Cooperative spectrum sensing for cognitive radios based on a PA-GABC algorithm

被引:0
|
作者
Li, Xinbin [1 ]
Liu, Lei [1 ]
机构
[1] Yan Shan Univ, Key Lab Ind Comp Control Engn Hebei Prov, Inst Elect Engn, Qinhuangdao, Peoples R China
来源
2011 INTERNATIONAL CONFERENCE ON ELECTRONICS, COMMUNICATIONS AND CONTROL (ICECC) | 2011年
关键词
cognitive radios; PA-GABC; ABC; PSO; cooperative spectrum sensing;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Spectrum sensing plays a critical role in cognitive radio networks. A good sensing scheme can reduce the false alarm probability and increase the detection probability, and thus improves utilization. In this paper, in order to avoid the defect that cooperative spectrum sensing based on Particle Swarm Optimization (PSO) algorithm is easy to trap into a local optimization. We propose a population adaptive Gbest-guided artificial bee colony (PA-GABC) algorithm and it is applied to cooperative spectrum sensing for cognitive radios field. Simulations are performed to compare the performance of the PA-GABC algorithm and traditional artificial bee colony (ABC) algorithm. The performance of the proposed cooperative spectrum sensing method based on the PA-GABC and that of the cooperative spectrum sensing method using particle swarm optimization (PSO) algorithm are also compared. Results show that the proposed PA-GABC-based cooperative spectrum sensing method is efficient and stable, and it gets higher detection probability than the ABC-based method and the PSO-based method under the same probability of false alarm.
引用
收藏
页码:2604 / 2607
页数:4
相关论文
共 10 条
  • [1] Implementation issues in spectrum sensing for cognitive radios
    Cabric, D
    Mishra, SM
    Brodersen, RW
    [J]. CONFERENCE RECORD OF THE THIRTY-EIGHTH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS & COMPUTERS, VOLS 1 AND 2, 2004, : 772 - 776
  • [2] Cabric D., 2006, TAPAS 06 P 1 INT WOR, P12, DOI DOI 10.1109/MILCOM.2006.301994
  • [3] ENSERINK S, 1994, CONF REC ASILOMAR C, P806, DOI 10.1109/ACSSC.1994.471573
  • [4] A powerful and efficient algorithm for numerical function optimization: artificial bee colony (ABC) algorithm
    Karaboga, Dervis
    Basturk, Bahriye
    [J]. JOURNAL OF GLOBAL OPTIMIZATION, 2007, 39 (03) : 459 - 471
  • [5] Cognitive radio: Making software radios more personal
    Mitola, J
    Maguire, GQ
    [J]. IEEE PERSONAL COMMUNICATIONS, 1999, 6 (04): : 13 - 18
  • [6] Optimization for cooperative sensing in cognitive radio networks
    Peh, Edward
    Liang, Ying-Chang
    [J]. 2007 IEEE WIRELESS COMMUNICATIONS & NETWORKING CONFERENCE, VOLS 1-9, 2007, : 27 - 32
  • [7] Optimal Linear Cooperation for Spectrum Sensing in Cognitive Radio Networks
    Quan, Zhi
    Cui, Shuguang
    Sayed, Ali H.
    [J]. IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2008, 2 (01) : 28 - 40
  • [8] ENERGY DETECTION OF UNKOWN DETERMINISTIC SIGNALS
    URKOWITZ, H
    [J]. PROCEEDINGS OF THE INSTITUTE OF ELECTRICAL AND ELECTRONICS ENGINEERS, 1967, 55 (04): : 523 - +
  • [9] Cooperative spectrum sensing using particle swarm optimisation
    Zheng, S.
    Lou, C.
    Yang, X.
    [J]. ELECTRONICS LETTERS, 2010, 46 (22) : 1525 - 1526
  • [10] Gbest-guided artificial bee colony algorithm for numerical function optimization
    Zhu, Guopu
    Kwong, Sam
    [J]. APPLIED MATHEMATICS AND COMPUTATION, 2010, 217 (07) : 3166 - 3173