• 제목/요약/키워드: Maximum Likelihood detection

검색결과 250건 처리시간 0.092초

부분응답 신호대잡음비를 이용한 PRML 검출 방법 (PRML Detection Method Using PRSNR)

  • 박애경;이재진
    • 한국통신학회논문지
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    • 제31권9C호
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    • pp.840-845
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    • 2006
  • 본 논문은 광기록 채널에서 신호의 질을 평가하는 부분 응답 신호대잡음비(PRSNR) 방법을 신호 검출에 응용한 부분 응답 최대 유사도(PRML) 검출 방법을 제안한다. 비선형적인 요소가 많은 고밀도 광기록 채널을 적절히 적응 등화하기 위해서는 최대 PRSNR 값을 갖는 등화기를 선택하여야 한다는 것을 확인하였다. 제안한 PRML 검출 방법은 기존의 적응 등화기를 사용한 PRML 검출 방법과 비교하여 $8.5{\times}10-5$ 오류율에서 1.8dB의 성능 이득을 보인다.

Soft-Decision for Differential Amplify-and-Forward over Time-Varying Relaying Channel

  • Gao, Fengyue;Kong, Lei;Dong, Feihong
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제10권3호
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    • pp.1131-1143
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    • 2016
  • Differential detection schemes do not require any channel estimation, which can be employed under user mobility with low computational complexity. In this work, a soft-input soft-output (SISO) differential detection algorithm is proposed for amplify-and-forward (AF) over time-varying relaying channels based cooperative communications system. Furthermore, maximum-likelihood (ML) detector for M-ary differential Phase-shift keying (DPSK) is derived to calculate a posteriori probabilities (APP) of information bits. In addition, when the SISO is exploited in conjunction with channel decoding, iterative detection and decoding approach by exchanging extrinsic information with outer code is obtained. Finally, simulation results show that the proposed non-coherent approach improves detection performance significantly. In particular, the system can obtain greater performance gain under fast-fading channels.

M-레벨 QAM 계층 변조 시스템에서 연 간섭 제거를 이용한 연속 MAP 판정 기법 (Successive MAP Detection with Soft Interference Cancellation for Iterative Receivers in Hierarchical M-ary QAM Systems)

  • 김종경;서종수
    • 한국통신학회논문지
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    • 제34권3C호
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    • pp.304-310
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    • 2009
  • 본 논문은 M-레벨 QAM 계층 변조 시스템에서 반복 수신기의 복잡도를 줄이기 위한 연속 MAP(maximum a posteriori probability) 검파 방식을 제안한다. 계층 변조 신호 내의 특정 우선 순위를 갖는 신호는 계층 변조 신호를 구성하는 각 신호를 우선 순위에 따라 간섭 신호 성분으로서 제거하거나 가우시안 잡음으로 간주한 후 MAP 방식에 의해 순차적으로 검파된다. 검파 과정을 순차적으로 진행함으로써 반복 수신의 복잡도를 신호 당 전송되는 비트 수에 선형적으로 증가하도록 감소시킬 수 있으며 각 부호화 비트의 연판정 값 계산 시 간섭 제거와 가우시안 가정의 효과를 검파 과정에 반영하여 잡음 분산을 조정함으로써 순차적 검파 방식에 의해 발생할 수 있는 성능 열화를 최소화한다. 전산 모의 실험을 통하여 제안하는 순차적 MAP 검파 방식의 성능이 최적 MAP 검파 방식과 비교하여 0.5dB 미만의 성능열화를 나타내는 것을 보인다.

채널 정보 오차에 강인한 일반화 공간변조 수신기 (A Robust Receiver for Generalized Spatial Modulation under Channel Information Errors)

  • 이재성;우대위;전은탁;윤성민;이경천
    • 한국정보통신학회논문지
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    • 제20권1호
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    • pp.45-51
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    • 2016
  • 본 논문에서는 전체 송신 안테나 중 일부 안테나만을 활성화하여 신호 송신에 사용하는 일반화 공간변조(Generalized Spatial Modulation) 시스템을 위한 최대우도 수신기를 제안한다. 제안 수신기는 신호 검출시 채널 정보 오차의 효과를 완화시키기 위하여 채널 정보 오차로 인해 생성되는 실질 잡음 신호의 순시 공분산 행렬을 추정한다. 추정된 공분산 행렬은 검출 정확도를 높이기 위해 반복수행을 통해 갱신되며, 추정 결과는 최대 우도 검출에 사용된다. 모의 실험 결과에서 기존의 채널 정보 오차를 고려하지 않는 수신기와 비교하여 높은 성능을 얻음을 확인할 수 있다.

