• 제목/요약/키워드: correlation LMS

검색결과 68건 처리시간 0.026초

상관(Correlation) LMS 적응 기법을 이용한 비선형 반향신호 제거에 관한 연구 (Nonlinear Echo Cancellation using a Correlation LMS Adaptation Scheme)

  • 박홍원;안규영;송진영;남상원
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2003년도 학술회의 논문집 정보 및 제어부문 B
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    • pp.882-885
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    • 2003
  • In this paper, nonlinear echo cancellation using a correlation LMS (CLMS) algorithm is proposed to cancel the undesired nonlinear echo signals generated in the hybrid system of the telephone network. In the telephone network, the echo signals may result the degradation of the network performance. Furthermore, digital to analog converter (DAC) and analog to digital converter (ADC) may be the source of the nonlinear distortion in the hybrid system. The adaptive filtering technique based on the nonlinear Volterra filter has been the general technique to cancel such a nonlinear echo signals in the telephone network. But in the presence of the double-talk situation, the error signal for tap adaptations will be greatly larger, and the near-end signal can cause any fluctuation of tap coefficients, and they may diverge greatly. To solve a such problem, the correlation LMS (CLMS) algorithm can be applied as the nonlinear adaptive echo cancellation algorithm. The CLMS algorithm utilizes the fact that the far-end signal is not correlated with a near-end signal. Accordingly, the residual error for the tap adaptation is relatively small, when compared to that of the conventional normalized LMS algorithm. To demonstrate the performance of the proposed algorithm, the DAC of hybrid system of the telephone network is considered. The simulation results show that the proposed algorithm can cancel the nonlinear echo signals effectively and show robustness under the double-talk situations.

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도로환경 정온화의 실시간 적용을 위한 Co-LMS 알고리즘의 특성 고찰 (A Study on the Co-LMS Algorithm Characteristics of Real-time Applicants for Road Environment Calming)

  • 문학룡;손진근
    • 전기학회논문지P
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    • 제63권3호
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    • pp.157-162
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    • 2014
  • The active noise control(ANC) method for noise problems solution generally uses filtered-X LMS algorithms. However, Filtered-X LMS algorithms were mainly used but these had a limitation that had to measure a transfer function of secondary noise path. However, newly proposed correlation-LMS algorithms have slightly much calculation and are minutely behind performance, these have a advantage not in measuring transfer function onerously so that we can easily adapt these in real time. Thus Co-LMS algorithm was developed to improve the real-time implementation performance under the variable input noise such as road noise environment. In this paper, the performance of the Co-LMS is presented in comparison with that of the Filtered-X LMS algorithm. Simulation results show that active noise control using Co-LMS have slightly much calculation and are minutely behind performance, these have a advantage not in measuring transfer function onerously so that we can easily adapt these in real time.

추정상관값을 이용한 가변 스텝사이즈 LMS 알고리듬에 관한 연구 (A Study on Variable Step Size LMS Algorithm using estimated correlation)

  • 권순용;오신범;이채욱
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2000년도 추계종합학술대회 논문집(4)
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    • pp.115-118
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    • 2000
  • We present a new variable step size LMS algorithm using the correlation between reference input and error signal of adaptive filter. The proposed algorithm updates each weight of filter by different step size at same sample time. We applied this algorithm to adaptive multip]e-notch filter. Simulation results are presented to compare the performance of the proposed algorithm with the usual LMS algorithm and another variable step algorithm.

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Adaptive Interference Cancellation Using CMA-Correlation Normalized LMS for WCDMA System

  • Han, Yong-Sik;Yang, Woon-Geun
    • Journal of information and communication convergence engineering
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    • 제8권2호
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    • pp.155-158
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    • 2010
  • In this article, we proposed a new interference canceller using the adaptive algorithm. We designed constant modulus algorithm-correlation normailized least mean square (CMA-CNLMS) for wireless system. This structure is normalized LMS algorithm using correlation between the desired and input signal for cancelling the interference signals in the wideband code division multiple access (WCDMA) system. We showed that the proposed algorithm could improve the Mean Square Error (MSE) performance of LMS algorithm. MATLAB (Matrix Laboratory) is employed to analyze the proposed algorithm and to compare it with the experimental results. The MSE value of the LMS with mu=0.0001 was measured as - 12.5 dB, and that of the proposed algorithm was -19.5 dB which showed an improvement of 7dB.

DTV 방송 시스템 환경에서 동일 채널 중계기를 위한 다중 레벨 상관 LMS 기법 (Multi-Level Correlation LMS Algorithm for Digital On-Channel Repeater System in Digital TV Broadcasting System Environment)

  • 이제경;김정곤
    • 방송공학회논문지
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    • 제15권1호
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    • pp.63-75
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    • 2010
  • 본 논문에서는 8VSB 기반의 DTV 방송시스템에서 동일 채널 중계기에 적용 가능한 등화기 알고리즘에 대해 분석하고, 이를 통해 궤환신호에 의한 에러 전파를 감소 시키는 동시에, 수신 성능을 향상 시킬 수 있는 있는 등화기 구조를 제안한다. 궤환 신호의 효율적 제거 여부를 확인하기 위하여 LMS (Least Mean Square) 기반의 DFE (Decision Feedback Equalizer) 와 Correlation LMS 등의 알고리즘 분석을 통해, 이와 연동할 수 있는 다중레벨의 상관 LMS 기법을 제안하고, 이를 기존 방식들과 비교해 봄으로써 효율적으로 에러전파 현상을 크게 감소 시키는 것을 확인할 수 있었다. 컴퓨터 모의실험 수행시, DTV 방송 시스템 환경에 널리 사용되는 브라질 채널 모델을 적용하여 등화기 알고리즘을 서로 비교 분석하여 그 결과를 도출하였다. DTV 방송시스템에서 동작 수신 SNR 값인 15~25dB 까지 범위에서의 심볼 에러율 및 MSE (Mean Square Error) 등을 살펴보았다. 기존의 방식들과 비교해 본 결과 제안방식이 동일한 비트 에러 오류 정정 성능을 유지하는데 필요한 신호대 잡음비가 약 2~5 dB 정도 감소 했고, MSE 를 통한 수렴속도 측면에서도 필요시간이 감소하였음을 알 수 있었다.

