Design of two-dimensional IIR digital filters by using a novel hybrid optimization algorithm

被引:9
|
作者
Lv, Chao [1 ]
Yan, Shi [1 ]
Cheng, Gang [1 ]
Xu, Li [2 ]
Tian, Xiaoyong [1 ]
机构
[1] Lanzhou Univ, Sch Informat Sci & Engn, Lanzhou 730000, Gansu, Peoples R China
[2] Akita Prefectural Univ, Dept Elect & Informat Syst, Akita 0150055, Japan
基金
日本学术振兴会; 中国国家自然科学基金;
关键词
Hybrid optimization algorithms; Biogeography-based optimization; Particle swarm optimization; 2-D IIR digital filters; RECURSIVE FILTERS;
D O I
10.1007/s11045-016-0397-0
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper proposes a hybrid optimization algorithm named as BBO-PSO, which is a combination of biogeography-based optimization (BBO) and particle swarm optimization (PSO). In BBO-PSO, the whole population will be split into several subgroups and BBO is employed for local search in each subgroup independently to achieve the different local optima while PSO is employed for global search based on the local optima to achieve the global optimum. The test results on the benchmark functions show that BBO-PSO has powerful search ability with great robustness. Furthermore, the proposed algorithm is applied to the design of the 2-D IIR digital filters and the simulation results show that it outperforms the existing methods on this problem.
引用
收藏
页码:1267 / 1281
页数:15
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