다중 자기센서를 이용한 실내 자기 지도 기반 보행자 위치 검출 정확도 향상 알고리즘 (Indoor Position Detection Algorithm Based on Multiple Magnetic Field Map Matching and Importance Weighting Method)

  • 김용훈;김응주;최민준;송진우
    • 전기학회논문지
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    • 제68권3호
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    • pp.471-479
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    • 2019
  • This research proposes a indoor magnetic map matching algorithm that improves the position accuracy by employing multiple magnetic sensors and probabilistic candidate weighting function. Since the magnetic field is easily distorted by the surrounding environment, the distorted magnetic field can be used for position mapping, and multiple sensor configuration is useful to improve mapping accuracy. Nevertheless, the position error is likely to increase because the external magnetic disturbances have repeated pattern in indoor environment and several points have similar magnetic field distortion characteristics. Those errors cause large position error, which reduces the accuracy of the position detection. In order to solve this problem, we propose a method to reduce the error using multiple sensors and likelihood boundaries that uses human walking characteristics. Also, to reduce the maximum position error, we propose an algorithm that weights according to their importance. We performed indoor walking tests to evaluate the performance of the algorithm and analyzed the position detection error rate and maximum distance error. From the results we can confirm that the accuracy of position detection is greatly improved.

SMLD: Enhanced MIMO-Signal Detection for Wireless MIMO Communication Receivers

  • Baek, Myung-Sun;Woo, Mi-Ae;Lim, Jae-Hyuck;You, Young-Hwan;Song, Hyoung-Kyu
    • ETRI Journal
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    • 제29권2호
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    • pp.240-242
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    • 2007
  • This letter proposes a simplified maximum likelihood detection (SMLD) scheme to improve the detection performance of multiple-input multiple-output receivers. The SMLD detects V streams according to the first detected V sub-streams. Through an ML test, the most probable stream is selected. Moreover, to detect the layer with the worst post-detection SNR accurately, reverse ordering is applied to the SMLD. Simulation results show that the performance of the Vertical Bell Laboratories layered space-time (V-BLAST) system can be improved by adopting the SMLD technique. In the case of reverse ordering, the SMLD can achieve a similar ML performance with significant reduction in computational complexity.

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Hybrid SNR-Adaptive Multiuser Detectors for SDMA-OFDM Systems

  • Yesilyurt, Ugur;Ertug, Ozgur
    • ETRI Journal
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    • 제40권2호
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    • pp.218-226
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    • 2018
  • Multiuser detection (MUD) and channel estimation techniques in space-division multiple-access aided orthogonal frequency-division multiplexing systems recently has received intensive interest in receiver design technologies. The maximum likelihood (ML) MUD that provides optimal performance has the cost of a dramatically increased computational complexity. The minimum mean-squared error (MMSE) MUD exhibits poor performance, although it achieves lower computational complexity. With almost the same complexity, an MMSE with successive interference cancellation (SIC) scheme achieves a better bit error rate performance than a linear MMSE multiuser detector. In this paper, hybrid ML-MMSE with SIC adaptive multiuser detection based on the joint channel estimation method is suggested for signal detection. The simulation results show that the proposed method achieves good performance close to the optimal ML performance at low SNR values and a low computational complexity at high SNR values.

An Efficient Detection Algorithm for Quasi-Orthogonal Space-Time Block Code with Four Transmit Antennas

  • Le, Minh-Tuan;Pham, Van-Su;Linh, Mai;Yoon, Gi-Wan
    • Journal of information and communication convergence engineering
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    • 제2권4호
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    • pp.228-232
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    • 2004
  • This paper proposes an efficient detection algorithm, which is composed of an interference nulling-and cancelling-based detection algorithm and a maximum likelihood (ML) detection algorithm having reduced numbers of signal points to be tested, for the quasi-orthogonal space-time code with four transmit antennas. When high-level modulation schemes are employed, the algorithm enables the quasi-orthogonal code to achieve near ML performance with a significant reduction in the computational load.

불확정 시스템에서의 기동검출 및 추적 (Maneuvering detection and tracking in uncertain systems)

  • 유경상;홍일선;권오규
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 1991년도 한국자동제어학술회의논문집(국내학술편); KOEX, Seoul; 22-24 Oct. 1991
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    • pp.120-124
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    • 1991
  • In this paper, we consider the maneuvering detection and target tracking problem in uncertain linear discrete-time systems. The maneuvering detection is based on X$^{2}$ test[2,71, where Kalman filters have been utilized so far. The target tracking is performed by the maneuvering input compensation based on a maximum likelihood estimator. KF has been known to diverge when some modelling errors exist and fail to detect the maneuvering and to track the target in uncertain systems. Thus this paper adopt the FIR filter[l], which is known to be robust to modelling errors, for maneuvering detection and target tracking problem. Various computer simulations show the superior performance of the FIR filter in this problem.

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Reduced-State MLSD Based on Volterra Kernels for Square-Law Detected Multipath Channels

  • Ha, Young-Sun;Chung, Won-Zoo
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제5권12호
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    • pp.2315-2325
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    • 2011
  • We propose a novel reduced-state maximum-likelihood sequence detection (MLSD) structure using the Viterbi algorithm based on the second-order Volterra kernel modeling nonlinear distortion due to square law detection of multipath channels commonly occurring in chromatic dispersion (CD) or polarization mode dispersion (PMD) in optical communication systems. While all existing MLSD methods for square-law detection receivers are based on direct computation of branch metrics, the proposed algorithm provides an efficient and structured way to implement reduced-state MLSD with almost the same complexity of a MLSD for linear channels. As a result, the proposed algorithm reduces the number of parameters to be estimated and the complexity of computation.