• 제목/요약/키워드: Minimum mean square error equalizer

검색결과 27건 처리시간 0.022초

Iterative Interstream Interference Cancellation for MIMO HSPA+ System

  • Yu, Hyoug-Youl;Shim, Byong-Hyo;Oh, Tae-Won
    • Journal of Communications and Networks
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    • 제14권3호
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    • pp.273-279
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    • 2012
  • In this paper, we propose an iterative interstream interference cancellation technique for system with frequency selective multiple-input multiple-output (MIMO) channel. Our method is inspired by the fact that the cancellation of the interstream interference can be regarded as a reduction in the magnitude of the interfering channel. We show that, as iteration goes on, the channel experienced by the equalizer gets close to the single input multiple output (SIMO) channel and, therefore, the proposed SIMO-like equalizer achieves improved equalization performance in terms of normalized mean square error. From simulations on downlink communications of $2{\times}2$ MIMO systems in high speed packet access universal mobile telecommunications system standard, we show that the proposed method provides substantial performance gain over the conventional receiver algorithms.

Performance Analysis of Electrical MMSE Linear Equalizers in Optically Amplified OOK Systems

  • Park, Jang-Woo;Chung, Won-Zoo
    • Journal of the Optical Society of Korea
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    • 제15권3호
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    • pp.232-236
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    • 2011
  • We analyze the linear equalizers used in optically amplified on-off-keyed (OOK) systems to combat chromatic dispersion (CD) and polarization mode dispersion (PMD), and we derive the mathematical minimum mean squared error (MMSE) performance of these equalizers. Currently, the MMSE linear equalizer for optical OOK systems is obtained by simulations using adaptive approaches such as least mean squared (LMS) or constant modulus algorithm (CMA), but no theoretical studies on the optimal solutions for these equalizers have been performed. We model the optical OOK systems as square-law nonlinear channels and compute the MMSE equalizer coefficients directly from the estimated optical channel, signal power, and optical noise variance. The accuracy of the calculated MMSE equalizer coefficients and MMSE performance has been verified by simulations using adaptive algorithms.

Performance analysis of WPM-based transmission with equalization-aware bit loading

  • Buddhacharya, Sarbagya;Saengudomlert, Poompat
    • ETRI Journal
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    • 제41권2호
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    • pp.184-196
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    • 2019
  • Wavelet packet modulation (WPM) is a multicarrier modulation (MCM) technique that has emerged as a potential alternative to the widely used orthogonal frequency-division multiplexing (OFDM) method. Because WPM has overlapped symbols, equalization cannot rely on the use of the cyclic prefix (CP), which is used in OFDM. This study applies linear minimum mean-square error (MMSE) equalization in the time domain instead of in the frequency domain to achieve low computational complexity. With a modest equalizer filter length, the imperfection of MMSE equalization results in subcarrier attenuation and noise amplification, which are considered in the development of a bit-loading algorithm. Analytical expressions for the bit error rate (BER) performance are derived and validated using simulation results. A performance evaluation is carried out in different test scenarios as per Recommendation ITU-R M.1225. Numerical results show that WPM with equalization-aware bit loading outperforms OFDM with bit loading. Because previous comparisons between WPM and OFDM did not include bit loading, the results obtained provide additional evidence of the benefits of WPM over OFDM.

The structure of equalizers based on quantized sample space with non-linear MMSE

  • Kong, Hyung-Yun
    • 한국통신학회논문지
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    • 제24권6A호
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    • pp.881-887
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    • 1999
  • In this paper, were introduce two types of equalizers, called equalizer-a and equalizer-b, applying to wireless communications having unknown channel characteristics. The equalizer-a, which has the single sample detector with equalizer system, is developed while the equalizer-b has the partition detectors with the same system used in equalizer-a. The methodologiy we adopt for designing the equalizers is that the sample space is partitioned into finite number of regions by using quantiles, which are estimated by robbins-monro stochastic approximation (RMSA) algorithm, and the coefficients of equalizers are calculated based on nonlinear minimum mean, square error (MMSE) algorithm. Through the computer simulation, the equalizers show much better performance in equiprobably partitioned sample subspaces of observations than the single sample detector and the detector, which has the conventional equalizer, in unquantized observation space under various noise environments.

