Automatic digital modulation classification using Genetic Programming with K-Nearest Neighbor
Created by W.Langdon from
gp-bibliography.bib Revision:1.8098
- @InProceedings{Aslam:2010:milcom,
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author = "Muhammad Waqar Aslam and Zhechen Zhu and
Asoke K. Nandi",
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title = "Automatic digital modulation classification using
Genetic Programming with K-Nearest Neighbor",
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booktitle = "MILCOM 2010",
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year = "2010",
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month = oct # " 31-" # nov # " 3",
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pages = "1731--1736",
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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.",
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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",
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DOI = "doi:10.1109/MILCOM.2010.5680232",
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ISSN = "2155-7578",
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notes = "Also known as \cite{5680232}",
- }
Genetic Programming entries for
Muhammad Waqar Aslam
Zhechen Zhu
Asoke K Nandi
Citations