• Title/Summary/Keyword: 가변 스텝사이즈

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A Walsh-Hadamard Transform Adaptive Filter with Time-varying Step Size. (가변 스텝사이즈를 갖는 월시-아다말 변환 적응 필터)

  • 오신범;이채욱
    • Proceedings of the IEEK Conference
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    • 1998.10a
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    • pp.1175-1178
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    • 1998
  • we propose the Walsh-Hadamard Transform adaptive filter with time-varying step size. The performance of the proposed algorithm is evealuated in system identification where computer simulations are performed for both time-invariant and time-varying system. It is shown that the proposed algorithm produces good results compared with similar algorithms under different conditions, particularly in case of time-varying circumstance.

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

  • 오신범;권순용;이채욱
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.27 no.7A
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    • pp.651-658
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    • 2002
  • Although least mean square(LMS) algorithm is known to one of the most popular algorithm in adaptive signal processing because of the simplicity and the small computation, the choice of the step size reflects a tradeoff between the misadjustment and the speed of adaptation. In this paper, we present a new variable step size LMS algorithm, so-called ECLMS(Estimated correlation LMS), 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 multiple-notch filter. Simulation results are presented to compare the performance of the proposed algorithm with the usual LMS algorithm and another variable step algorithm.

Adaptive Feedback Interference Cancellation Using Correlations for WCDMA Wireless Repeaters (WCDMA용 무선중계기에서 상관도를 이용한 적응적 궤환 간섭 제거)

  • Moon, Woo-Sik;Im, Sung-Bin;Kim, Chong-Hoon
    • Journal of the Institute of Electronics Engineers of Korea TC
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    • v.44 no.7 s.361
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    • pp.35-40
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    • 2007
  • As the mobile communication service is widely used and the demand for wireless repeaters is rapidly increasing because of the easiness of extending service areas. But a wireless repeater has a problem that the output of the transmit antenna is partially fed back to the receive antenna, which results in feedback interference. In this paper, we propose a new varable step-size LMS algorithm which utilizes correlation between reference and error signals to adjust the step sizes, for cancelling the feedback interference signals in the WCDMA repeater under time-varying multi-path channels. The proposed algorithm was evaluated through computer simualation by being applied to the feedback canceling filter of the WCDMA repeater. The simulation results demonstrated that the proposed one is superior to the conventional ones in terms of the cancelation perormance.

A study on Variable Step Size algorithms for Convergence Speed Improvement of Frequency-Domain Adaptive Filter (주파수영역 적응필터의 수렴속도 향상을 위한 가변스텝사이즈 알고리즘에 관한 연구)

  • 정희준;오신범;이채욱
    • Proceedings of the IEEK Conference
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    • 2000.11d
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    • pp.191-194
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    • 2000
  • Frequency domain adaptive filter is effective to communication fields of many computational requirements. In this paper we propose a new variable step size algorithms which improves the convergence speed and reduces computational complexity for frequency domain adaptive filter. we compared MSE of the proposed algorithms with one of normalized FLMS using computer simulation of adaptive noise canceler based on synthesis speech.

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Improvement of Convergence Performance for Generalized Sidelobe Canceler Using Hadamard Transform (아다말 변환을 이용한 적응부엽제거기의 수렴성능 개선)

  • 오신범;이채욱;홍춘표
    • Proceedings of the Korea Institute of Convergence Signal Processing
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    • 2001.06a
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    • pp.37-40
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    • 2001
  • 본 논문에서는 수렴속도 향상을 위해 시간영역의 적응알고리즘을 직교변환인 아다말(Hadamard)변환을 이용하여 적응알고리즘을 변환영역에서 수행하며, 변환영역에서 수렴성능 향상을 위해 가변스텝 사이즈를 갖는 적응알고리즘을 제안한다. 제안한 알고리즘을 일반적인 부엽제거기(Generalized Sidelobe Canceller GSC)에 적용하여 컴퓨터 시뮬레이션을 하였으며, 각 알고리즘들의 계산량, 수렴 성능을 이용하여 각각 비교, 분석하여 제안한 알고리즘의 성능이 우수함을 입증하였다.

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A Study on Modified IGC Algorithm for Realtime Noise Reduction (실시간 소음 제거에 적합한 변형 IGC 알고리즘에 관한 연구)

  • Lee, Chae-Wook
    • Journal of the Institute of Convergence Signal Processing
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    • v.14 no.2
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    • pp.95-98
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    • 2013
  • The LMS(Least Mean Square) algorithm, one of the most famous, is generally used because of tenacity and high mating spots and simplicity of realization, But it has trade-off between nonuniform collection and EMSE(Excess mean square error). To overcome this weakness, a variable step size is used widely, but it needs a lot of calculation loads. In this paper, we suggest changed algorithm in case of environment changes of cars and reduce amount of calculation as it uses original signal and noise signal of IGC(Instantaneous Gain Control) algorithm. In this paper, logarithmic function is removed because of real-time processing IGC. The performance of proposed algorithm is tested to adaptive noise canceller in automobile.

