• 제목/요약/키워드: Multiuser Systems

검색결과 205건 처리시간 0.022초

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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Application of Genetic Algorithm for Large-Scale Multiuser MIMO Detection with Non-Gaussian Noise

  • Ran, Rong
    • Journal of information and communication convergence engineering
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    • 제20권2호
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    • pp.73-78
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    • 2022
  • Based on experimental measurements conducted on many different practical wireless communication systems, ambient noise has been shown to be decidedly non-Gaussian owing to impulsive phenomena. However, most multiuser detection techniques proposed thus far have considered Gaussian noise only. They may therefore suffer from a considerable performance loss in the presence of impulsive ambient noise. In this paper, we consider a large-scale multiuser multiple-input multiple-output system in the presence of non-Gaussian noise and propose a genetic algorithm (GA) based detector for large-dimensional multiuser signal detection. The proposed algorithm is more robust than linear multi-user detectors for non-Gaussian noise because it uses a multi-directional search to manipulate and maintain a population of potential solutions. Meanwhile, the proposed GA-based algorithm has a comparable complexity because it does not require any complicated computations (e.g., a matrix inverse or derivation). The simulation results show that the GA offers a performance gain over the linear minimum mean square error algorithm for both non-Gaussian and Gaussian noise.

Performance Analysis of Transmit Diversity in Multiuser Data Networks With Fading Correlation

  • Zhang, Kai;Niu, Zhisheng
    • Journal of Communications and Networks
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    • 제10권4호
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    • pp.444-450
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    • 2008
  • This paper studies the performance of multiuser data networks with transmit diversity under correlated fading channels. Previous work shows that correlated fading reduces the link performance of multiple antenna systems, but how correlated fading affects the throughput of multiuser data networks is still unknown since the throughput depends not only on the link performance but also on the multiuser diversity. We derive the throughput of the multiuser data networks with various transmit diversity schemes under correlated fading channels. The impact of correlated fading on the throughput is investigated. Analytical and simulation results show that, although correlated fading is harmful for link performance, it increases the throughput of the multiuser data networks if the transmit scheme is appropriately selected.

Effect of Cooperative and Selection Relaying Schemes on Multiuser Diversity in Downlink Cellular Systems with Relays

  • Kang, Min-Suk;Jung, Bang-Chul;Sung, Dan-Keun
    • Journal of Communications and Networks
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    • 제10권2호
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    • pp.175-185
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    • 2008
  • In this paper, we investigate the effect of cooperative and selection relaying schemes on multiuser diversity in downlink cellular systems with fixed relay stations (RSs). Each mobile station (MS) is either directly connected to a base station (BS) and/or connected to a relay station. We first derive closed-form solutions or upper-bound of the ergodic and outage capacities of four different downlink data relaying schemes: A direct scheme, a relay scheme, a selection scheme, and a cooperative scheme. The selection scheme selects the best access link between the BS and an MS. For all schemes, the capacity of the BS-RS link is assumed to be always larger than that of RS-MS link. Half-duplex channel use and repetition based relaying schemes are assumed for relaying operations. We also analyze the system capacity in a multiuser diversity environment in which a maximum signal-to-noise ratio (SNR) scheduler is used at a base station. The result shows that the selection scheme outperforms the other three schemes in terms of link ergodic capacity, link outage capacity, and system ergodic capacity. Furthermore, our results show that cooperative and selection diversity techniques limit the performance gain that could have been achieved by the multiuser diversity technique.

Error Control Coding and Space-Time MMSE Multiuser Detection in DS-CDMA Systems

  • Hamouda, Walaa;McLane, Peter J.
    • Journal of Communications and Networks
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    • 제5권3호
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    • pp.187-196
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    • 2003
  • We consider the use of error control coding in direct sequence-code-division multiple access (OS-COMA) systems that employ multiuser detection (MUO) and space diversity. The relative performance gain between Reed-Solomon (RS) code and convolutional code (CC) is well known in [1] for the single user, additive white Gaussian noise (AWGN) channel. In this case, RS codes outperform CC's at high signal-to-noise ratios. We find that this is not the case for the multiuser interference channel mentioned above. For useful error rates, we find that soft-decision CC's to be uniformly better than RS codes when used with DS-COMA modulation in multiuser space-time channels. In our development, we use the Gaussian approximation on the interference to determine performance error bounds for systems with low number of users. Then, we check their accuracy in error rate estimation via system's simulation. These performance bounds will in turn allow us to consider a large number of users where we can estimate the gain in user-capacity due to channel coding. Lastly, the use of turbo codes is considered where it is shown that they offer a coding gain of 2.5 dB relative to soft-decision CC.

