Reducing the complexity of quasi-maximum-likelihood detectors through companding for coded MIMO systems

Xiaoming Dai*, Runmin Zou, Jianpin An, Xiangming Li, Shaohui Sun, Yingmin Wang

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

25 Citations (Scopus)

Abstract

A companding-based transformation method is introduced to quasi-maximum-likelihood (ML) detectors, such as the QR-decomposition-based M-algorithm (QRD-M) and list sphere decoding, for coded multiple-input-multiple- output (MIMO) systems in this paper. The key idea of the proposed companding technique is to compress (i.e., down-weight) the dubious observation of the accumulated branch metric by taking into account its statistical characteristics so that, after companding, the estimation error of the unreliable detected information bits due to insufficient candidate size and/or channel estimation error is significantly mitigated without disproportionate compromise of the reliable information bits. By employing the proposed companding method, the original leptokurtically distributed log-likelihood ratio of the detected information bits becomes more Gaussian distributed. As an illustrative example, the QRD-M detector is employed in this paper. Numerical results show that the QRD-M detector based on the proposed companding paradigm achieves significant performance gain over the conventional method and approaches the performance of the ML detector for a 16-ary quadrature-amplitude-modulated (16-QAM) 4 × 4 MIMO multiplexing system with lower-than-linear-detector computational complexity.

Original languageEnglish
Article number6123218
Pages (from-to)1109-1123
Number of pages15
JournalIEEE Transactions on Vehicular Technology
Volume61
Issue number3
DOIs
Publication statusPublished - Mar 2012

Keywords

  • Accumulated branch metric (ABM)
  • QR-decomposition-based M-algorithm (QRD-M)
  • list sphere decoding (LSD)
  • maximum likelihood (ML)
  • multiple-input-multiple-output (MIMO)

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