Dual soft decoding of linear block codes using memetic algorithm

In this article we will approach the soft-decision decoding for the linear block codes, is a kind of decoding algorithms used to decode data to form better original estimated received message, it is considered as a NP-hard problem. In this article we present a new decoder using memetic algorithm such metaheuristic technic operates on the dual code rather than the code itself that aims to find the error caused when sending a codeword calculated from a message of k bits of information, the resulting codeword contains n bits, including the redundancy bits, the efficiency of an error-correcting code is equivalent to the ratio k/n, the rate is belong the interval [0,1]. Hence a good code is the one that ensures a certain error correcting capability at minimum ratio. The results proved that this approach using a combination of genetic algorithm and local search algorithm provides a sufficiently good solution to an optimization problem; the new decoder is applied on linear codes where the structure is given by a parity check matrix.

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Publication Details

Journal
International Journal of Power Electronics and Drive Systems/International Journal of Electrical and Computer Engineering
Published
2024-08-09
DOI
https://doi.org/10.11591/ijece.v14i5.pp5263-5273
Primary Topic
Error Correcting Code Techniques
Type
article
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article

Dual soft decoding of linear block codes using memetic algorithm

Ahmed Azouaoui, Rajaa Sliman
International Journal of Power Electronics and Drive Systems/International Journal of Electrical and Computer Engineering
Error Correcting Code Techniques
article

Dual soft decoding of linear block codes using memetic algorithm

Ahmed Azouaoui, Rajaa Sliman
article en

Abstract

In this article we will approach the soft-decision decoding for the linear block codes, is a kind of decoding algorithms used to decode data to form better original estimated received message, it is considered as a NP-hard problem. In this article we present a new decoder using memetic algorithm such metaheuristic technic operates on the dual code rather than the code itself that aims to find the error caused when sending a codeword calculated from a message of k bits of information, the resulting codeword contains n bits, including the redundancy bits, the efficiency of an error-correcting code is equivalent to the ratio k/n, the rate is belong the interval [0,1]. Hence a good code is the one that ensures a certain error correcting capability at minimum ratio. The results proved that this approach using a combination of genetic algorithm and local search algorithm provides a sufficiently good solution to an optimization problem; the new decoder is applied on linear codes where the structure is given by a parity check matrix.

International Journal of Power Electronics and Drive Systems/International Journal of Electrical and Computer EngineeringVol. 14(5)
Université Ibn-Tofail (MA), Chouaib Doukkali University (MA)
Peace, Justice and strong institutions
Openalex Percentile: Top 86%
Error Correcting Code Techniques
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Dual soft decoding of linear block codes using memetic algorithm — Ahmed Azouaoui, Rajaa Sliman · International Journal of Power Electronics and Drive Systems/International Journal of Electrical and Computer Engineering (2024) | TGRS Research Map | TGRS