Support vector machine assisted genetic programming for MQAM classification

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@InProceedings{ZhechenZhu:2011:ISSCS,
  author =       "Zhechen Zhu and Muhammad Waqar Aslam and 
                 Asoke Kumar Nandi",
  title =        "Support vector machine assisted genetic programming
                 for MQAM classification",
  booktitle =    "10th International Symposium on Signals, Circuits and
                 Systems (ISSCS 2011)",
  year =         "2011",
  month =        "30 " # jun # "-1 " # jul,
  address =      "lasi, Romania",
  size =         "6 pages",
  abstract =     "Automatic modulation classification is used to
                 identify automatically the modulation type of an
                 incoming signal with limited or no prior knowledge to
                 it. Various classifier systems have been developed to
                 solve this problem. However, for certain types of
                 modulations such as 16 QAM and 64 QAM, the
                 classification performance under noisy condition still
                 needs to be improved. In this paper, we propose a new
                 AMC scheme by combining genetic programing (GP) with
                 support vector machine (SVM) for the classification of
                 16 QAM and 64 QAM signals. The benchmark result shows
                 that SVM assisted GP can produce better accuracy than
                 some other existing methods.",
  keywords =     "genetic algorithms, genetic programming, AMC scheme,
                 GP, MQAM classification, QAM signals, SVM, automatic
                 modulation classification, classification performance,
                 classifier systems, modulation type, noisy condition,
                 support vector machine assisted genetic programming,
                 quadrature amplitude modulation, signal classification,
                 support vector machines",
  DOI =          "doi:10.1109/ISSCS.2011.5978654",
  notes =        "Also known as \cite{5978654}",
}

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

Citations