Cluster Based Multidimensional Scaling for Irregular Cognitive Radio Networks Localization

被引:40
作者
Saeed, Nasir [1 ]
Nam, Haewoon [2 ]
机构
[1] Gandhara Inst Sci & IT, Dept Elect Engn, Peshawar 25000, Pakistan
[2] Hanyang Univ, Dept Elect Engn, Ansan 426791, South Korea
关键词
Cognitive radio; multidimensional scaling; procrustes analysis; Cramer-Rao lower bound; NODE LOCALIZATION; ALGORITHMS;
D O I
10.1109/TSP.2016.2531630
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In cognitive radio networks (CRNs), localization of primary users (PUs) and secondary users (SUs) can enable several key capabilities such as location aware routing and power control mechanisms for SUs. Therefore, SUs in a network must accurately locate PUs in order to efficiently use spectrum holes without interfering to the PUs. Accurate localization of PUs in CRN is an important but challenging task due to the unique constraint of CRNs, i.e., the non cooperative nature of PUs making the localization algorithm rely solely on sensing results. In this paper we propose cluster based CRN localization using multidimensional scaling (MDS) that improves accuracy, especially for irregular CRNs. Using the traditional MDS approach leads to low localization accuracy and higher computational complexity. Based on this fact, this paper proposes a novel cluster based multidimensional scaling algorithm for CRN localization (CB-MDS). Furthermore Cramer-Rao lower bound (CRLB) is derived to analyze the performance of the proposed algorithm. Moreover, extensive simulations are performed to confirm that the proposed CB-MDS algorithm is robust to noise and performs better than existing algorithms in attaining the CRLB.
引用
收藏
页码:2649 / 2659
页数:11
相关论文
共 42 条
  • [1] Graphical properties of easily localizable sensor networks
    Anderson, Brian D. O.
    Belhumeur, Peter N.
    Eren, Tolga
    Goldenberg, David K.
    Morse, A. Stephen
    Whiteley, Walter
    Yang, Y. Richard
    [J]. WIRELESS NETWORKS, 2009, 15 (02) : 177 - 191
  • [2] [Anonymous], 2001, MULTIDIMENSIONAL SCA
  • [3] Feasibility of Chlamydia trachomatis screening and treatment in pregnant women in Lima, Peru: a prospective study in two large urban hospitals
    Cabeza, Jeanne
    Garcia, Patricia J.
    Segura, Eddy
    Garcia, Pedro
    Escudero, Francisco
    La Rosa, Sayda
    Leon, Segundo
    Klausner, Jeffrey D.
    [J]. SEXUALLY TRANSMITTED INFECTIONS, 2015, 91 (01) : 7 - 10
  • [4] Cognitive positioning systems
    Celebi, Hasari
    Arslan, Huseyin
    [J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2007, 6 (12) : 4475 - 4483
  • [5] A Spectrum Surveying Framework for Dynamic Spectrum Access Networks
    Datla, Dinesh
    Wyglinski, Alexander M.
    Minden, Gary J.
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2009, 58 (08) : 4158 - 4168
  • [6] Deghat Mohammad., 2011, IFAC Proceedings Volumes, V44, P7824, DOI DOI 10.3182/20110828-6-IT-1002.02448
  • [7] The limits of localization using signal strength: A comparative study
    Elnabrawy, E
    Li, XY
    Martin, RP
    [J]. 2004 FIRST ANNUAL IEEE COMMUNICATIONS SOCIETY CONFERENCE ON SENSOR AND AD HOC COMMUNICATIONS AND NETWORKS, 2004, : 406 - 414
  • [8] ALGORITHM-97 - SHORTEST PATH
    FLOYD, RW
    [J]. COMMUNICATIONS OF THE ACM, 1962, 5 (06) : 345 - 345
  • [9] Guibene Wael, 2012, 2012 IEEE 8th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob 2012), P719, DOI 10.1109/WiMOB.2012.6379155
  • [10] Cooperative Spectrum Sensing and Localization in Cognitive Radio Systems Using Compressed Sensing
    Guibene, Wael
    Slock, Dirk
    [J]. JOURNAL OF SENSORS, 2013, 2013