Automatic Modulation Classification Using Combination of Genetic Programming and KNN

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@Article{Aslam:2012:ieeeTWC,
  author =       "Muhammad Waqar Aslam and Zhechen Zhu and 
                 Asoke Kumar Nandi",
  title =        "Automatic Modulation Classification Using Combination
                 of Genetic Programming and KNN",
  journal =      "IEEE Transactions on Wireless Communications",
  year =         "2012",
  volume =       "11",
  number =       "8",
  pages =        "2742--2750",
  month =        aug,
  size =         "9 pages",
  abstract =     "Automatic Modulation Classification (AMC) is an
                 intermediate step between signal detection and
                 demodulation. It is a very important process for a
                 receiver that has no, or limited, knowledge of received
                 signals. It is important for many areas such as
                 spectrum management, interference identification and
                 for various other civilian and military applications.
                 This paper explores the use of Genetic Programming (GP)
                 in combination with K-nearest neighbour (KNN) for AMC.
                 KNN has been used to evaluate fitness of GP individuals
                 during the training phase. Additionally, in the testing
                 phase, KNN has been used for deducing the
                 classification performance of the best individual
                 produced by GP. Four modulation types are considered
                 here: BPSK, QPSK, QAM16 and QAM64. Cumulants have been
                 used as input features for GP. The classification
                 process has been divided into two-stages for improving
                 the classification accuracy. Simulation results
                 demonstrate that the proposed method provides better
                 classification performance compared to other recent
                 methods.",
  keywords =     "genetic algorithms, genetic programming, Automatic
                 modulation classification, K-nearest neighbour,
                 Classification using genetic programming, Higher order
                 cumulants",
  DOI =          "doi:10.1109/TWC.2012.060412.110460",
  ISSN =         "1536-1276",
  notes =        "Also known as \cite{6213036}",
}

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

Citations