• Title/Summary/Keyword: MMSE estimation

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Performance Analysis of Noisy Speech Recognition Depending on Parameters for Noise and Signal Power Estimation in MMSE-STSA Based Speech Enhancement (MMSE-STSA 기반의 음성개선 기법에서 잡음 및 신호 전력 추정에 사용되는 파라미터 값의 변화에 따른 잡음음성의 인식성능 분석)

  • Park Chul-Ho;Bae Keun-Sung
    • MALSORI
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    • no.57
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    • pp.153-164
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    • 2006
  • The MMSE-STSA based speech enhancement algorithm is widely used as a preprocessing for noise robust speech recognition. It weighs the gain of each spectral bin of the noisy speech using the estimate of noise and signal power spectrum. In this paper, we investigate the influence of parameters used to estimate the speech signal and noise power in MMSE-STSA upon the recognition performance of noisy speech. For experiments, we use the Aurora2 DB which contains noisy speech with subway, babble, car, and exhibition noises. The HTK-based continuous HMM system is constructed for recognition experiments. Experimental results are presented and discussed with our findings.

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Performance Analysis of MMSE Detector for DS/CDMA Multipath Fading Channel: 1. Perfect Channel Estimation (직접수열 부호분할 다중접속 시스템의 여러 경로 감쇄 환경에서 MMSE 검파기의 성능 분석: 1. 채널추정이 완벽할 때)

  • 정사라;김형명
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.26 no.6A
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    • pp.939-947
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    • 2001
  • 이 논문에서는 직접수열 부호분할 다중접속 시스템의 여러 경로 감쇄 환경에서 MMSE 검파기의 성능을 분석한다. MMSE 필터는 출력단에 나머지 쓰는 이의 간섭 성분이 남아 있다. 따라서 비트 오류율을 계산하려면 다른 쓰는 이 신호의 조합을 모두 생각해야 하므로, 쓰는 이 수에 따라 지수적인 계산량이 필요하다. 특히 여러 경로로 수신한 신호를 결합하여 심볼 결정을 할 경우, 각 쓰는 이의 모든 경로에 나머지 간섭이 영향을 미치므로, 이들 모든 조합을 다 고려하여 계산하기는 실질적으로 불가능하다. 여기서는 MMSE 검파기의 성능을 유도하기 위하여, 필터의 출력단에서 신호를 제외한 나머지 간섭과 배경 잡음 성분을 정규 분포로 근사한다. 이 경우 필터의 출력값을 상관관계를 갖는 정규분포의 잡음이 신호에 더해진 형태로 모형화 할 수 있으므로, 다른 쓰는 이 신호의 조합에 상관없이 성능 분석을 할 수 있다. 쓰는 이 수와 수신 경로 수를 변화시켜 가며 상관제거기와 성능을 비교하고, 정확도를 확인하였다.

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Channel Estimation Based on LMS Algorithm for MIMO-OFDM System (MIMO-OFDM을 위한 LMS 알고리즘 기반의 채널추정)

  • Hwang, Suk-Seung
    • The Journal of the Korea institute of electronic communication sciences
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    • v.7 no.6
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    • pp.1455-1461
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    • 2012
  • MIMO-OFDM which is one of core techniques for the high-speed mobile communication system requires the efficient channel estimation method with low estimation error and computational complexity, for accurately receiving data. In this paper, we propose a channel estimation algorithm with low channel estimation error comparing with LS which is primarily employed to the MIMO-OFDM system, and with low computational complexity comparing with MMSE. The proposed algorithm estimates channel vectors based on the LMS adaptive algorithm in the time domain, and the estimated channel vector is sent to the detector after FFT. We also suggest a preamble architecture for the proposed MIMO-OFDM channel estimation algorithm. The computer simulation example is provided to illustrate the performance of the proposed algorithm.

Capacity Optimization of Two-way Amplify-and Forward Relay Networks (Two-way 증폭과 전송 릴레이 네트워크의 용량 최적화)

  • Hanif, Mohammad Abu;Lee, Moon Ho;Park, Ju Yong
    • Journal of the Institute of Electronics and Information Engineers
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    • v.50 no.1
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    • pp.27-33
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    • 2013
  • In this paper, we propose a pilot based channel estimation technique in two-way relay networks. We propose to transmit a pilot symbol together with the data symbol during transmission. In absence of Channel State Information (CSI), destination uses the pilot symbol to estimate the channel. In this system, the relay amplifies the pilot and the data symbol then forward them to the destination using amplify and forward (AF) protocol. We assume that the relay gain is fixed, so the relay does not need to estimate the channel, the destination only estimate the channel. We apply well-known Least-square (LS) and minimum mean-square error (MMSE) channel estimation methods to estimate the channel.

Performance Analysis of MMSE Detector for DS/CDMA Multipath Fading Channel: 2. Imperfect Channel Estimation (직접수열 부호분할 다중접속 시스템의 여러 경로 감쇄 환경에서 MMSE 검파기의 성능 분석: 2. 채널추정에 오류가 있을 때)

  • 장사라;김형명
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.26 no.6A
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    • pp.948-956
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    • 2001
  • 이 논문에서는 직접수열 부호분할 다중접속 시스템의 여러 경로 감쇄 환경에서 MMSE 검파기의 성능을 분석한다. 1부에서 MMSE 검파기의 성능을 유도하기 위하여, 필터의 출력단에서 신호를 제외한 나머지 간섭과 배경 잡음 성분을 정규 분포와 근사한 것을 이용하여 여기서는 채널 추정에 오류가 있을 때의 영향을 검토한다. 채널변수에 정규분포의 오류가 있을 때와 구체적인 채널 추정 시스템을 사용한 두 가지 경우에 대해서 채널 추정의 영향을 분석한다. 감쇄 환경, 채널 추정 오류의 분산, 도플러 주파수 등을 변화시켜 얻은 수식적인 결과로 성능 분석의 정확도를 보였다.

