期刊文献+

认知无线网络中基于无休止多臂赌博机模型的多用户频谱接入机制 被引量:5

Dynamic spectrum access mechanism of multi-users based on restless multi-armed bandit model in cognitive networks
下载PDF
导出
摘要 针对如何协调多个认知用户择机接入多段空闲频域信道的问题,提出了一种基于无休止多臂赌博机(RMAB)模型的动态频谱接入机制。首先,考虑到实际环境下认知用户的信道感知误差,推导出能有效处理感知误差的Whittle索引值算法,该算法通过历史经验积累给予每个信道一定的信任值,并综合考虑在当前信任值下选择每个信道的立即收益与未来收益的多少,选择出需要感知接入的信道;其次,对于多个认知用户接入相同信道时产生冲突的问题,提出了基于多标拍卖的协调机制,通过多标拍卖的方式处理认知用户之间的冲突。仿真结果表明,在相同的环境中,所提出的频谱接入机制与未处理误差的或者未采用多标拍卖的接入机制相比,认知用户获得的吞吐量更大。 Based on the theory of Restless Multi-Armed Bandit (RMAB) model, a novel mechanism of dynamic spectrum access was proposed for the problem that how to coordinate multiple user access multiple idle channels. Firstly, concerning the channel sensing error of the cognitive user being existed in the practical network, the Whittle index policy which can deal with sensing error effectively was derived. In this policy, the users achieved one belief value for every channel based on the historical experience accumulation and chose the channel, which was needed to sense and access, by considering the immediate and future rewards based on the belief values. Secondly, this paper used the multi-bid auction algorithm to deal with the collision among secondary users when they selected the channels to improve the spectrum utilization. The simulation results demonstrate that, in the same environment, the cognitive users with the proposed mechanism have higher throughtput than the mechanism without dealing with sensing error or without multi-bid.
出处 《计算机应用》 CSCD 北大核心 2014年第10期2782-2786,共5页 journal of Computer Applications
基金 国家自然科学基金资助项目(61102062) 教育部科学技术研究重点项目(212145) 重庆市科委自然科学基金资助项目(cstc2011jjA1192) 重庆市教委科学技术研究项目(KJ120530) 重庆邮电大学博士启动基金资助项目(A2010-11)
关键词 多用户多信道 无休止多臂赌博机模型 多标拍卖 Whittle索引值算法 multi-user multi-channel Restless Multi-Armed Bandit (RMAB) model multi-bid auction Whittle index algorithm
  • 相关文献

参考文献16

  • 1ZHAO Q, KRISHNAMACHARI B, LIU K. On myopic sensing for multi-channel opportunistic access: structure, optimality, and per- formance [ J]. IEEE Transactions on Wireless Communications, 2008, 7 (12) : 5431 -5440.
  • 2张北伟,朱云龙,胡琨元.基于粒子群算法的认知无线电频谱分配算法[J].计算机应用,2011,31(12):3184-3186. 被引量:20
  • 3龙吟,殷亨静,朱江,李方伟.认知无线电中的新型自适应动态信道分配算法[J].计算机应用,2011,31(11):2915-2917. 被引量:1
  • 4LIU K, ZHAO Q, KRISHNAMACHARI B. Dynamic multichannel access with imperfect channel state detection [ J]. IEEE Transac- tions on Signal Processing, 2010, 58(5):2795 -2808.
  • 5DONG S, LEE J. Greedy confidence bound techniques for restless multi-armed bandit based Cognitive Radio [ C] // Proceedings of the 2013 47th Annum Conference on Information Sciences and Systems. Piscataway: IEEE Press, 2013:1 -4.
  • 6LIU K, ZHAO Q. Indexability of restless bandit problems and opti- mality of Whittle index for dynamic multichannel access [ J]. IEEE Transactions on Information Theory, 2010, 56(11) : 5547 -5567.
  • 7GILBERT E N. Capacity of a burst-noise channel [ J]. Bell System Technical Journal, 1960, 39:1253 - 1265.
  • 8SMALLWOOD R, SONDIK E. The optimal control of partially ob- servable Markov processes over a finite horizon [ J]. Operations Re- search, 1971,26:1071 - 1088.
  • 9ZHAO Q, TONG L, SWAMI A, et al. Decentralized cognitive MAC for opportunistic spectrum access in Ad Hoc networks: a POMDP framework [ J]. IEEE Journal on Selected Areas in Communica- tions, 2007, 25(3) : 589 -600.
  • 10PAPADIMITRIOU C H, TSITSIKLIS J N. The complexity of opti- mal queueing network control [ J]. Mathematics of Operations Re- search, 1999, 24(2) : 293 - 305.

