• 제목/요약/키워드: Filtered-x LMS Algorithm(FXLMS)

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광대역 소음의 변환영역 능동소음제어 (Transform Domain Active Noise Control for Broadband Noise)

  • 김종부;이태표;임국현
    • 전자공학회논문지T
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    • 제35T권2호
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    • pp.48-55
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    • 1998
  • 광대역 소음의 능동소음제어(Active Noise Control, ANC)에 사용되는 Filtered-X Least Mean Aquares(FXLMS) 알고리즘의 주 결점은 제어 알고리즘의 입력으로 사용되는 필터링된 기준신호가 상관되어 입력신호의 자기상관행렬이 큰 고유치비를 갖게 됨으로써 수렴속도가 느려지는 것이다. 이 상관은 그 원인이 기준센서 신호의 자기상관 때문이거나, 기준신호가 오차경로로 필터링되어서 나타난다. Recursive Least Squares(RLS)와 같은 빠른 수렴속도를 갖는 적응 알고리즘이 존재하지만, 이들 알고리즘은 실 계의 구현을 위해 많은 계산을 필요로 하거나, 각 샘플마다 제어기의 최적화가 필요한데, 이는 매우 심각한 제한조건이다. 본 논문에서는 빠른 수렴의 속도를 갖으면서 FXLMS와 근사한 연산량을 갖는 제어알고리즘을 제안한다. 이 알고리즘은 수렴속도를 느리게 하는 상관성을 줄이기 위해 이산 Walsh 변환을 사용하는 변환영역 FXLMS이다. 제안한 알고리즘을 광대역 능동소음제어 시스템에 적용, 모의시험한 결과 FXLMS의 문제점인 고유치비가 약 1/40으로 줄어드는 성능 개선 효과를 확인할 수 있었다.

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RCMAC를 이용한 능동소음 제어시스템의 소음저감 성능개선 (Improvement Noise Attenuation Performance of the Active Noise Control System Using RCMAC)

  • 한성익;여대연;김새한;이권순
    • 동력기계공학회지
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    • 제14권5호
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    • pp.56-62
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    • 2010
  • In this paper, a recurrent cerebellar modulation articulation control (RCMAC) has been developed for improvement of noise attenuation performance in active noise control system. For the narrow band noise, a filter-x least mean square (FXLMS) method has bee frequently employed as an algorithm for active noise control (ANC) and has a partial satisfactory noise attenuation performance. However, noise attenuation performance of an ANC system with FXLMS method is poor for broad band noise and nonlinear path since it has linear filtering structure. Thus, an ANC system using RCMAC is proposed to improve this problem. Some simulations in duct system using harmonic motor noise and KTX cabin noise as a noise source were executed. It is shown that satisfactory noise attenuation performance can be obtained.

능동제어기법을 이용한 자동차의 급가속 흡기소음 저감을 위한 Moving Bandpass Filter의 개발 (The Developement of Moving Bandpass Filter for Improving Noise Reduction of Automative Intake in Rapid Acceleration Using ANC)

  • 전기원;오재응;이충휘;아미누딘 아부;이정윤
    • 한국자동차공학회논문집
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    • 제13권4호
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    • pp.152-159
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    • 2005
  • The method of induction noise reduction can be classified by using passive control or active control method. However, the passive control method has a demerit to reduce the effect of noise reduction to low frequency (below) 500Hz) range and to be limited in a space of the engine room. Whereas, the active control method can overcome the demerit of passive control method. The algorithm of active control is mostly used in LMS (Least-Mean-Square) algorithm because it can obtain the complex transfer function easily in real-time. Especially, Filtered-X LMS (FXLMS) algorithm is applied to an ANC system. However, the convergence performance of LMS algorithm could not match if the FXLMS algorithm is applied to an active control of the induction noise under rapidly accelerated driving conditions. So, in order to solve the problem in this study, the Moving Bandpass Filter(MBPF) was proposed and implemented. The ANC using MBPF for the reduction of the induction noise shows that more noise reduction as 4dB than without MBPF.

