TY - JOUR
T1 - DSCE
T2 - Comparative analysis of heuristic computational techniques
AU - Muhammad, Nooh Bany
AU - Ghauri, Sajjad A.
AU - Sarfraz, Mubashar
AU - Aftab, Adnan
N1 - Publisher Copyright:
Copyrights © 2021 The Institute of Electronics and Information Engineers
PY - 2021/6
Y1 - 2021/6
N2 - A frequency-selective fast-fading channel degrades the performance of a signal as it introduces inter-symbol interference (ISI) and inter-carrier interference (ICI). Equalization is the process of eliminating ISI and ICI by adaptively updating the tap weights of the FIR filter. The work presented utilizes various heuristic computational techniques (HCTs) to adaptively update the weights for doubly selective channel equalization (DSCE). Various HCTs are also compared, including genetic algorithms (GAs), particle swarm optimization (PSO), differential evolution (DE), cat swarm optimization (CSO), bee colony optimization (BCO), hybrid GA-PSO (HGP), and the cuckoo search algorithm (CSA). Extensive simulations were performed in MATLAB, and the simulation results show that PSO outperforms the other HCTs in terms of computational time complexity and FoM.
AB - A frequency-selective fast-fading channel degrades the performance of a signal as it introduces inter-symbol interference (ISI) and inter-carrier interference (ICI). Equalization is the process of eliminating ISI and ICI by adaptively updating the tap weights of the FIR filter. The work presented utilizes various heuristic computational techniques (HCTs) to adaptively update the weights for doubly selective channel equalization (DSCE). Various HCTs are also compared, including genetic algorithms (GAs), particle swarm optimization (PSO), differential evolution (DE), cat swarm optimization (CSO), bee colony optimization (BCO), hybrid GA-PSO (HGP), and the cuckoo search algorithm (CSA). Extensive simulations were performed in MATLAB, and the simulation results show that PSO outperforms the other HCTs in terms of computational time complexity and FoM.
KW - Bee colony optimization
KW - Doubly selective channel equalization
KW - Genetic algorithm
KW - Heuristic computational techniques
KW - Particle swarm optimization
UR - http://www.scopus.com/inward/record.url?scp=85109682989&partnerID=8YFLogxK
U2 - 10.5573/IEIESPC.2021.10.3.259
DO - 10.5573/IEIESPC.2021.10.3.259
M3 - Article
SN - 2287-5255
VL - 10
SP - 259
EP - 272
JO - IEIE Transactions on Smart Processing and Computing
JF - IEIE Transactions on Smart Processing and Computing
IS - 3
ER -