A robust hierarchical digital modulation classification technique: Using linear approximations

被引:3
作者
Baarrij, Syed M. [1 ]
Nasir, Fahad [1 ]
Masood, Saad [1 ]
机构
[1] Natl Univ Sci & Technol, Coll Elect & Mech Engn, Dept Comp Engn, Peshawar Rd, Rawalpindi 46000, Pakistan
来源
2006 IEEE INTERNATIONAL SYMPOSIUM ON SIGNAL PROCESSING AND INFORMATION TECHNOLOGY, VOLS 1 AND 2 | 2006年
关键词
Modulation Recognition; feature-based method; linear approximations;
D O I
10.1109/ISSPIT.2006.270861
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
Automatic Modulation Recognition has become an essential tool for COMINT. In this paper we use a feature-based method introducing new intuitive features for Real-Time Classification of Digitally modulated signals without any prior knowledge of signal parameters. The incoming signal's basic modulation type is detected i.e. FSK, PSK, ASK QAM & GMSK and then its order is identified. This hierarchical classification can be considered a step towards a general modulation classifier in A WGN channel. Linear Approximations are introduced in Instantaneous Amplitude and Non-Linear Component of Instantaneous Phase which result in improved performance of the system at lower SNR values. Simulations show that with the new feature set classification success rate is 99.9% at very low SNR i.e. 5dB.
引用
收藏
页码:545 / +
页数:2
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