FXLMS 알고리즘을 이용한 전력용 변압기의 능동소음제어에 관한 연구 (A study on the Active Noise Control for Power Transformer using FXLMS Algorithm)

  • 박우용;김선대;김영달
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2008년도 춘계학술대회 논문집 전기설비전문위원
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    • pp.207-210
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    • 2008
  • 변압기에서 발생하는 소음은 근무자의 작업환경을 열악케 하는 직접적인 요인이 될 뿐만 아니라 정신적인 스트레스를 받게 되어 작업능률 저하 및 변전소 인접 주민들의 일상생활 환경을 저해하는 요인이 되고 있다. 본 연구에서는 이러한 문제점을 개선하기 위하여 FXAMS 알고리즘을 적용한 변압기의 능동소음제어에 대한 연구를 수행하였으며, 다중음 다채널 제어가 가능한 시스템을 개발하여 현장에 적용한 결과, 120Hz에서는 9.06[dB]의 능동소음감쇄가 이루어졌으며, 전체적으로 4.55[dB]의 감쇄효과가 얻을 수 있었다.

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Active Control for Outdoor Noise using an FXLMS Approach

  • ;김동일;이영섭
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2011년도 추계학술대회 논문집
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    • pp.672-672
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    • 2011
  • This study describes the comparison of noise suppression performances at different locations of two error microphones in active noise control (ANC) for outdoor applications. For this study, 12 different locations were predefined to decide best locations for error sensors in terms of suppressing noise. As shown in Fig. 1, the ANC system with one primary loudspeaker, two secondary loudspeakers and two error microphones is operated by a filtered-x LMS (FXLMS) algorithm which is implemented in a TI 6713 DSP board and Realsys 4713 AD/DA Extension board. The noise for the primary source is a typical road noise measured at a highway roadside. The lengths of adaptive filters of W1 and W2 are varied from 32 to 128 respectively. An intensive computer simulation was accomplished before outdoor ANC experiments. It is expected from the simulation results that the ANC performances are very much dependent upon the locations of the two error microphones.

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덕트-음향 시스템에서 소거용스피커 방향에 따른 소음감소효과 (Noise Attenuation Effect According to the Direction of Canceling Speaker in Duct-acoustic System)

  • 이형석;이응석
    • 한국정밀공학회지
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    • 제26권7호
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    • pp.51-57
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    • 2009
  • In this paper, we studied on an attenuation effect of automobile exhaust noise according to the direction of canceling speaker in duct-acoustic ANC system. Automobile exhaust noise was recorded at 800rpm, 3500rpm and 5000rpm of a diesel engine. Directions of canceling speaker can be set to $30^{\circ}$, $90^{\circ}$ and $150^{\circ}$ against the primary noise flow by acrylic ducts to be made for the experimentation. DSP board used to control the ANC system. The algorithm of this ANC system applied the Filtered-x-LMS algorithm that is modified to compensate for a property of DSP input signal and the secondary-path effect. As an experiment result, the direction of canceling speaker was proved to influence the reduction effect of noise. The $150^{\circ}$ duct in the attenuation effect of noise showed a better result than the $90^{\circ}$ or $30^{\circ}$ duct.

대부하 표적 지향시스템의 안정화 성능향상을 위한 외란보상 적응제어 (Adaptive Disturbance Compensation Control for Heavy Load Target Aiming Systems to Improve Stabilization Performances)

  • 임재근;최영준;유준;석호동;김병운;강민식
    • 한국소음진동공학회논문집
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    • 제15권11호
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    • pp.1303-1310
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    • 2005
  • Stabilization error of target aiming systems mounted on moving vehicles is an important performance because the error directly affects hit Probability. In a heavy load targetaiming system, the disturbance torque comes from mass unbalance and linear acceleration is a main source of stabilization error. This study suggests an experimental design method of disturbance feedforward compensation control to improve the stabilization performance of heavy load target aiming systems. The filtered_x least square(FxLMS) algorithm is used to estimate the compensator coefficients adaptively. The proposed control is applied to a simple experimental set-up which simulates dynamic characteristics of a real target aiming system. The feasibility of the proposedtechnique is illustrated, along with results of experiments.

