Cyclostationarity-Based Modulation Classification of Linear Digital Modulations in Flat Fading Channels

被引:78
作者
Dobre, Octavia A. [1 ]
Abdi, Ali [2 ]
Bar-Ness, Yeheskel [2 ]
Su, Wei [3 ]
机构
[1] Mem Univ Newfoundland, Fac Engn & Appl Sci, St John, NF A1B 3X5, Canada
[2] New Jersey Inst Technol, Dept Elect & Comp Engn, Newark, NJ 07102 USA
[3] RDECOM, Ft Monmouth, NJ 07703 USA
关键词
Antenna arrays; Automatic modulation classification; Cycle aliasing; Higher-order cyclic statistics; Probability of correct classification; Selection combining; TIME;
D O I
10.1007/s11277-009-9776-2
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Modulation classification is an intermediate step between signal detection and demodulation, and plays a key role in various civilian and military applications. In this correspondence, higher-order cyclic cumulants (CCs) are explored to discriminate linear digital modulations in flat fading channels. Single- and multi-antenna CC-based classifiers are investigated. These benefit from the robustness of the CC-based features to unknown phase and timing offset. Furthermore, the latter provides significant performance improvement due to spatial diversity used to combat the fading effect. Classifier performances are investigated under a variety of channel conditions. In addition, analytical closed-form expressions for the cyclic cumulant polyspectra of linearly digitally modulated signals affected by fading, carrier frequency and timing offsets, and additive Gaussian noise are derived, along with a condition for the oversampling factor to avoid aliasing in the cycle and spectral frequency domains.
引用
收藏
页码:699 / 717
页数:19
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