• 제목/요약/키워드: Blind Signal Detection

검색결과 48건 처리시간 0.022초

Audio Watermarking Using Independent Component Analysis

  • Seok, Jong-Won
    • Journal of information and communication convergence engineering
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    • 제10권2호
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    • pp.175-180
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    • 2012
  • This paper presents a blind watermark detection scheme for an additive watermark embedding model. The proposed estimation-correlation-based watermark detector first estimates the embedded watermark by exploiting non-Gaussian of the real-world audio signal and the mutual independence between the host-signal and the embedded watermark and then a correlation-based detector is used to determine the presence or the absence of the watermark. For watermark estimation, blind source separation (BSS) based on independent component analysis (ICA) is used. Low watermark-to-signal ratio (WSR) is one of the limitations of blind detection with the additive embedding model. The proposed detector uses two-stage processing to improve the WSR at the blind detector; the first stage removes the audio spectrum from the watermarked audio signal using linear predictive (LP) filtering and the second stage uses the resulting residue from the LP filtering stage to estimate the embedded watermark using BSS based on ICA. Simulation results show that the proposed detector performs significantly better than existing estimation-correlationbased detection schemes.

Blind downlink channel estimation for TDD-based multiuser massive MIMO in the presence of nonlinear HPA

  • Pasangi, Parisa;Atashbar, Mahmoud;Feghhi, Mahmood Mohassel
    • ETRI Journal
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    • 제41권4호
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    • pp.426-436
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    • 2019
  • In time division duplex (TDD)-based multiuser massive multiple input multiple output (MIMO) systems, the uplink channel is estimated and the results are used in downlink for signal detection. Owing to noisy uplink channel estimation, the downlink channel should also be estimated for accurate signal detection. Therefore, recently, a blind method was developed, which assumes the use of a linear high-power amplifier (HPA) in the base station (BS). In this study, we extend this method to a scenario with a nonlinear HPA in the BS, where the Bussgang decomposition is used for HPA modeling. In the proposed method, the average power of the received signal for each user is a function of channel gain, large-scale fading, and nonlinear distortion variance. Therefore, the channel gain is estimated, which is required for signal detection. The performance of the proposed method is analyzed theoretically. The simulation results show superior performance of the proposed method compared to that of the other methods in the literature.

BSS를 이용한 회전 기계 진단 신호 분석 (Identification of fault signal for rotating machinery diagnosis using Blind Source Separation (BSS))

  • Seo, Jong-Soo;Lee, Jeong-Hak;J. K. Hammond
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2003년도 춘계학술대회논문집
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    • pp.839-845
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    • 2003
  • This paper introduces multichannel blind source separation (BSS) and multichannel blind deconvolution (MBD) based on higher order statistics of signals from convolutive mixtures. In particular, we are concerned with the case that the number of inputs is the same as the number of outputs. Simulations for two input two output cases are carried out and their performances are assessed. One of the major applications of those sequential algorithms (BSS and MBD) is demonstrated through the fault signal detection from only a single measurement of rotating machine, which offers a certain degree of practicability in the engineering field such as machine health monitoring or condition monitoring.

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볼 베어링 결함신호 복원을 위한 파고율을 이용한 Blind Deconvolution의 응용 (Application of Blind Deconvolution with Crest Factor for Recovery of Original Rolling Element Bearing Defect Signals)

  • 손종덕;양보석
    • 대한기계학회:학술대회논문집
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    • 대한기계학회 2004년도 추계학술대회
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    • pp.585-590
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    • 2004
  • Many machine failures are not detected well in advance due to the masking of background noise and attenuation of the source signal through the transmission mediums. Advanced signal processing techniques using adaptive filters and higher order statistics have been attempted to extract the source signal from the measured data at the machine surface. In this paper, blind deconvolution using the eigenvector algorithm (EVA) technique is used to recover a damaged bearing signal using only the measured signal at the machine surface. A damaged bearing signal corrupted by noise with varying signal-to-noise (s/n) was used to determine the effectiveness of the technique in detecting an incipient signal and the optimum choice of filter length. The results show that the technique is effective in detecting the source signal with an s/n ratio as low as 0.21, but requires a relatively large filter length.

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블라인드 등화 알고리즘의 초기 수렴 자동 검출 기법 (Initial Convergence Detection of Blind Equalization Algorithm Automatically)

  • 최익현;김철민;최수철;오길남
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2005년도 학술대회 논문집 정보 및 제어부문
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    • pp.445-447
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    • 2005
  • MCMA(modified constant modulus algorithm) accomplishes blind equalization and carrier phase recovery simultaneously. But, the error level of MCMA is not zero when the equalizer converges completely. Because the MCMA uses a special signal point instead of a original signal point. MCMA-DO(decision-directed) improves the steady-state performance but the performance of equalizer is decided by switching time between the MCMA and the DD. In this paper, according to the residual ISI(intersymbol interference) of the equalizer output, the most suitable switching time is decided automatically.

