• DocumentCode
    1789711
  • Title

    Exploiting cyclic prefix for joint detection, decoding and channel estimation in OFDM via EM algorithm and message passing

  • Author

    Jindan Yang ; Qinghua Guo ; Huang, Defeng David ; Nordholm, Sven Erik

  • Author_Institution
    Sch. of EECE, Univ. of Western Australia, Perth, WA, Australia
  • fYear
    2014
  • fDate
    10-14 June 2014
  • Firstpage
    4674
  • Lastpage
    4679
  • Abstract
    This paper considers the coded OFDM system and instead of discarding the cyclic prefix (CP) at the receiver, we utilize the CP observation for joint detection, decoding and channel estimation. In particular, detection and decoding are performed iteratively between an equalizer and a soft-input soft-output (SISO) decoder based on the turbo principle, and the expectation-maximization (EM) algorithm is employed in the equalizer for joint detection and channel estimation via message passing. Models for the CP observation, non-CP observation and the time correlation of the time-varying channel are presented in Forney-style factor graphs (FFGs), and a scheduling scheme is proposed to pass messages between the graphs. Simulation results show that with unknown channel impulse response (CIR), the performance of the proposed algorithm approaches the case where CIR is perfectly known and through proper exploitation of the CP, the proposed algorithm outperforms the conventional algorithm (i.e. CP is discarded) with known CIR, as well as the alternative algorithm in the literature (where CP is exploited) with unknown CIR.
  • Keywords
    OFDM modulation; channel estimation; decoding; equalisers; expectation-maximisation algorithm; graph theory; iterative methods; message passing; radio networks; signal detection; time-varying channels; transient response; turbo codes; CIR; CP observation; EM algorithm; FFGs; Forney-style factor graphs; SISO decoder; coded OFDM system; cyclic prefix; equalizer; expectation-maximization algorithm; joint detection-decoding-channel estimation; message passing; nonCP observation; scheduling scheme; soft-input soft-output decoder; time correlation; time-varying channel; turbo decoding; unknown channel impulse response; Channel estimation; Decoding; Equalizers; Message passing; OFDM; Signal processing algorithms; Vectors; EM algorithm; OFDM system; cyclic prefix; factor graph; iterative receiver;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communications (ICC), 2014 IEEE International Conference on
  • Conference_Location
    Sydney, NSW
  • Type

    conf

  • DOI
    10.1109/ICC.2014.6884059
  • Filename
    6884059