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Determining and approaching achievable rates of binary intersymbol interference channels using multistage decoding

Publication ,  Conference
Soriaga, JB; Pfister, HD; Siegel, PH
Published in: IEEE Transactions on Information Theory
April 1, 2007

By examining the achievable rates of a multistage decoding system on stationary ergodic channels, we derive lower bounds on the mutual information rate corresponding to independent and uniformly distributed (i.u.d.) inputs, also referred to as the i.u.d. information rate. For binary intersymbol interference (ISI) channels, we show that these bounds become tight as the number of decoding stages increases. Our analysis, which focuses on the marginal conditional output densities at each stage of decoding, provides an information rate corresponding to each stage. These rates underlie the design of multilevel coding schemes, based upon low-density parity-check (LDPC) codes and message passing, that in combination with multistage decoding approach the i.u.d. information rate for binary ISI channels. We give example constructions for channel models that have been commonly used in magnetic recording. These examples demonstrate that the technique is very effective even for a small number of decoding stages. © 2007 IEEE.

Duke Scholars

Published In

IEEE Transactions on Information Theory

DOI

ISSN

0018-9448

Publication Date

April 1, 2007

Volume

53

Issue

4

Start / End Page

1416 / 1429

Related Subject Headings

  • Networking & Telecommunications
  • 4613 Theory of computation
  • 4006 Communications engineering
  • 1005 Communications Technologies
  • 0906 Electrical and Electronic Engineering
  • 0801 Artificial Intelligence and Image Processing
 

Citation

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Soriaga, J. B., Pfister, H. D., & Siegel, P. H. (2007). Determining and approaching achievable rates of binary intersymbol interference channels using multistage decoding. In IEEE Transactions on Information Theory (Vol. 53, pp. 1416–1429). https://doi.org/10.1109/TIT.2007.892778
Soriaga, J. B., H. D. Pfister, and P. H. Siegel. “Determining and approaching achievable rates of binary intersymbol interference channels using multistage decoding.” In IEEE Transactions on Information Theory, 53:1416–29, 2007. https://doi.org/10.1109/TIT.2007.892778.
Soriaga JB, Pfister HD, Siegel PH. Determining and approaching achievable rates of binary intersymbol interference channels using multistage decoding. In: IEEE Transactions on Information Theory. 2007. p. 1416–29.
Soriaga, J. B., et al. “Determining and approaching achievable rates of binary intersymbol interference channels using multistage decoding.” IEEE Transactions on Information Theory, vol. 53, no. 4, 2007, pp. 1416–29. Scopus, doi:10.1109/TIT.2007.892778.
Soriaga JB, Pfister HD, Siegel PH. Determining and approaching achievable rates of binary intersymbol interference channels using multistage decoding. IEEE Transactions on Information Theory. 2007. p. 1416–1429.

Published In

IEEE Transactions on Information Theory

DOI

ISSN

0018-9448

Publication Date

April 1, 2007

Volume

53

Issue

4

Start / End Page

1416 / 1429

Related Subject Headings

  • Networking & Telecommunications
  • 4613 Theory of computation
  • 4006 Communications engineering
  • 1005 Communications Technologies
  • 0906 Electrical and Electronic Engineering
  • 0801 Artificial Intelligence and Image Processing