Fast Wavelet Transform Adaptive Algorithm Using Variable Step Size (가변스텝사이즈를 적용한 고속 웨이블렛변환 적응알고리즘에 관한 연구)

  • 이채욱;오신범;정민수
    • Proceedings of the Korea Multimedia Society Conference
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    • 2004.05a
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    • pp.179-182
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    • 2004
  • 무선통신분야에서 LMS5(Least Mean Square) 알고리즘은 식이 간단하고 계산량이 비교적 적기 때문에 널리 사용되고 있다. 그러나 시간영역에서 처리할 경우 입력신호의 고유치 변동폭이 넓게 분포되어 수렴속도가 저하하는 문제점이 있다. 이를 해결하기 위하여 신호를 FFT(Fast Fourier Trasnform)나 DCT(Discrete Cosine Transform)로 변환하여 신호간의 상관도를 제거함으로써 시간영역에서 LMS알고리즘을 적용할 때 보다 수렴속도를 크게 향강시킬 수 있다. 본 논문에서는 수렴속도 향상을 위해 시간영역의 적응 알고리즘을 직교변환인 고속웨이브렛(wavelet)변환을 이용하여 변환영역에서 수행하며, 짧은 필터계수를 가지는 DWT(Discrete Wavelet Transform)특성에 맞는 Fast running FIR 알고리즘을 이용하여 WTLMS(Wavelet Transform LMS)적응알고리즘을 통신시스템에 적용한다. 적응 알고리즘의 성능향상을 위하여 시간에 따라 적응상수의 크기를 가변시켜 수렴 초기에는 큰 적응상수로 따른 수렴이 가능하도록 하고 점차 적응상수의 크기를 줄여서 misadjustment도 줄이는 방법의 적응 알고리즘을 제안하였다. 제안한 알고리즘을 실제로 적응잡음제거기(adaptive noise canceler)에 적용하여 컴퓨터 시뮬레이션을 하였으며, 각 알고리즘들의 계산량, 수렴속도를 이용하여 각각 비교, 분서하여 그 성능이 우수함을 입증하였다.

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Implementation of Adaptive Noise Canceller Using Instantaneous Gain Control Algorithm (순시 이득 조절 알고리즘을 이용한 적응 잡음 제거기의 구현)

  • Lee, Jae-Kyun;Kim, Chun-Sik;Lee, Chae-Wook
    • Journal of the Institute of Electronics Engineers of Korea SP
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    • v.46 no.6
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    • pp.95-101
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    • 2009
  • Among the adaptive noise cancellers (ANC), the least mean square (LMS) algorithm has probably become the most popular algorithm because of its robustness, good tracking properties, and simplicity of implementation. However, it has non-uniform convergence and a trade-off between the rate of convergence and excess mean square error (EMSE). To overcome these shortcomings, a number of variable step size least mean square (VSSLMS) algorithms have been researched for years. These LMS algorithms use a complex variable step method approach for rapid convergence but need high computational complexity. A variable step approach can impair the simplicity and robustness of the LMS algorithm. The proposed instantaneous gain control (IGC) algorithm uses the instantaneous gain value of the original signal and the noise signal. As a result, the IGC algorithm can reduce computational complexity and maintain better performance.

Hybrid MPPT Algorithm for a Stand-Alone Photovoltaic System (독립형 태양광 발전시스템의 하이브리드 MPPT 알고리즘)

  • Lee, Han Rim;Choi, Woo Jin;Lee, Kyo-Beum
    • Proceedings of the KIPE Conference
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    • 2016.07a
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    • pp.181-182
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    • 2016
  • 본 논문은 최대전력점 추종 제어기법의 성능 개선을 위한 독립형 태양광 발전시스템의 하이브리드 기법을 제안한다. 하나의 기법만을 사용하는 경우, 일사량 및 온도 조건에 따라 비선형적 출력특성을 갖는 태양전지의 최대출력점을 효율적으로 추종하기 어렵다. 제안한 방법은 가변 스텝 사이즈를 적용한 Perturb and Observe (P&O) 기법으로 과도상태의 추종성능을 보장하고, Incremental Conductance (InC) 기법으로 정상상태의 자려진동을 감소시켜 출력 전력의 효율을 높일 수 있다. 1.4kW 태양광 발전시스템을 모의하여 수행된 PSIM 시뮬레이션 결과로 제안한 알고리즘의 타당성을 검증하였다.

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Variable Step-Size MPPT Control based on Fuzzy Logic for a Small Wind Power System (소형풍력발전시스템을 위한 퍼지로직 기반의 가변 스텝 사이즈 MPPT 제어)

  • Choi, Dae-Keun;Lee, Kyo-Beum
    • The Transactions of the Korean Institute of Power Electronics
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    • v.17 no.3
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    • pp.205-212
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    • 2012
  • This paper proposes the fuzzy logic based variable step-size MPPT (Maximum Power Point Tracking) method for the stability at the steady state and the improvement of the transient response in the wind power system. If the change value of duty ratio is set on stability of the steady state, MPPT control traces to maximum power point slowly. And if the change value is set on improvement of the transient response, the system output oscillates at the maximum power point. By adjusting the step size with fuzzy logic, it can be improved the MPPT response speed and stability at steady state when MPPT control is performed to track the maximum power point. The effectiveness of the proposed method has been verified by simulations and experimental results.