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Design of Infinite Impulse Response Filter Using Fractional Derivative Constraints and Hybrid Particle Swarm Optimization

机译:使用分数衍生约束和混合粒子群优化设计无限脉冲响应滤波器

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摘要

In this paper, a new method for designing digital infinite impulse response filter with nearly linear-phase response is presented using fractional derivative constraints (FDC). The design problem is constructed as a phase optimization problem between the desired and designed phase response of a filter. In order to achieve the highly accurate passband (pb) response, phase response is fitted to desired response more precisely using FDC, due to which design problem becomes a multimodal error surface that is constructed from sum of passband error (e(p)) and stopband error (e(s)). Optimal value of FDC is accomplished by minimizing the total error (er(0)) using improved swarm-based optimization technique, which is formulated by associating the scout bee mechanism of artificial bee colony algorithm with particle swarm optimization and termed as hybrid particle swarm optimization. The simulated results reflect that the improved response in passband along with better transition width is achieved using the proposed method. It is observed that about 90-99% of improvement in passband error can be achieved with 100% reduction in maximum passband ripple. However, slight reduction in stopband attenuation (A(s)), in some cases, results within the permissible limit. The designed filters using this method are also stable toward finite word length effect.
机译:在本文中,使用分数衍生约束(FDC)来提出具有几乎线性相位响应的数字无限脉冲响应滤波器的新方法。设计问题是在滤波器的所需和设计阶段响应之间的相位优化问题构造。为了实现高精度的通带(PB)响应,使用FDC更精确地安装到期望响应的阶段响应,因为哪个设计问题成为由通带错误的和(E(P))构成的多模式误差表面阻带错误(e(s))。通过使用改进的基于群的优化技术最小化总误差(ER(0))来完成FDC的最佳值,该误差通过将人工蜂群算法与粒子群优化和称为混合粒子群优化的人工蜂菌落算法的Scout Be机制来制定。模拟结果反映了使用该方法实现了通带中的改进响应以及更好的过渡宽度。观察到,在最大通带纹波中的100%降低,可以实现约90-99%的通带误差的改善。然而,在某些情况下,停止带衰减(a(s))的略微降低结果在允许的极限内产生。使用该方法的设计过滤器对有限字的长度效果也稳定。

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