Augmented Genetic Programming for automatic digital modulation classification

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@InProceedings{Zhu:2010:MLSP,
  author =       "Zhechen Zhu and Muhammad Waqar Aslam and 
                 Asoke Kumar Nandi",
  title =        "Augmented Genetic Programming for automatic digital
                 modulation classification",
  booktitle =    "2010 IEEE International Workshop on Machine Learning
                 for Signal Processing (MLSP)",
  year =         "2010",
  month =        "29 " # aug # "-" # sep # " 1",
  pages =        "391--396",
  abstract =     "Automatic modulation classification (AMC) is used to
                 identify automatically the modulation types of
                 transmitted signals using the received data samples in
                 the presence of noise. It is a very important process
                 for a receiver that has no, or limited, knowledge of
                 signals received. It is an intermediate step between
                 signal detection and demodulation and has various
                 civilian and military applications. In this paper we
                 propose to use Genetic Programming (GP) with KNN
                 classifier for automatic classification of digital
                 modulation types for the first time. The method
                 proposed here has been designed for BPSK, QPSK, 16QAM
                 and 64QAM. The results from simulation experiments show
                 that the proposed method is able to identify the above
                 modulation types at SNRs of 10dB and 20dB. The
                 performance of the proposed method has been compared
                 with existing methods and it is found to provide the
                 best results so far.",
  keywords =     "genetic algorithms, genetic programming, KNN
                 classifier, augmented genetic programming, automatic
                 digital modulation classification, transmitted signals,
                 digital communication, modulation, pattern
                 classification, signal detection",
  DOI =          "doi:10.1109/MLSP.2010.5588920",
  ISSN =         "1551-2541",
  notes =        "Also known as \cite{5588920}",
}

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

Citations