• Title/Summary/Keyword: Constant Modulus Algorithm

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Blind Signal Processing for Wireless Sensor Networks

  • Kim, Namyong;Byun, Hyung-Gi
    • Journal of Sensor Science and Technology
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    • v.23 no.3
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    • pp.158-164
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    • 2014
  • In indoor sensor networks equalization algorithms based on the minimization of Euclidean distance (MED) for the distributions of constant modulus error (CME) have yielded superior performance in compensating for signal distortions induced from optical fiber links, wireless-links and for impulsive noise problems. One main drawback of MED-CME algorithms is a heavy computational burden hindering its implementation. In this paper, a recursive gradient estimation for weight updates of the MED-CME algorithm is proposed for reducing the operations $O(N^2)$ of the conventional MED-CME to O(N) at each iteration time for N data-block size. From the simulation results of the proposed recursive method producing exactly the same results as the conventional method, the proposed estimation method can be considered to be a reliable candidate for implementation of efficient receivers in indoor sensor networks.

Performance Comparison of Step-Size Update Methods for Modified CMA (변형된 CMA의 수렴상수 갱신 방법의 성능 비교)

  • Oh, Kil-Nam
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.12 no.9
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    • pp.4147-4152
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    • 2011
  • Compared to the constant modulus algorithm (CMA), the modified CMA (MCMA) is easy not only to improve the steady-state performance but also to be expanded to higher-order constellations by using fewer moduli with evenly spaced. In this paper, it is shown that the MCMA is sufficient to achieve satisfactory steady-state performance by applying a variable step-size to the MCMA without switching to an hard decision-directed algorithm. Two new methods varying the step-size are proposed, and the performance improvement of the MCMA with the new methods of variable step-size is presented as compared to the CMA and the fixed step-size MCMA through computer simulations.

The Performance improvement of CMA Blind Adaptive equalizer using the Constellation Matching Method (Constellation Matching 기법을 이용한 CMA 블라인드 적응 등화기의 성능 개선)

  • Lim, Seung-Gag;Kang, Dae-Soo
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.10 no.1
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    • pp.121-127
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    • 2010
  • This paper relates with the improved CMA blind adaptive equalization algorithm which uses the constellation matching method that improve the inverse modelling efficiency of a communication channel compared to the present CMA blind adaptive equalizer. The amplitude distortion can be compensated in the present CMA blind adaptive equalizer which is used for the reduction of intersymbol interference by distortion that generate such as a band limited wireless mobile channel, but in the improved adaptive alogorithm operates with the minimize the amplitude phase distortion in the output of equalizer by applying the cost function that is composition of additional signal constellation matching error terms. In order to evaluation of the inverse modeling efficiency of improved algorithm, the residual intersymbol interference and recovered signal constellation were compared by computer simulation. As a result of comparion of computer simulation, the improved algorithm has a good stability in the residual intersymbol interference in the steady state, but it has a slow convergence rate in the adaptation state in initial state.

A Study on the Improvement of Normalized Channel Equalization for the Asynchronous DS-CDMA System (비동기 DS-CDMA 시스템에서 정규화된 채널 등화 개선에 관한 연구)

  • 박노진;강철호
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.26 no.6B
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    • pp.736-745
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    • 2001
  • 차세대 이동통신 시스템은 고속의 멀티미디어 데이터의 신뢰성 있는 전송을 요구하고 다양한 전파환경에서 신뢰성 있는 음성, 데이터, 영상서비스 등의 다양한 서비스를 제공한다. 하지만 광대역 무선 접속을 지원하는 다중 접속 기술은 DS-CDMA(Direct Sequence Code Division Multiple Access) 시스템에서 시스템 성능을 저하시키는 심벌간 간섭(ISI) 혹은 다중접속간섭(MAI) 신호를 발생시킨다. 이러한 간섭 신호를 개선하기 위해 적응 블라인드 등화 방식을 사용하는데 적응 블라인드 등화 방식 중에서도 가장 많이 이용하는 Constant Modulus Algorithm(CMA)을 적절한 초기화 없이 사용하면 ill-convergence 현상이 나타난다. 본 논문에서는 채널의 효율을 높이기 위한 등화 방식으로 기존의 NCMA 알고리듬을 이용한 새로운 블라인드 등화 방식(Modified NCMA)을 제안하고, 이를 비동기 DS-CDMA 시스템의 다중 사용자 환경에서 컴퓨터 모의 실험 및 성능분석을 하였다. 제안한 등화 방식의 자승오차(SE : Squared Error)의 개선은 spreading gain 31과 127에 대해 cell 내의 사용자가 10명일 때 약 17dB 정도이고, 사용자가 15, 25명으로 증가시킴에 따라 자승오차의 개선은 각각 20dB, 15dB 정도로 전체 평균 자승오차는 약 17.3dB 정도로 개선됨을 확인할 수 있었다.

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The Comparison of the Adaptive Equalization Performance in MCMA Algorithm by the Weighting Factor (MCMA알고리즘에서 weighting factor에 의한 적응 등화 성능 비교)

  • Lim, Seung-Gag
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.10 no.4
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    • pp.137-143
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    • 2010
  • This paper deals with the performance comparison of self adaptive equalizer by the weighting factor of MCMA cost function for the compensate the amplitude and phase distortion which occurs in the communication channel. The MCMA is improves the cost function of present CMA at the output of equalizer for the minimize of error function in the amplitude and phase, the value of weighting factor is used at this time. When the comparison of equalizer performance, we classified to initial state and steady state, then it represents the convergence time and convergence speed and steady state operation of equalizer to the predetermined level, it is determined by the weighting factor. We confirm to the different result to this 2 state by weighting factor values using computer simulation. By using the result of this paper, if we appropriately choose the weighting factor values in the environment of communication channel, it is expected that the high quality digital transmission is possible.