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Digital stable IIR low pass filter optimization using PSO-CFIWA

机译:使用PSO-CFIWA的数字稳定IIR低通滤波器优化

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In this paper, an optimal design of stable digital low pass infinite impulse response (IIR) filter using Particle Swarm Optimization with Constriction Factor and Inertia Weight Approach (PSO-CFIWA) has been presented. In the design process, the filter length, pass band and stop band frequencies, feasible pass band and stop band ripple sizes are specified. IIR filter design is a multi-modal optimization problem. The conventional gradient based optimization techniques are not efficient for digital IIR filter design due to the sub-optimality problem. Given the filter specifications to be realized, the PSO-CFIWA algorithm generates a set of optimal filter coefficients and tries to meet the ideal frequency response characteristic. In this paper, for the given problem, the design of the optimal IIR low pass filter of order eight has been performed. The simulation results have been compared to those obtained by the well accepted evolutionary algorithms such as particle swarm optimization (PSO), real coded genetic algorithm (RGA). The results justify that the proposed optimal filter design approach using PSO-CFIWA outperforms RGA and PSO, not only in the accuracy of the designed filter but also in the convergence speed and solution quality i.e. the stop band attenuation. Further, the pole zero analysis justifies the stability of the designed optimized IIR filter.
机译:本文提出了一种采用收缩因子和惯性权重法(PSO-CFIWA)的粒子群优化算法来稳定数字低通无限冲激响应(IIR)滤波器的优化设计。在设计过程中,指定了滤波器长度,通带和阻带频率,可行的通带和阻带纹波大小。 IIR滤波器设计是一个多模式优化问题。由于次优问题,传统的基于梯度的优化技术对于数字IIR滤波器设计效率不高。给定要实现的滤波器规格,PSO-CFIWA算法会生成一组最佳滤波器系数,并尝试满足理想的频率响应特性。在本文中,针对给定的问题,已进行了八阶最佳IIR低通滤波器的设计。仿真结果已与通过公认的进化算法(例如粒子群优化(PSO),实数编码遗传算法(RGA))获得的结果进行了比较。结果证明,使用PSO-CFIWA提出的最佳滤波器设计方法不仅在设计滤波器的精度方面而且在收敛速度和解决方案质量(即阻带衰减)方面都优于RGA和PSO。此外,零极点分析证明了设计的优化IIR滤波器的稳定性。

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