DocumentCode :
1904349
Title :
Cognitive radio decision engine using hybrid binary particle swarm optimization
Author :
Huiying Xu ; Zheng Zhou
Author_Institution :
Wireless Network Lab., Beijing Univ. of posts & Telecommun., Beijing, China
fYear :
2013
fDate :
4-6 Sept. 2013
Firstpage :
143
Lastpage :
147
Abstract :
The adaptation of the radio parameters is one of the basic capabilities of cognitive radio decision engine. Many researches focus on using genetic algorithm (GA) to select the optimal parameters. However, the convergence speed of GA is low. Recently, particle swarm optimization (PSO) has been used a lot in the cognitive radio system. In this paper, we proposed a hill-climbing binary particle swarm optimization (BPSO) which optimize optimal individual after one iterative operation by hill-climbing algorithm. The proposed method would enhance the local search capability at the later stage of each generation of BPSO. We designed a multi-carrier system for performance analysis. Through different weighting scenarios multiple objective fitness functions, the simulation results illustrate the trade-off between the fitness function and the transmission parameters configuration. And the results show that the hill-climbing BPSO is better than pure BPSO in stability and average fitness value.
Keywords :
cognitive radio; genetic algorithms; iterative methods; particle swarm optimisation; BPSO; GA; cognitive radio decision engine; convergence speed; genetic algorithm; hill-climbing binary particle swarm optimization; hybrid binary particle swarm optimization; iterative operation; multicarrier system; objective fitness functions; performance analysis; radio parameters; transmission parameters configuration; Bit error rate; Cognitive radio; Engines; Genetic algorithms; Modulation; Optimization; Particle swarm optimization; BPSO; cognitive decision engine; cognitive radio; hill-climbing algorithm;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Communications and Information Technologies (ISCIT), 2013 13th International Symposium on
Conference_Location :
Surat Thani
Print_ISBN :
978-1-4673-5578-0
Type :
conf
DOI :
10.1109/ISCIT.2013.6645839
Filename :
6645839
Link To Document :
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