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Adaptive Blind MMSE Equalization for SIMO Channel

  • Ahn, Kyung-Seung;Baik, Heung-Ki
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.27 no.8A
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    • pp.753-762
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    • 2002
  • Blind equalization of transmission channel is important in communication areas and signal processing applications because it does not need training sequences, nor dose it require a priori channel information. In this paper, an adaptive blind MMSE channel equalization technique based on second-order statistics in investigated. We present an adaptive blind MMSE channel equalization using multichannel linear prediction error method for estimating cross-correlation vector. They can be implemented as RLS or LMS algorithms to recursively update the cross-correlation vector. Once cross-correlation vector is available, it can be used for MMSE channel equalization. Unlike many known subspace methods, our proposed algorithms do not require channel order estimation. Therefore, our algorithms are robust to channel order mismatch. Performance of our algorithms and comparisons with existing algorithms are shown for real measured digital microwave channel.

Design of a Frequency Domain Equalizer Algorithm for MBOK DS-UWB System (MBOK DS-UWB 시스템을 위한 주파수 영역 등화기 알고리즘의 설계)

  • Kang, Shin-Woo;Im, Se-Bin;Choi, Hyung-Jin
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.32 no.10A
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    • pp.1034-1041
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    • 2007
  • In this paper, we propose a FD USE (frequency domain minimum mean square error) equalizer algorithm for MBOK DS-UWB (M-ary bi-orthogonal keying direct sequence UWB) systems considered as a PHY proposal for high-speed wireless communication in IEEE 802.15.TG3a. The conventional FD MMSE equalization scheme has a structural limit due to insertion of the cyclic prefix (CP) in all transmit packets, but the proposed scheme is able to equalize the channel effect without CP. In order to overcome channel estimation error by multipath delay, we introduce a moving FFT and a moving average scheme. Compared with conventional FD MMSE equalizer and the traditional TD (time domain) MMSE-RAKE receiver, the proposed FD MMSE equalizer has better BER performance and we demonstrate this result by computer simulation.

In-phase Statistical Edge Directed Interpolation based on Windowed MMSE Estimation (MMSE관점에서 위상 정합 방향성 경계 강조 보간법)

  • 임태환;김재호
    • Proceedings of the IEEK Conference
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    • 2000.11d
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    • pp.93-96
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    • 2000
  • In this paper, we present an improved novel interpolator that performs high quality interpolation on both synthetic and real world images. Its structure, which is based on a four directional linear predictor with equiripple windowed samples and phase matching equalizer, provides edge-directional data interpolation so that sharp and artifacts-free images are obtained at a reasonable computational cost.

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Linear versus Non-linear Interference Cancellation

  • Buehrer, R.Michael;Nicoloso, Steven P.;Gollamudi, Sridhar
    • Journal of Communications and Networks
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    • v.1 no.2
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    • pp.118-133
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    • 1999
  • In this paper we compare linear and non-linear inter-ference cancellation for systems employing code division multi-ple access (CDMA) techniques. Specifically, we examine linear and non-linear parallel interference cancellation(also called multi-stage cancellation) in relationship to other multiuser detection al-gorithms. We show the explicit relationship between parallel inter-ference cancellation and the decorrelator (or direct matrix inver-sion). This comparison gives insight into the performance of paral-lel interference cancellation (PIC) and leads to vetter approaches. We also show that non-linear PIC approaches with explicit chan-nel setimation can provide performance improvement over linear PIC, especially when using soft non-linear symbol estimates. The application of interference cancellation to non-linear modulation techniques is also presented along with a discussion on minimum mean-squared error(MMSE) symbol estimation techniques. These are shown to further improve the performance of parallel cancella-tion.

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Noise Robust Speech Recognition Based on Noisy Speech Acoustic Model Adaptation (잡음음성 음향모델 적응에 기반한 잡음에 강인한 음성인식)

  • Chung, Yongjoo
    • Phonetics and Speech Sciences
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    • v.6 no.2
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    • pp.29-34
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    • 2014
  • In the Vector Taylor Series (VTS)-based noisy speech recognition methods, Hidden Markov Models (HMM) are usually trained with clean speech. However, better performance is expected by training the HMM with noisy speech. In a previous study, we could find that Minimum Mean Square Error (MMSE) estimation of the training noisy speech in the log-spectrum domain produce improved recognition results, but since the proposed algorithm was done in the log-spectrum domain, it could not be used for the HMM adaptation. In this paper, we modify the previous algorithm to derive a novel mathematical relation between test and training noisy speech in the cepstrum domain and the mean and covariance of the Multi-condition TRaining (MTR) trained noisy speech HMM are adapted. In the noisy speech recognition experiments on the Aurora 2 database, the proposed method produced 10.6% of relative improvement in Word Error Rates (WERs) over the MTR method while the previous MMSE estimation of the training noisy speech produced 4.3% of relative improvement, which shows the superiority of the proposed method.