• DocumentCode
    1480194
  • Title

    EM-Based Iterative Receivers for OFDM and BICM/OFDM Systems in Doubly Selective Channels

  • Author

    Ku, Meng-Lin ; Chen, Wen-Chuan ; Huang, Chia-Chi

  • Author_Institution
    Dept. of Commun. Eng., Nat. Central Univ., Taoyuan, Taiwan
  • Volume
    10
  • Issue
    5
  • fYear
    2011
  • fDate
    5/1/2011 12:00:00 AM
  • Firstpage
    1405
  • Lastpage
    1415
  • Abstract
    In this paper, we resort to the expectation-maximization (EM) algorithm to tackle the inter-carrier interference (ICI) problem, caused by time-variant multipath channels, for both orthogonal frequency division multiplexing (OFDM) systems and bit-interleaved coded modulation (BICM)/OFDM systems. We first analyze the ICI in frequency domain with a reduced set of parameters, and following this analysis, we derive an EM algorithm for maximum likelihood (ML) data detection. An ML-EM receiver for OFDM systems and a TURBO-EM receiver for BICM/OFDM systems are then developed to reduce computational complexity of the EM algorithm and to exploit temporal diversity, the main idea of which is to integrate the proposed EM algorithm with a groupwise ICI cancellation method. Compared with the ML-EM receiver, the TURBO-EM receiver further employs a soft-output Viterbi algorithm (SOVA) decoder to exchange information with a maximum a posteriori (MAP) EM detector through the turbo principle. Computer simulation demonstrates that the two proposed receivers clearly outperform the conventional one-tap equalizer, and the performance of the TURBO-EM receiver is close to the matched-filter bound even at a normalized maximum Doppler frequency (MDF) up to 0.2.
  • Keywords
    OFDM modulation; Viterbi decoding; expectation-maximisation algorithm; intercarrier interference; interference suppression; matched filters; maximum likelihood detection; multipath channels; BICM; EM based iterative receiver; OFDM; TURBO-EM receiver; bit interleaved coded modulation; doubly selective channel; expectation-maximization algorithm; inter-carrier interference; matched filter; maximum Doppler frequency; maximum likelihood data detection; orthogonal frequency division multiplexing; soft output Viterbi algorithm; time variant multipath channel; Channel estimation; Detectors; Equalizers; Frequency domain analysis; Modulation; OFDM; Receivers; Orthogonal frequency division multiplexing; bit-interleaved coded modulation; expectation-maximization algorithms; inter-carrier interference; turbo receivers;
  • fLanguage
    English
  • Journal_Title
    Wireless Communications, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1536-1276
  • Type

    jour

  • DOI
    10.1109/TWC.2011.030911.090611
  • Filename
    5738656