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Robust vector quantization for wireless channels

  • Wen Whei Chang
  • , Hsu Tan
  • , De Yu Wang

Research output: Contribution to journalArticlepeer-review

15 Scopus citations

Abstract

This study focuses on two issues: parametric modeling of the channel and index assignment of codevectors, to design a vector quantizer that achieves high robustness against channel errors. We first formulate the design of a robust zero-redundancy vector quantizer as a combinatorial optimization problem leading to a genetic search for a minimum-distortion index assignment. Performance is further enhanced by the use of the Fritchman channel model that more closely characterizes the statistical dependencies between error sequences. This study also presents an index assignment algorithm based on the Fritchman model with parameter values estimated using a real-coded genetic algorithm. Simulation results indicate that the global explorative properties of genetic algorithms make them very effective in estimating Fritchman model parameters, and use of this model can match index assignment to expected channel conditions.

Original languageEnglish
Pages (from-to)1365-1373
Number of pages9
JournalIEEE Journal on Selected Areas in Communications
Volume19
Issue number7
DOIs
StatePublished - Jul 2001

Bibliographical note

Funding Information:
Manuscript received October 9, 1999; revised August 3, 2000. This work was supported by the National Science Council, Taiwan, R.O.C., under Grant NSC88-2218-E009-020. W. W. Chang is with the Department of Communication Engineering, National Chiao Tung University, Hsinchu, Taiwan, R.O.C. (e-mail: [email protected]). T. H. Tan is with the Department of Electrical Engineering, National Taipei University of Technology, Taipei, Taiwan, R.O.C. (e-mail: [email protected]). D. Y. Wang is with the Department of Electrical Engineering, Nankai College of Technology and Commerce, Nantou, Taiwan, R.O.C. (e-mail: [email protected]). Publisher Item Identifier S 0733-8716(01)04717-5.

Keywords

  • Genetic algorithm
  • Index assignment
  • Vector quantization

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