Automatic digital modulation classification using Genetic Programming with K-Nearest Neighbor

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@InProceedings{Aslam:2010:milcom,

• author = "Muhammad Waqar Aslam and Zhechen Zhu and Asoke K. Nandi",
• title = "Automatic digital modulation classification using Genetic Programming with K-Nearest Neighbor",
• booktitle = "MILCOM 2010",
• year = "2010",
• month = oct # " 31-" # nov # " 3",
• pages = "1731--1736",
• abstract = "Automatic modulation classification is an intrinsically interesting problem with various civil and military applications. A generalised digital modulation classification algorithm has been developed and presented in this paper. The proposed algorithm uses Genetic Programming (GP) with K-Nearest Neighbour (K-NN). The algorithm is used to identify BPSK, QPSK, 16QAM and 64QAM modulations. Higher order cumulants have been used as input features for the algorithm. A two-stage classification approach has been used to improve the classification accuracy. The high performance of the method is demonstrated using computer simulations and in comparisons with existing methods.",
• keywords = "genetic algorithms, genetic programming, 16QAM, 64QAM, BPSK, K-nearest neighbour, QPSK, automatic digital modulation classification, civil application, computer simulations, military application, quadrature amplitude modulation, quadrature phase shift keying, signal classification",
• DOI = "doi:10.1109/MILCOM.2010.5680232",
• ISSN = "2155-7578",
• notes = "Also known as \cite{5680232}",

}

Genetic Programming entries for Muhammad Waqar Aslam Zhechen Zhu Asoke K Nandi

Citations