Title :
Optimal code rates for the Lorentzian channel: Shannon codes and LDPC codes
Author :
Ryan, William E. ; Wang, Fan ; Wood, Roger ; Li, Yan
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Arizona, Tucson, AZ, USA
Abstract :
We take an information-theoretic approach to obtaining optimal code rates for error-control codes on a magnetic storage channel approximated by the Lorentzian channel. Code rate optimality is in the sense of maximizing the information-theoretic user density along a track. To arrive at such results, we compute the achievable information rates for the Lorentzian channel as a function of signal-to-noise ratio and channel density, and then use these information rate calculations to obtain optimal code rates and maximal linear user densities. We call such (hypothetical) optimal codes "Shannon codes." We then examine optimal code rates on a Lorentzian channel assuming low-density parity-check (LDPC) codes instead of Shannon codes. We employ as our tool extrinsic information transfer (EXIT) charts, which provide a simple way of determining the capacity limit (or decoding threshold) for an LDPC code. We demonstrate that the optimal rates for LDPC codes coincide with those of Shannon codes and, more important, that LDPC codes are essentially capacity-achieving codes on the Lorentzian channel. Finally, we use the above results to estimate the optimal bit-aspect ratio, where optimality is in the sense of maximizing areal density.
Keywords :
information theory; magnetic storage; parity check codes; Lorentzian channel; Shannon capacity; Shannon codes; achievable information rates; capacity limit; channel density; code rate optimality; decoding threshold; error-control codes; extrinsic information transfer chart; information-theoretic approach; information-theoretic user density; low-density parity-check codes; magnetic storage channel; maximal linear user density; optimal bit-aspect ratio; optimal code rates; signal-to-noise ratio; Decoding; Equalizers; Error probability; Information rates; Intersymbol interference; Magnetic memory; Magnetic recording; Parity check codes; Signal to noise ratio; Turbo codes; 65; Achievable information rates; LDPC; Lorentzian channel; Shannon capacity; codes; low-density parity-check; optimal code rates;
Journal_Title :
Magnetics, IEEE Transactions on
DOI :
10.1109/TMAG.2004.835670