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Design of FIR pulse-shaping filter: Superiority of Differential Evolution optimization over Convex optimization

机译:FIR脉冲整形滤波器的设计:差分进化优化优于凸优化

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Design of different types of digital FIR filter is of paramount significance in various Digital Signal Processing (DSP) applications. Different optimization techniques can judiciously be utilized to determine the impulse response coefficients of such a filter. These optimization techniques may include some conventional processes such as Convex or Non-convex optimization methods or some evolutionary algorithms such as Genetic Algorithm (GA), Particle Swarm Optimization (PSO) or Differential Evolution (DE) techniques. In this paper, a FIR filter has been designed using Convex optimization method and the performance of the filter has been compared with that obtained by DE technique. Both the Convex optimized as well as DE optimized FIR filter has been used as a transmitting pulse-shaping filter in a Quadrature Phase Shift Keying (QPSK) modulated system to make a comparative study of the system performance. The system performance has also been compared with that of standard Raised Cosine (RC) filter. Experimental results have been included.
机译:在各种数字信号处理(DSP)应用中,设计不同类型的数字FIR滤波器至关重要。可以明智地使用不同的优化技术来确定这种滤波器的脉冲响应系数。这些优化技术可以包括一些常规过程,例如凸或非凸优化方法,或者一些进化算法,例如遗传算法(GA),粒子群优化(PSO)或差分进化(DE)技术。本文采用凸优化方法设计了一个FIR滤波器,并将其性能与通过DE技术获得的性能进行了比较。在正交相移键控(QPSK)调制系统中,已将凸优化和DE优化的FIR滤波器都用作发射脉冲整形滤波器,以对系统性能进行比较研究。系统性能也已与标准升余弦(RC)滤波器进行了比较。实验结果已包括在内。

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