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基于MICA的声级计频率计权数字IIR滤波器设计
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湖南大学电气与信息工程学院 长沙 410082

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国家重点研发计划(2016YFF0203400)项目资助


Design of Digital IIR Filter for Frequency Weighting in Sound-level Meters Based on Modified Imperialist Competitive Algorithm
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College of Electrical and Information Engineering,Hunan University

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    摘要:

    针对双线性变换法在设计声级计频率计权数字滤波器时存在的固有频率失真问题,提出一种基于改进帝国竞争算法(MICA)的数字IIR滤波器设计方法。为避免标准帝国竞算法(ICA)出现早熟收敛而陷入局部最优的问题,在ICA算法同化阶段引入混沌函数来增大搜索范围,与此同时,在帝国竞争阶段引入克隆进化算子,引导算法向IIR滤波器参数最优解方向搜索,得到MICA。本文在研究声级计A、C计权的IIR滤波器误差来源的基础上,利用MICA对声级计频率计权数字IIR滤波器系数进行寻优求解,构建基于MICA的频率计权数字IIR滤波器优化模型。仿真与实验结果表明,本文提出的数字滤波器设计方法精度较高,且误差能控制在10-3 dB数量级范围内。在噪声环境下不同声信号级进行的频率计权测试结果表明,MICA测试的误差能维持在10-2 dB数量级范围内,完全满足国家标准GB/T 3241-2010对1级声级计的设计要求。

    Abstract:

    Aiming at the frequency distortion problem in the design of frequency weighting digital filter based on bilinear transformation, an evolutionary method based on modified Imperialist Competitive Algorithm(MICA)has been proposed to design digital IIR filter. In order to help the algorithm to escape from local minima, the paper introduces a chaotic function to make the search range wider in the assimilation operation of ICA. Meanwhile, a clone evolution operator is introduced in the competition operation, guiding the search for global optimization efficiently. Then, the optimization model of modified ICA of the filter in sound-level meter are designed based on the research of the source of error in IIR filter. The coefficients of frequency weighted are searched based on the MICA. The results of both simulation and application show the performance of the design method to find better solution, indicating that the proposed method can significantly improve the precision and the error can be controlled within the order of 10-3 dB. Finally, the test of Frequency weighting under the different acoustic signal level with noise verifies that the error of the MICA test can be maintained in the order of 10-2 dB. and fully meet the design requirements of sound level meter (Class 1) in the national standard of GB/T 3241-2010.

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  • 收稿日期: 2019-05-20
  • 最后修改日期: 2019-07-03
  • 录用日期: 2019-07-04
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