Title :
Parallel evolutionary design of active filter
Author :
Yao Li ; Xuehua Zhang ; Shumin Dong
Author_Institution :
Phys. Sch., Beihua Univ., Jilin, China
Abstract :
In order to improve precision of the filter´s parameters and performance indexes, an evolutionary design method of active filters was introduced by using improved adaptive parallel genetic algorithms. Selection strategy used an improved expected value model; Crossover strategy selected method which integrated one-point crossover with multiple point crossovers; Mutation strategy selected dual exclusive NOR/exclusive OR logic operators; Adaptive operators realized adaptive adjustment of probabilities of crossover and mutation according to fitness of individuals and evolutionary time; Migration strategy used parallel crossover migration strategy. The improved adaptive parallel genetic algorithm was used in optimization design of parameters and performance indexes for the four-order low-pass Chebyshev active filter. Results of the design had been analyzed and verified. Experimental results are satisfying. The method has a higher convergence speed and can solve the problem of premature effectively. The evolved filter is in line with design requests. Filter quality of the evolvable filter is high, and its ripple is smaller.
Keywords :
Chebyshev filters; NOR circuits; active filters; circuit optimisation; genetic algorithms; logic design; low-pass filters; adaptive operator; adaptive parallel genetic algorithm; crossover strategy selected method; dual exclusive NOR-exclusive OR logic operator; filter parameter; filter quality; four-order low-pass Chebyshev active filter; multiple point crossover; mutation strategy; one-point crossover; parallel crossover migration; parallel evolutionary design; performance index; selection strategy; Band pass filters; Biological cells; Convergence; Filtering algorithms; Genetic algorithms; Optimization; active filter; adaptive parallel genetic algorithms; design method; simulation experiment;
Conference_Titel :
Strategic Technology (IFOST), 2011 6th International Forum on
Conference_Location :
Harbin, Heilongjiang
Print_ISBN :
978-1-4577-0398-0
DOI :
10.1109/IFOST.2011.6021192