Multiuser Heterogeneous-SNR MIMO Systems

  • Jo, Han-Shin
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제8권8호
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    • pp.2607-2625
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    • 2014
  • Previous studies on multiuser multiple-input multiple-output (MIMO) mostly assume a homogeneous signal-to-noise ratio (SNR), where each user has the same average SNR. However, real networks are more likely to feature heterogeneous SNRs (a random-valued average SNR). Motivated by this fact, we analyze a multiuser MIMO downlink with a zero-forcing (ZF) receiver in a heterogeneous SNR environment. A transmitter with Mantennas constructs M orthonormal beams and performs the SNR-based proportional fairness (S-PF) scheduling where data are transmitted to users each with the highest ratio of the SNR to the average SNR per beam. We develop a new analytical expression for the sum throughput of the multiuser MIMO system. Furthermore, simply modifying the expression provides the sum throughput for important special cases such as homogeneous SNR, max-rate scheduling, or high SNR. From the analysis, we obtain new insights (lemmas): i) S-PF scheduling maximizes the sum throughput in the homogeneous SNR and ii) under high SNR and a large number of users, S-PF scheduling yields the same multiuser diversity for both heterogeneous SNRs and homogeneous SNRs. Numerical simulation shows the interesting result that the sum throughput is not always proportional to M for a small number of users.

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.

다중 사용자 다중 입출력 시스템에서 고유값 기반 스케줄링을 위한 선택적 채널 정보 피드백 기법 (Opportunistic Channel State Information Feedback for Eigen based Scheduling in Multiuser MIMO Systems)

  • 김성태;홍대식
    • 대한전자공학회논문지TC
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    • 제46권7호
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    • pp.6-12
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    • 2009
  • 본 논문에서는 다중 사용자 환경 다중 안테나 시스템에서 고유값 기반 스케줄링을 수행하기 위한 채널 정보(CSI: channel state information)를 각 사용자의 채널 상태에 따라 선택적(opportunistic)으로 피드백하기 위한 기법을 제안하고 있다. 3GPP(3rd generation partnership project) SMC(spatial multiplexing channel) 채널 모델에 의하면 도심지역에서 다중 사용자 다중 입출력(MU-MIMO: multiuser multiple input multiple output) 시스템은 안테나간의 높은 상관도(correlation)에 의해 시스템 용량(capacity)이 크게 저하된다. 이를 해결하기 위해 제안된 고유값 기반 스케줄링 기법의 경우 상관도에 의한 시스템 용량 저하를 완화시킬 수 있지만, 다중 사용자 다이버시티 이득(multiuser diversity gain)을 충분히 얻지 못하는 단점이 있다. 본 논문에서는 고유값 기반 스케줄링 기법을 바탕으로 다중 사용자 다중 입출력 시스템에서 평균적인 피드백 용량의 증가가 크지 않으면서, 다중 사용자 다이버시티 이득을 크게 향상 시킬 수 있는 선택적 채널 정보 피드백 기법을 제안하고 있다. 컴퓨터 모의 실험 결과를 통해서 본 논문에서 제안한 선택적 피드백 기법을 통해 시스템 용량 개선 효과를 확인할 수 있다.

CDMA 시스템을 위한 부분 간섭 제거 블라인드 다중 사용자 검출 (Partial IC Blind Multiuser Detection for CDMA Systems)

  • 우대호;유영규;변윤식
    • 한국통신학회논문지
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    • 제31권2C호
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    • pp.184-190
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    • 2006
  • 본 논문에서는 다중 사용자 간섭과 원근 효과에 대한 견실한 블라인드 다중 사용자 검출기를 제안하였다. 제안된 검출기는 부분 간섭 제거기와 블라인드 최소 출력 에너지 다중 사용자 검출기가 결합된 형태이다. 부분 간섭 제거기는 수신된 신호로부터 간섭 성분을 부분적으로 제거한 후 다중 사용자 검출기의 입력으로 사용한다. 모의실험 결과, 원근 효과와 다중 사용자가 존재하는 경우, 기존 MOE 다중 사용자 검출기의 성능이 급격히 열화 되는 반면 제안된 검출기는 두 성분에 대하여 견실한 특성을 지니고 있음을 보여 주고 있다. 따라서, 제안된 부분 간섭 블라인드 다중 사용자 검출 기술이 기존 MOE 보다 더 나은 성능을 지님을 알 수 있었다.

A Polynomial Complexity Optimal Multiuser Detection Algorithm Based on Monotonicity Properties

  • Quan, Qingyi
    • ETRI Journal
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    • 제32권3호
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    • pp.479-481
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    • 2010
  • An optimal multiuser detection algorithm with a computational complexity of O(K log K) is proposed for the class of linear multiple-access systems which have constant cross-correlation values. Here the optimal multiuser detection is implemented by searching for a monotone sequence with maximum likelihood, under the ranking of sufficient statistics. The proposed algorithm is intuitive and concise. It is carried out in just two steps, and at each step only one kind of operation is performed. Also, the proposed algorithm can be extended to more complex systems having more than a single cross-correlation value.