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희소 행렬의 특성을 이용하여 효율적인 등화기 설계법이 적용된 WCDMA 무선 신호 분석기 구현 (Implementation of WCDMA Air Protocol Analyzer with An Effective Equalizer Design using Characteristic of Sparse Matrix)

  • 신창의;최승원
    • 디지털산업정보학회논문지
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    • 제9권1호
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    • pp.111-118
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    • 2013
  • This paper presents implementation of Air protocol analyzer and physical layer design algorithm. The analyzer is a measurement system providing real-time analysis of wireless signals between User Equipment (UE) and Node-B. The implemented system proposed in this paper consists of Digital Signal Processors (DSPs) and Field Programmable Gate Arrays (FPGAs). The waveform of Wideband Code Division Multiple Access (WCDMA) has been selected for verification of the proposed system. We designed the analyzer using equalizer algorithm and rake-receiver algorithm. Among various algorithms of designing the equalizer, we have chosen Linear Minimum Mean Square Error (LMMSE) equalizer that uses the inverse of channel matrix. Since the LMMSE equalizer uses the inverse channel matrix, it suffers from a large amount of computational load, while it outperforms most conventional equalizers. In this paper, we introduce an efficient procedure of reducing the computational load required by LMMSE equalizer-based receiver.

Multi-Stage Turbo Equalization for MIMO Systems with Hybrid ARQ

  • Park, Sangjoon;Choi, Sooyong
    • Journal of Communications and Networks
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    • 제18권3호
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    • pp.333-339
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    • 2016
  • A multi-stage turbo equalization scheme based on the bit-level combining (BLC) is proposed for multiple-input multiple-output (MIMO) systems with hybrid automatic repeat request (HARQ). In the proposed multi-stage turbo equalization scheme, the minimum mean-square-error equalizer at each iteration calculates the extrinsic log-likelihood ratios for the transmitted bits in a subpacket and the subpackets are sequentially replaced at each iteration according to the HARQ rounds of received subpackets. Therefore, a number of iterations are executed for different subpackets received at several HARQ rounds, and the transmitted bits received at the previous HARQ rounds as well as the current HARQ round can be estimated from the combined information up to the current HARQ round. In addition, the proposed multi-stage turbo equalization scheme has the same computational complexity as the conventional bit-level combining based turbo equalization scheme. Simulation results show that the proposed multi-stage turbo equalization scheme outperforms the conventional BLC based turbo equalization scheme for MIMO systems with HARQ.

음영 지역을 위한 3-슬롯 기반의 AF 방식 중계기 네트워크에서의 단일 반송파 주파수 대역 등화 기법 (Single Carrier Frequency Domain Equalization in 3-slot Based Amplify-and-Forward Relaying Network for Shadow Area)

  • 원희철
    • 한국산업정보학회논문지
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    • 제17권7호
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    • pp.9-16
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    • 2012
  • 셀 커버리지 확대 및 음영 지역 해소를 위하여 중계기를 활용하는 이동 통신 시스템이 널리 연구되고 있다. 본 논문에서는 음영 지역 성능 개선을 위하여 AF(amplify-and-forward) 방식 중계기를 활용하여 다중 경로가 확보된 네트워크에서의 SC-FDE(single carrier-frequency domain equalizer)를 위한 등화 기법을 제안한다. 3-슬롯 기반 다중 경로 상황에서 중계기를 통해 수신된 신호를 MRC (maximum ratio combining) 방식으로 합쳐 MMSE (minimum mean square error) 등화 기법을 적용하면 다이버시티 이득을 획득하여 SC-FDE 시스템의 수신 성능을 크게 향상시킬 수 있다. 이를 위하여, AF 방식 중계기 기반의 다중 경로 네트워크에서 SC-FDE를 위한 MRC 계수 및 MMSE 등화 탭의 수식을 정확히 도출하여 제시하고, 실험 결과를 통해 성능 향상을 확인한다.