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DS-CDMA 시스템을 위한 혼합 LMSF 블라인드 다중 사용자 검출 (Mixed LMSF Blind Multiuser Detector for DS-CDMA Systems)

  • 박성욱;박종욱
    • 전자공학회논문지 IE
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    • 제43권2호
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    • pp.75-79
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    • 2006
  • 블라인드 기법은 훈련열 없이 검출하고자 하는 사용자의 최소한의 정보만을 가지고 정보 검출이 가능한 방법이다. 본 논문에서는 직접 대역 확산 코드 분할 다중 접속 시스템에서 다중사용자 간섭을 제거하기 위해서, 혼합된 비용함수를 사용하는 블라인드 다중사용자 검출기를 제안하였다. 제안된 블라인드 다중사용자 검출기의 비용함수는 LMS와 LMF를 혼합한 형태로 이루어져있으며, 제안된 다중사용자 검출기의 성능을 평가하기 위해서 가우시안 채널 하에서 BER을 비교 하였다. 모의실험 결과, 사용자가 20 명 존재하는 경우, 제안된 블라인드 검출기가 블라인드 MOE 다중사용자 검출기에 비해 약 3dB정도 더 나은 성능을 지님을 확인 할 수 있었다.

A Comparison of Spectrum-Sensing Algorithms Based on Eigenvalues

  • Ali, Syed Sajjad;Liu, Jialong;Liu, Chang;Jin, Minglu
    • Journal of information and communication convergence engineering
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    • 제13권4호
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    • pp.241-247
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    • 2015
  • Cognitive radio has been attracting increased attention as an effective approach to improving spectrum efficiency. One component of cognitive radio, spectrum sensing, has an important relationship with the performance of cognitive radio. In this paper, after a summary and analysis of the existing spectrum-sensing algorithms, we report that the existing eigenvalue-based semi-blind detection algorithm and blind detection algorithm have not made full use of the eigenvalues of the received signals. Applying multi-antenna systems to cognitive users, we design a variety of spectrum-sensing algorithms based on the joint distribution of the eigenvalues of the received signal. Simulation results validate that the proposed algorithms in this paper are able to detect whether the signal of the primary user exists or not with high probability of detection in an environment with a low signal-to-noise ratio. Compared with traditional algorithms, the new algorithms have the advantages of high detection performance and strong robustness

CDMA를 위한 결정 궤환 블라인드 적응 다중 사용자 검출기 (Decision-feedback Blind Adaptive Multiuser Detector For Synchronous CDMA System)

  • 변건식;김성곤;김재수
    • 한국통신학회논문지
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    • 제27권3B호
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    • pp.220-225
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    • 2002
  • 다수의 사용자가 추적되고 상대방의 신호에서 비롯되는 간섭 신호들을 제거하는 다중 사용자 검출 기술은 다중 간섭 효과를 줄여주고 시스템 용량을 증가시킨다. 본 논문은 동기 CDMA 시스템을 위해 블라인드 적응 다중 사용자 검출기를 발전시킨 것으로 심벌 오율 성능을 증가시키기 위해 결정 궤환 블라인드 적응 다중사용자 검출기를 제안하여, 블라인드 적응 다중 사용자 검출기와 비교하였으며, 시뮬레이션 결과 제시한 검출기가 성능이 향상됨을 확인하였다.

Blind Adaptive Multiuser Detection for the MC-CDMA Systems Using Orthogonalized Subspace Tracking

  • Ali, Imran;Kim, Doug-Nyun;Lim, Jong-Soo
    • ETRI Journal
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    • 제31권2호
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    • pp.193-200
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    • 2009
  • In this paper, we study the performance of subspace-based multiuser detection techniques for multicarrier code-division multiple access (MC-CDMA) systems. We propose an improvement in the PASTd algorithm by cascading it with the classical Gram-Schmidt procedure to orthonormalize the eigenvectors after their sequential extraction. The tracking of signal subspace using this algorithm, which we call OPASTd, has a faster convergence as the eigenvectors are orthonormalized at each discrete time sample. This improved PASTd algorithm is then used to implement the subspace blind adaptive multiuser detection for MC-CDMA. We also show that, for multiuser detection, the complexity of the proposed scheme is lower than that of many other orthogonalization schemes found in the literature. Extensive simulation results are presented and discussed to demonstrate the performance of the proposed scheme.

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Fragile Watermarking Based on LBP for Blind Tamper Detection in Images

  • Zhang, Heng;Wang, Chengyou;Zhou, Xiao
    • Journal of Information Processing Systems
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    • 제13권2호
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    • pp.385-399
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    • 2017
  • Nowadays, with the development of signal processing technique, the protection to the integrity and authenticity of images has become a topic of great concern. A blind image authentication technology with high tamper detection accuracy for different common attacks is urgently needed. In this paper, an improved fragile watermarking method based on local binary pattern (LBP) is presented for blind tamper location in images. In this method, a binary watermark is generated by LBP operator which is often utilized in face identification and texture analysis. In order to guarantee the safety of the proposed algorithm, Arnold transform and logistic map are used to scramble the authentication watermark. Then, the least significant bits (LSBs) of original pixels are substituted by the encrypted watermark. Since the authentication data is constructed from the image itself, no original image is needed in tamper detection. The LBP map of watermarked image is compared to the extracted authentication data to determine whether it is tampered or not. In comparison with other state-of-the-art schemes, various experiments prove that the proposed algorithm achieves better performance in forgery detection and location for baleful attacks.