Title :
An adaptive equalizer based on particle swarm optimization techniques
Author :
Al-Awami, Ali T. ; Saif, W. ; Zerguine, Azzedine ; Zidouri, Abdelmalek ; Cheded, L.
Author_Institution :
Electr. Eng. Dept., King Fahd Univ. of Pet. & Miner., Dhahran
Abstract :
Adaptive equalization is important due to its need for reducing inter-symbol interference in digital communication. In this work, particle swarm optimization (PSO) is adopted for designing adaptive equalizers. The effectiveness of the PSO algorithms in channel equalization is investigated. Different modifications of the original PSO technique are discussed and a new modification is proposed. The performance of various PSO algorithms is compared to that of the conventional LMS algorithm. Extensive simulation work has shown the superior performance of the proposed PSO-based adaptive equalizer over its LMS-based counterpart.
Keywords :
adaptive equalisers; intersymbol interference; particle swarm optimisation; adaptive equalization; channel equalization; digital communication; intersymbol interference; least mean squares methods; particle swarm optimization; Adaptive algorithm; Adaptive equalizers; Adaptive filters; Convergence; Cost function; Interference; Least squares approximation; Particle swarm optimization; Petroleum; Systems engineering and theory; Adaptive Equalization; Optimization; Particle Swarm;
Conference_Titel :
Signal Processing and Its Applications, 2007. ISSPA 2007. 9th International Symposium on
Conference_Location :
Sharjah
Print_ISBN :
978-1-4244-0778-1
Electronic_ISBN :
978-1-4244-1779-8
DOI :
10.1109/ISSPA.2007.4555436