OFDM 방식을 적용한 고속 무선 LAN 시스템의 채널 및 등화기법에 따른 성능분석에 관한 연구 (A study on performance analysis for OFDM wireless LAN systems according to channel and equalizer characteristics)

  • 류은숙;이종길
    • 한국통신학회논문지
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    • 제26권6A호
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    • pp.1099-1106
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    • 2001
  • 본 논문에서는 IEEE 802.11a 표준안으로 확정된 OFDM(Orthogonal Frequency Division Multiplexing) 방식을 적용한 고속 무선 LAN의 최적 시스템을 설계하기 위하여 실내 채널 특성들을 분석하였다. 통계적 채널 모델링 및 JTC(Joint Technical Committee) 모델에서의 실내 및 실외 환경을 선택하여 채널에 따른 고속 무선 LAN 시스템을 모의 실험하였다. 또한 채널에 의한 열화를 보상하기 위하여 무선 LAN 표준안에 따른 긴 훈련 신호를 이용한 채널 등화기법인 LS(Least Square) 방식과 LMMSE(Linear Minimum Mean Square Error) 방식을 비교 분석하였다. LS 기법과 본 논문에서 제시한 LS 방식으로 채널의 지연 확산 rms(root mean square) 값을 추정한 후 LMMSE 기법을 사용한 경우의 차이점을 고찰하였다. 이러한 LMMSE 기법을 채택할 경우 LS 기법에 비해 실외환경과 같은 열악한 채널환경 하에서도 시스템 성능에 상당한 개선효과가 나타남을 확인할 수 있었다.

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DSRC 시스템에서의 고속처리를 위한 채널등화기법에 대한 연구 (A Study on Channel Equalization Technique for High-Speed Processing on DSRC System)

  • 성태경;최종호;조형래
    • 한국ITS학회 논문지
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    • 제3권1호
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    • pp.109-116
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    • 2004
  • 무선 다중경로 채널에서 데이터를 고속으로 전송할 경우, 신호는 페이딩, ISI(inter-symbol interference) 등의 영향으로 높은 에러율을 가지게 된다. 현재의 DSRC 시스템은 1 Mbps 이상의 데이터 서비스가 어려울 것으로 예상되므로 새로운 채널등화기법 및 개선된 변복조방식이 요구된다. OFDM(onhogonal frefuency division multiplexing) 방식은 보호기간의 삽입을 통하여 ISI를 방지할 수 있으므로 고속 데이터 전송에 적합하다. 그러나, 보호기간이 각각의 심볼주기에 사용되는 채널 지연 확산보다 길어지므로 채널의 효율성 측면에서 상당한 손실이 야기된다. 그러므로 등화기를 고속의 데이터 전송율과 긴 채널 지연확산 조건을 가지는 ITS 서비스에 적용하기 위해서는 ISI를 제거할 필요가 있다. 본 논문에서는 DSRC 시스템을 위한 채널등화기를 설계하였으며, 다중경로 페이딩 환경에서 시뮬레이션을 통하여 그 성능을 분석하였다. 그 결과 DSRC 시스템에서 고속의 전송환경을 충족시키기 위해서는 의사 LMMSE(linear minimum mean-square error) 등화기의 성능이 LS(least square) 등화기보다 우수함을 알 수 있었다.

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A Novel Adaptive Turbo Receiver for Large-Scale MIMO Communications

  • Chang, Yu-Kuan;Ueng, Fang-Biau;Tsai, Bo-Yi
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제12권7호
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    • pp.2998-3017
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    • 2018
  • Massive (large-scale) MIMO (multiple-input multiple-output) is one of the key technologies in next-generation wireless communication systems. This paper proposes a high-performance low-complexity turbo receiver for SC-FDMA (single-carrier frequency-division multiple access) based MMIMO (massive MIMO) systems. Because SC-FDMA technology has the desirable characteristics of OFDMA (orthogonal frequency division multiple access) and the low PAPR (peak-to-average power ratio) of SC transmission schemes, the 3GPP LTE (long-term evolution) has adopted it as the uplink transmission to meet the demand high data rate and low error rate performance. The complexity of computing will be increased greatly in base station with massive MIMO (MMIMO) system. In this paper, a low-complexity adaptive turbo equalization receiver based on normalized minimal symbol-error-rate for MMIMO SC-FDMA system is proposed. The proposed receiver is with low complexity than that of the conventional turbo MMSE (minimum mean square error) equalizer and is also with better bit error rate (BER) performance than that of the conventional adaptive turbo MMSE equalizer. Simulation results confirm the effectiveness of the proposed scheme.