的异构网络中,为提升网络的频谱效率,FBS与Macrocell宏基站(Macrocell Base Station, MBS)一般要求是同频部署,然而同频部署会产生同信道干扰。为了实现FBS的大规模部署,降低网络同信道干扰影响变得尤为重要。该文提出一种基于Q-learning的子信道分配方案,既保证大量部署的FBS不会对MBS带来过高的跨层干扰,同时也降低了FBS之间的同层干扰。同时针对FBS稀疏部署和密集部署的场景,分别进行了算法的仿真验证,其仿真结果表明该算法降低了干扰,验证了理论的正确性。
  • CHEN W T. Analytic estimation for uplink capacity reduction due to co-channel interference in LTE networks[J]. Wireless Networks, 2014, 21(6): 1775-1782. doi: 10.1007/ s11276-014-0883-y.
    ALADE T, ZHU H, and WANG J. Uplink co-channel interference analysis and cancellation in femtocell based distributed antenna system[C]. IEEE International Conference on Communication (ICC) 2010, Cape Town, South Africa, 2010: 1-5. doi: 10.1109/ICC.2010.5501848.
    MOHSEN M and MAJID G. Uplink scheduling in wireless networks with successive interference cancellation[J]. IEEE Transactions on Mobile Computing, 2014, 13(5): 1132-1144. doi: 10.1109/TMC.2013.56.
    VIKRAM C and JEFFREY J A. Spectrum allocation in tiered cellular networks[J]. IEEE Transactions on Communications, 2009, 57(10): 3059-3068. doi: 10.1109/ TCOMM.2009.10.080529.
    TSIROPOU E E, VAMVAKAS P, PAPAVASSILIOU S, et al Combined power and rate allocation in self-optimized multi-service two-tier femtocell networks[J]. Computer Communications, 2015, 72(12): 38-48. doi: 10.1016/j. comcom.2015.05.012.
    杜晓玉, 孙力娟, 郭剑, 等. 异构无线传感器网络覆盖优化算法[J]. 电子与信息学报, 2014, 36(3): 696-702. doi: 10.3724/ SP.J.1146.2013.00730.
    DU Xiaoyu, SUN Lijuan, GUO Jian, et al. Coverage optimization algorithm for heterogeneous WSNs[J]. Journal of Electronics Information Technology, 2014, 36(3): 696-702. doi: 10.3724/SP.J.1146.2013.00730.
    LI Hongjia, XU Xiaodong, HU Dan, et al. Clustering strategy based on graph method and power control for frequency resource management in femtocell and MBS overlaid system[J]. Journal of Communications and Networks, 2011, 13(6): 664-677. doi: 10.1109/JCN.2011.6157483.
    HAN Bin, WANG Wenbo, LI Yong, et al. Investigation of interference margin for the co-existence of MBS and femtocell in orthogonal frequency division multiple access systems[J]. IEEE Systems Journal, 2013, 7(1): 59-67. doi: 10.1109/ JSYST.2012.2223536.
    GUVENC I, JEONG M R, WATANABE F J, et al. A hybrid frequency assignment for femtocells and coverage area analysis for co-channel operation[J]. IEEE Communications Letters, 2008, 12(12): 880-882. doi: 10.1109/LCOMM.2008. 081273.
    ZHENG K, WANG Y, LIN C, et al. Graph-based interference coordination scheme in orthogonal frequency-division multiplexing access femtocell networks[J]. IET Communications, 2011, 5(17): 2533-2541. doi: 10.1049/ iet-com.2011.0134.
    PARK S S, SEO W H, KIM Y J, et al. Beam subset selection strategy for interference reduction in two-tier femtocell networks[J]. IEEE Transactions on Wireless Communications, 2010, 9(11): 3440-3449. doi: 10.1109/ TWC.2010.092410.091171.
    张海波, 穆立雄, 陈善学, 等. OFDMA毫微微小区双层网络中基于分组的资源分配[J]. 电子与信息学报,2016,38(2): 262-268. doi: 10.11999/JEIT150699.
    ZHANG Haibo, MU Lixiong, CHEN Shanxue, et al. A cluster-based resource allocation in a two-tier OFDMA femtocell networks[J]. Journal of Electronics Information Technology, 2016, 38(2): 262-268. doi: 10.11999/ JEIT150699.
    CHANG Chihwen. An interference-avoidance code assignment strategy for the hierarchical two-dimensional- spread MC-DS-CDMA system: a prototype of cognitive radio femtocell system[J]. IEEE Transactions on Vehicular Technology, 2012, 61(1): 166-184. doi: 10.1109/TVT.2011. 2173808.
    KANG Xin, LIANG Yingchang, and GARG H K. Distributed power control for spectrum-sharing femtocell networks using stackelberg game[C]. 2011 IEEE International Conference on Communications (ICC), Kyoto, Japan, 2011: 1-5. doi: 10.1109/icc.2011.5962650.
    AHMED M and YOON S G. Dynamic access and power control scheme for interference mitigation in femtocell networks[J]. KSII Transactions on Internet and Information Systems (TIIS), 2015, 9(11): 4331-4346. dio: 10.3837/tiis. 2015.11.004.
    JIN Fan, ZHANG Rong, and HANZO L. Fractional frequency reuse aided twin-layer femtocell networks: Analysis, aesign and optimization[J]. IEEE Transactions on Communications, 2013, 61(5): 2074-2085. doi: 10.1109/ TCOMM.2013.022713.120340.
    JIN Fan, ZHANG Rong, and HANZO L. Frequency- swapping aided femtocells in twin-layer cellular networks relying on fractional frequency reuse[C]. 2012 IEEE Wireless Communications and Networking Conference (WCNC), Paris, France, 2012: 3097-3101. doi: 10.1109/WCNC.2012. 6214337.
    SALATI A H, NASIRI-KENARI M, and SADEGHI P. Distributed subband, rate and power allocation in OFDMA based two-tier femtocell networks using fractional frequency reuse[C]. 2012 IEEE Wireless Communications and Networking Conference (WCNC), Paris, France, 2012: 2626-2630. doi: 10.1109/WCNC.2012.6214243.
    VALCARCE A, LUCAS M, and LOPEZ-PEREZ D. In-cabin downlink cell planning with fractional frequency reuse[C]. 18th European Wireless Conference European Wireless, Poznan, Poland, 2012: 1-5.
    WU Dapeng and NEGI R. Effective capacity: A wireless link model for support of quality of service[J]. IEEE Transactions on Wireless Communications, 2003, 2(4): 630-643. doi: 11.1109/TWC.2003.814353.
    WATKINS C and DAYAN P. Technical note: Q-Learning [J]. Machine Learning, 1992, 8(3/4): 279-292. dio: 10.1023/A: 1022676722315.
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出版历程
  • 收稿日期:  2016-05-03
  • 修回日期:  2016-11-15
  • 刊出日期:  2017-03-19

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