二级参考文献43

  • 1肖瑶,周宗仪.随机接入协议:研究综述[J].通信技术,2003,36(1):60-63. 被引量:6
  • 2廖楚林,陈劼,唐友喜,李少谦.认知无线电中的并行频谱分配算法[J].电子与信息学报,2007,29(7):1608-1611. 被引量:58
  • 3MITOLA J, HAQUIRE G Q. Cognitive radio: Making software ra- dios more personal[ J]. IEEE Personal Communications, 1999, 6(4) : 13 -18.
  • 4LONG LE, ItOSSAIN. A MAC protocol for opportunistic spectrum access in cognitive radio networks[ C]// IEEE Conference on Wire- less Communications and Networking. Washington, DC: IEEE Com- puter Society, 2008, 1:1426 - 1430.
  • 5PATEL J A, LUO HAIYUN, GUPTA I. A cross layer architecture to exploit multi-channel diversity with a single transceiver[ C]// Pro- ceedings of IEEE INFOCOM Mini Symposium. Washington, DC: IEEE Computer Society, 2007, 1 : 72 - 76.
  • 6VARTIKA B, N IT IN H V. Connectivity and capacity of multi channel wireless networks with channel switching constraints[ C]// IEEE INFOCOM 2007. Washington, DC: IEEE Computer Society, 2007, 1 : 269 - 278.
  • 7ZHAO QING, TONG LANG, SWAMI A, et al. Decentralized cog- nitive MAC for opportunistic spectrum access in Ad Hoc networks: A POMDP framework[ J]. IEEE Journal on Selected Areas in Commu- nications, 2007, 25(3) : 589 - 600.
  • 8SONG YANG, FANG YUGUANG, ZHANG YANCHAO. Stochastic channel selection in cognitive radio networks [ C ]// IEEE Global Telecommunications Conference. Washington, DC: IEEE, 2007: 4878 - 4882.
  • 9PHAM H N, XIANG JIE, ZHANG YAN. QoS aware channel selec- tion in cognitive radio networks: A game theoretic approach[ C]// IEEE Global Telecommunications Conference. Washington, DC:IEEE Computer Society, 2008:1 - 7.
  • 10GRANDELL J. Mixed Poisson Processes[ M]. New York : Chapman and Hall Press, 1997:1 -268.

共引文献20

同被引文献34

  • 1余艳英,朱江,张盛峰.认知无线电系统中基于多标拍卖的信道分配机制[J].通信技术,2008(5):75-78. 被引量:6
  • 2ZHAO Q, Sadler B. A Survey of Dynamic Spectrum Ac- cess : Signal Processing, Network, and Regulatory Policy [ J ]. IEEE Signal Processing, 2005,24 ( 3 ) :201-220.
  • 3LUO Y, GAO L, HUANG J. White Space Ecosystem: A Secondary Network Operator "s Perspective [ C ]//IEEE GLOBECOM, 2013:925-930.
  • 4ZHOU H, LIU B, HOU F, et al. A QoS Supported Spec- trum Allocation Scheme for Database- Assisted Secondary Access Networks [ C ]//IEEE ICCC, China, 2014:835-839.
  • 5LIU Y, YU R, PAN M, et al. Adaptive Channel Access in Spectrum Database-Driven Cognitive Radio Networks [ C]//IEEE ICC, 2014:4933-4938.
  • 6JIANG C, DUAN L, HUANG J. Joint Spectrum Pricing and Admission Control for Heterogeneous Secondary Users [J]. In Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks ( WiOpt), 2014:497-504.
  • 7YIN J, SUN G, WANG X. Spectrum Trading in Cogni- tive Radio Network: A Two-Stage Market based on Con- tract and Stackelberg Game [ C]//IEEE WCNC, 2013: 1679-1684.
  • 8DUAN L, HUANG J, SHOU B. Duopoly Competition in Dynamic Spectrum Leasing and Pricing I J]. IEEE Trans- actions on Mobile Computing, 2012,11 ( 11 ) : 1706-1719.
  • 9CAO X, CHEN Y, LIU K. Cognitive Radio Networks with Heterogeneous Users How to Procure and Price the Spectrum [ J ]. IEEE Transactions on Wireless Commu~ nicaions, 2015,14 ( 3 ) : 1676-1688.
  • 10LIU Y, TAO M, HUANG J. An Auction Approach to Distributed Power Allocation for Multiuser Cooperative Networks [ J ]. IEEE Transactions on Mobile Compu- ting,2013,12( 1 ) :237-247.

引证文献5

二级引证文献8

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部