• 제목/요약/키워드: Filtered-x Least Mean Square (FxLMS) 알고리듬

검색결과 4건 처리시간 0.018초

양방향 Filtered-x 최소 평균 제곱 알고리듬에 대한 실험적인 연구 (Experimental Study on Bi-directional Filtered-x Least Mean Square Algorithm)

  • 권오상
    • 디지털산업정보학회논문지
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    • 제10권3호
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    • pp.197-205
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    • 2014
  • In applications of adaptive noise control or active noise control, the presence of a transfer function in the secondary path following the adaptive controller and the error path, been shown to generally degrade the performance of the Least Mean Square (LMS) algorithm. Thus, the convergence rate is lowered, the residual power is increased, and the algorithm can become unstable. In general, in order to solve these problems, the filtered-x LMS (FX-LMS) type algorithms can be used. But these algorithms have slow convergence speed and weakness in the environment that the secondary path and error path are varied. Therefore, I present the new algorithm called the "Bi-directional Filtered-x (BFX) LMS" algorithm with nearly equal computation complexity. Through experimental study, the proposed BFX-LMS algorithm has better convergence speed and better performance than the conventional FX-LMS algorithm, especially when the secondary path or error path is varied and the impulsive disturbance is flow in.

양방향 Filtered-x 최소 평균 제곱 알고리듬에 대한 해석 (Analysis of Bi-directional Filtered-x Least Mean Square Algorithm)

  • 권오상
    • 디지털산업정보학회논문지
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    • 제10권4호
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    • pp.133-142
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    • 2014
  • The least mean square(LMS) algorithm has been popular owing to its simplicity, stability, and availability to implement. But it inherently has a problem of slow convergence speed, and the presence of a transfer function in the secondary path following the adaptive controller and the error path has been shown to generally degrade the stability and the performance of the LMS algorithm in applications of acoustical noise control. In general, in order to solve these problems, the filtered-x LMS (FX-LMS) type algorithms can be used and the bi-directional Filtered-x LMS(BFXLMS) algorithm is very attractive among them, which increase the convergence speed and the performance of the controller with nearly equivalent computation complexity. In this paper, a mathematical analysis for the BFXLMS algorithm is presented. In terms of view points of time domain, frequency domain, and stochastic domain, the characteristics and stabilities of algorithm is accurately analyzed.

능동 소음 제어 시스템의 2차 경로 비선형 특성을 보상하기 위한 적응 비선형 Filtered-X Least Mean Square (FX-LMS) 알고리듬 (A Nonlinear Filtered-X LMS Algorithm for the Nonlinear Compensation of the Secondary Path in Active Noise Control)

  • 정인석;김덕호;남상원
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2004년도 학술대회 논문집 정보 및 제어부문
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    • pp.565-567
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    • 2004
  • In active noise control (ANC) systems, the convergence behavior of the conventional Filtered-X Least Mean Square (FXLMS) algorithm may be affected by nonlinear distortions in the secondary path (e.g., in the power amplifiers, loudspeakers, transducers, etc.), which may lead to degradation of the error-reduction performance of the ANC systems. In this paper, a stable FXLMS algorithm with fast convergence is proposed to compensate for undesirable nonlinear distortions in the secondary-path of ANC systems by employing the Volterra filtering approach. In particular, the proposed approach is based on the utilization of the conventional P-th order inverse approach to nonlinearity compensation in the secondary path of ANC systems. Finally, the simulation results showed that the proposed approach yields a better convergence behavior In the nonlinear ANC systems than the conventional FXLMS.

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FxLMS 알고리듬 기법을 이용한 식기 세척기의 펌프 소음 능동 제어 (Active control of pump noise of dishwashers using FxLMS algorithm)

  • 탁언수;오한음;홍진숙;정의봉
    • 한국음향학회지
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    • 제40권1호
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    • pp.46-54
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    • 2021
  • 본 논문에서는 가정용 식기세척기의 저주파 대역 방사 소음 저감을 위하여 능동 소음 제어를 수행하였다. 먼저 식기세척기의 소음 환경 분석을 통해 펌프 소음이 저주파 대역 방사 소음에 가장 크게 기여하고 있음을 확인하였고 이를 고려하여 참조 신호를 선정하였다. 참조 신호는 음향피드백을 방지하기 위해 가속도계를 이용하여 펌프 몸체에 부착하여 획득하였다. 오차 신호 센서는 식기세척기 전방 1 m, 높이 0.5 m에 위치한 마이크로폰으로 선정하였다. 다음으로 제어기 설계를 위해 식기세척기의 작동 회전수 2,500 rpm, 2,600 rpm, 2,800 rpm에 대하여 오차 신호와 참조 신호를 측정하고, 2차 경로 전달함수를 측정하였다. 그리고 설계된 제어기를 Digital Signal Processor(DSP) 장비에 탑재 시켜 제어 성능을 시험으로 확인하였다. 시험 결과 펌프 작동 주파수의 7차 배수 성분에서는 회전수 별로 1.93 dB, 4.43 dB, 5.15 dB 만큼 줄었고 12차 배수 성분에서는 회전수 별로 6.67 dB, 2.34 dB, 4.28 dB 만큼 줄었다. 그리고 overall Sound Pressure Level(SPL)은 회전수별로 0.84 dB, 2.58 dB, 1.48 dB 만큼 줄었다.