• DocumentCode
    3604388
  • Title

    A Modified Shuffled Frog Leaping Algorithm for PAPR Reduction in OFDM Systems

  • Author

    Jie Zhou ; Dutkiewicz, Eryk ; Ren Ping Liu ; Xiaojing Huang ; Gengfa Fang ; Yuanan Liu

  • Author_Institution
    Dept. of Eng., Macquarie Univ., Sydney, NSW, Australia
  • Volume
    61
  • Issue
    4
  • fYear
    2015
  • Firstpage
    698
  • Lastpage
    709
  • Abstract
    Significant reduction of the peak-to-average power ratio (PAPR) is an implementation challenge in orthogonal frequency division multiplexing (OFDM) systems. One way to reduce PAPR is to apply a set of selected partial transmission sequence (PTS) to the transmit signals. However, PTS selection is a highly complex NP-hard problem and the computational complexity is very high when a large number of subcarriers are used in the OFDM system. In this paper, we propose a new heuristic PTS selection method, the modified chaos clonal shuffled frog leaping algorithm (MCCSFLA). MCCSFLA is inspired by natural clonal selection of a frog colony, it is based on the chaos theory. We also analyze MCCSFLA using the Markov chain theory and prove that the algorithm can converge to the global optimum. Simulation results show that the proposed algorithm achieves better PAPR reduction than using others genetic, quantum evolutionary and selective mapping algorithms. Furthermore, the proposed algorithm converges faster than the genetic and quantum evolutionary algorithms.
  • Keywords
    Markov processes; OFDM modulation; computational complexity; optimisation; Markov chain theory; OFDM systems; PAPR reduction; complex NP-hard problem; computational complexity; frog colony; heuristic PTS selection method; modified chaos clonal shuffled frog leaping algorithm; natural clonal selection; orthogonal frequency division multiplexing systems; partial transmission sequence; peak-to-average power ratio reduction; quantum evolutionary algorithms; selective mapping algorithms; Algorithm design and analysis; Convergence; Markov processes; OFDM; Peak to average power ratio; OFDM; PAPR; clonal selection algorithm; shuffled frog leaping algorithm;
  • fLanguage
    English
  • Journal_Title
    Broadcasting, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9316
  • Type

    jour

  • DOI
    10.1109/TBC.2015.2459660
  • Filename
    7182786