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Modified Log-BP decoding algorithm combined with PSO for Low-Density Parity Check Codes

  • Beihang University

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Abstract

Message-Passing is the main decoding algorithm for Low-Density Parity Check (LDPC) Codes, in which Logarithmic Belief Propagation (Log-BP) algorithm is the most popularly used one. Particle Swarm Optimization (PSO) can also be regarded as an optimization algorithm by messagepassing, which makes it possible to combine Log-BP algorithm with PSO. PSO was introduced into Log-BP algorithm by regarding all messages that bit nodes send to check nodes as the swarm with each message individually as a particle. Move the particles around in the search-space by certain iterations in each BP iteration processing, guided by the two best current values respectively found by particles themselves and that of the whole swarm. Those two best values were continually updated in each PSO iteration. In this way, the output of decoder is more consistent with accurate input sequence, in other words, the decoder performance was improved. Simulation results show that this new algorithm combined with Log-BP and PSO can get an additional 0.1 dB coding gain at Bit Error Rate (BER) of 10-5 compared with Log-BP algorithm.

Original languageEnglish
Title of host publicationICACTE 2010 - 2010 3rd International Conference on Advanced Computer Theory and Engineering, Proceedings
PagesV2443-V2447
DOIs
StatePublished - 2010
Event2010 3rd International Conference on Advanced Computer Theory and Engineering, ICACTE 2010 - Chengdu, China
Duration: 20 Aug 2010 → 22 Aug 2010

Publication series

NameICACTE 2010 - 2010 3rd International Conference on Advanced Computer Theory and Engineering, Proceedings
Volume2

Conference

Conference2010 3rd International Conference on Advanced Computer Theory and Engineering, ICACTE 2010
Country/TerritoryChina
CityChengdu
Period20/08/10 → 22/08/10

Keywords

  • LDPC codes
  • Log-BP algorithm
  • Optimization algorithm
  • PSO algorithm

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