Blind Modulation Classification Algorithm for Single and Multiple-Antenna Systems Over Frequency-Selective Channels

被引:56
作者
Marey, Mohamed [1 ]
Dobre, Octavia A. [2 ]
机构
[1] Menoufia Univ, Fac Elect Engn, Menoufia 32952, Egypt
[2] Mem Univ Newfoundland, Fac Engn & Appl Sci, St John, NF A1B 3X9, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Intelligent radios; modulation classification; statistical moments; COGNITIVE RADIO APPLICATIONS; 2ND-ORDER CYCLOSTATIONARITY; THEORETICAL DEVELOPMENTS; SIGNAL CLASSIFICATION; CUMULANTS; OFDM;
D O I
10.1109/LSP.2014.2323241
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
This letter proposes a blind modulation classification (MC) algorithm applicable to single and multiple-antenna systems operating over frequency-selective channels. We show that the correlation functions of the received signals for certain modulation formats exhibit peaks at a particular set of time lags, a result which can be exploited as a discriminating feature. We also develop a new hypothesis test in order to detect the correlation-induced peaks. The proposed algorithm is general in the sense that it accommodates any number of transmit-and receive-antennas, without prior information about channel statistics. The classification performance of the proposed algorithm is assessed through Monte Carlo simulations.
引用
收藏
页码:1098 / 1102
页数:5
相关论文
共 16 条
[1]   Second-Order Cyclostationarity of Mobile WiMAX and LTE OFDM Signals and Application to Spectrum Awareness in Cognitive Radio Systems [J].
Al-Habashna, Ala'a ;
Dobre, Octavia A. ;
Venkatesan, Ramachandran ;
Popescu, Dimitrie C. .
IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2012, 6 (01) :26-42
[2]  
[Anonymous], Probability, Random Variables and Stochastic Processes
[3]   Survey of automatic modulation classification techniques: classical approaches and new trends [J].
Dobre, O. A. ;
Abdi, A. ;
Bar-Ness, Y. ;
Su, W. .
IET COMMUNICATIONS, 2007, 1 (02) :137-156
[4]   Cyclostationarity-Based Modulation Classification of Linear Digital Modulations in Flat Fading Channels [J].
Dobre, Octavia A. ;
Abdi, Ali ;
Bar-Ness, Yeheskel ;
Su, Wei .
WIRELESS PERSONAL COMMUNICATIONS, 2010, 54 (04) :699-717
[5]   Blind Digital Modulation Identification for Spatially-Correlated MIMO Systems [J].
Hassan, Kais ;
Dayoub, Iyad ;
Hamouda, Walaa ;
Nzeza, Crepin Nsiala ;
Berbineau, Marion .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2012, 11 (02) :683-693
[6]   Classification of Space-Time Block Codes Based on Second-Order Cyclostationarity with Transmission Impairments [J].
Marey, Mohamed ;
Dobre, Octavia A. ;
Inkol, Robert .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2012, 11 (07) :2574-2584
[7]   A Low Complexity Modulation Classification Algorithm for MIMO Systems [J].
Muehlhaus, Michael S. ;
Oner, Menguc ;
Dobre, Octavia A. ;
Jondral, Friedrich K. .
IEEE COMMUNICATIONS LETTERS, 2013, 17 (10) :1881-1884
[8]   Automatic Modulation Classification Algorithm Using Higher-Order Cumulants Under Real-World Channel Conditions [J].
Orlic, Vladimir D. ;
Dukic, Miroslav L. .
IEEE COMMUNICATIONS LETTERS, 2009, 13 (12) :917-919
[9]   On the Cyclostationarity of OFDM and Single Carrier Linearly Digitally Modulated Signals in Time Dispersive Channels: Theoretical Developments and Application [J].
Punchihewa, A. ;
Zhang, Q. ;
Dobre, O. A. ;
Spooner, C. ;
Rajan, S. ;
Inkol, R. .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2010, 9 (08) :2588-2599
[10]   Automatic Modulation Classification for Cognitive Radios Using Cyclic Feature Detection [J].
Ramkumar, Barathram .
IEEE CIRCUITS AND SYSTEMS MAGAZINE, 2009, 9 (02) :27-45