추정상관을 이용한 ECLMS에 관한 연구 (A Study On ECLMS Using Estimated Correlation)

  • 오신범;권순용;이채욱
    • 한국통신학회논문지
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    • 제27권7A호
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    • pp.651-658
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    • 2002
  • 적응신호처리 분야에서 LMS 알고리듬은 수식이 간단하고, 적은 계산량으로 인해 널리 사용되고 있지만, 알고리듬 성능을 좌우하는 고정된 적응상수를 적절하게 선택해야 하는 문제점이 있다. 이러한 문제점을 해결하기 위하여 본 논문에서는 적응필터의 참조입력과 에러신호사이의 추정상관을 이용, 매 샘플시간마다 다른 값을 가지는 상관추정 가변스텝사이즈(ECLMS) 알고리듬을 제안한다. 제안한 알고리즘을 적응 다중 노치필터에 적용하여 컴퓨터 시뮬레이션을 통해 LMS알고리듬과 기존의 가변스텝 사이즈와 비교하여 그 성능이 우수함을 입증한다.

가변 스텝 크기를 갖는 LMS 알고리즘 (A LMS algorithm with variable step size)

  • 김관준;이철희;남현도
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 1993년도 한국자동제어학술회의논문집(국내학술편); Seoul National University, Seoul; 20-22 Oct. 1993
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    • pp.224-227
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    • 1993
  • In this paper, a new LMS algorithm with a variable step size (VVS LMS) is presented. The change of step size .mu. at each iteration, which increases or decreases according to the misadaptation degree, is computed by a proportional fuzzy logic controller. As a result the algorithm has very good convergence speed and low steady-state misadjustment. The norm of the cross correlation between the estimation error and input signal is used. As a measure of the misadaptation degree. Simulation results are presented to compare the performance of the VSS LMS algorithm with the normalized LMS algorithm.

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퍼지 가변 스텝 크기 LMS 알고리즘 (A LMS Algorithm with Fuzzy Variable Step Size)

  • 이철희;김관준
    • 산업기술연구
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    • 제13권
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    • pp.33-41
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    • 1993
  • In this paper, a new LMS algorithm with a fuzzy variable step size (FVS LMS) is presented. The change of step size ${\mu}$, at each iteration which is increases or decreases according to the misadaptation degree, is computed by a proportional fuzzy logic controller. As a result the algorithm has very good convergence speed and low steady-state misadjustment. As a measure of the misadaptation degree, the norm of the cross correlation between the estimation error and input signal is used. Simulation results are presented to compare the performance of the FVSS LMS algorithm with the normalized LMS algorithm.

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LMS(%)와 $S_D$에 의한 노화 아스팔트 혼합물의 소성번형 추정 (Estimation of Rutting Property of Artificially-Aged Asphalt Mixtures Based on LMS(%) and $S_D$)

  • 정재헌;박태원;도영수;김광우
    • 한국도로학회논문집
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    • 제9권3호
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    • pp.123-134
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    • 2007
  • 본 연구는 $154^{\circ}C$로 2시간의 단기노화를 거친 혼합물로 제작한 공시체를 $110^{\circ}C$에서 24, 48, 72, 96시간 동안 장기노화를 시켜 아스팔트 혼합물의 노화와 소성변형 저항성을 평가하였다. 혼합물의 노화 시간이 증가함에 따라 강성의 증가로 인한 소성변형 저항성이 증가할 것을 고려하여 변형강도를 이용해 단기노화와 장기노화를 거친 공시체에 대해 소성변형특성을 측정하였다. 또한 노화 시간의 증가에 따른 바인더의 노화 정도를 측정하기 위하여 GPC (Gel-permeation chromatograph) 분석을 통하여 대형분자비율(LMS(%))을 측정하였다. 노화 시간이 길어짐에 따라 LMS(%)가 증가하고 혼합물의 변형강도 값이 커지는 것을 확인하였다. 또한 상관성 분석으로부터 LMS(%)와 변형강도가 상관성이 높은 것으로 나타나 이를 통해 혼합물이 노화되면 소성변형 저항성이 증가됨을 확인하였다. 따라서 LMS(%)의 측정으로 아스팔트 혼합물의 바인더 추출 없이도 소성변형특성을 추정 가능함을 확인하였다.

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두 정현파 소음에 대한 Filtered-X LMS 알고리즘의 특성연구 (Characteristics of Filtered-X LMS Algorith for Two Tone Noise)

  • 김현석;박영진
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 1994년도 춘계학술대회논문집; 영남대학교, 20 May 1994
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    • pp.16-21
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    • 1994
  • For the systems such as ANC(Active Noise Control) systems having auxiliary path after FIR type adaptive filter, Filtered-X LMS algorithm is effective. However behaviors of this algorithm has not been fully understood. The convergence property of this algorithm depends on not only cross correlation matrix between the filtered signals through model and real auxiliary path state solution of weight vector in Filtered-X LMS algorithm is investigated for under-determined case, over-determined case, and nonsingular case. Also, the convergence speed in case of two tone noise is investigated based on the eigenvalue spread of cross correlation matrix.

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