Multiple model switching adaptive control for vibration control of cantilever beam with varying load using MFC actuators and sensors

  • Gao, Zhiyuan;Huang, Jiaqi;Miao, Zhonghua;Zhu, Xiaojin
    • Smart Structures and Systems
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    • 제25권5호
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    • pp.559-567
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    • 2020
  • Vibration at the tip of various flexible manipulators may affect their operation accuracy and work efficiency. To suppress such vibrations, the feasibility of using MFC actuators and sensors is investigated in this paper. Considering the convergence of the famous filtered-x least mean square (FXLMS) algorithm could not be guaranteed while it is employed for vibration suppression of plants with varying secondary path, this paper proposes a new multiple model switching adaptive control algorithm to implement the real time active vibration suppression tests with a new multiple switching strategy. The new switching strategy is based on a cost function with reconstructed error signal and disturbance signal instead of the error signal from the error sensor. And from a robustness perspective, a new variable step-size sign algorithm (VSSA) based FXLMS algorithm is proposed to improve the convergence rate. A cantilever beam with varying tip mass is employed as flexible manipulator model. MFC layers are attached on both sides of it as sensors and actuators. A co-simulation platform was built using ADAMS and MATLAB to test the feasibility of the proposed algorithms. And an experimental platform was constructed to verify the effectiveness of MFC actuators and sensors and the real-time vibration control performance. Simulation and experiment results show that the proposed FXLMS algorithm based multiple model adaptive control approach has good convergence performance under varying load conditions for the flexible cantilever beam, and the proposed FX-VSSA-LMS algorithm based multiple model adaptive control algorithm has the best vibration suppression performance.

상용차 배기계에서 액티브 머플러를 이용한 배기 소음 제어 (Exhaust Noise Control with the Active Muffler in Exhaust System of Vehicle)

  • 김홍섭;홍진석;오재응;송진호
    • 한국자동차공학회논문집
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    • 제6권1호
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    • pp.36-42
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    • 1998
  • In this study, active muffler was designed and was manufactured for exhaust noise reduction of commercial vehicle, then experiment of real vehicle was conducted. In a manufactured active muffler, because the flow of exhaust noise in tail pope outlet are become a plane wave, the global reduction if radiation noise from outlet and the placement of error microphone to avoid the exhaust gas of high temperature could be implemented. In control algorithm, reduction of noise of engine driving frequency and harmonic frequency can be archieved using proposed reference signal including a fixed speed state(2,000rpm, 3,000rpm, 4,000rpm) and a run-up speed state(2,000rpm$\rightarrow$4,000rpm) is accomplished with the active muffler installed in vehicle.

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하이브리드 제어 알고리즘을 이용한 덕트내 능동소음제어 (Active Noise Control in a Duct System Using the Hybrid Control Algorithm)

  • 이유엽;박상길;오재응
    • 한국소음진동공학회논문집
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    • 제19권3호
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    • pp.288-293
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    • 2009
  • This study presents the active noise control of duct noise. The duct was excited by a steady-state harmonic and white noise force and the control was performed by one control speaker attached to surface of the duct. An adaptive controller based on filtered x LMS(FXLMS) algorithm was used and controller was defined by minimizing the square of the response of the error microphone. The assemble controller, which is called a hybrid ANC(active noise control) system, was combined with feedforward and feedback controller. The feedforward ANC attenuates primary noise that is correlated with the reference signal, while the feedback ANC cancels the narrowband components of the primary noise that are not observed by the reference sensor. Furthermore, in many ANC applications, the periodic components of noise are the most intense and the feedback ANC system has the effect of reducing the spectral peaks of the primary noise, thus easing the burden of the feedforward ANC filter.