• 제목/요약/키워드: massive MIMO systems

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Compressed Channel Feedback for Correlated Massive MIMO Systems

  • Sim, Min Soo;Park, Jeonghun;Chae, Chan-Byoung;Heath, Robert W. Jr.
    • Journal of Communications and Networks
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    • 제18권1호
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    • pp.95-104
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    • 2016
  • Massive multiple-input multiple-output (MIMO) is a promising approach for cellular communication due to its energy efficiency and high achievable data rate. These advantages, however, can be realized only when channel state information (CSI) is available at the transmitter. Since there are many antennas, CSI is too large to feed back without compression. To compress CSI, prior work has applied compressive sensing (CS) techniques and the fact that CSI can be sparsified. The adopted sparsifying bases fail, however, to reflect the spatial correlation and channel conditions or to be feasible in practice. In this paper, we propose a new sparsifying basis that reflects the long-term characteristics of the channel, and needs no change as long as the spatial correlation model does not change. We propose a new reconstruction algorithm for CS, and also suggest dimensionality reduction as a compression method. To feed back compressed CSI in practice, we propose a new codebook for the compressed channel quantization assuming no other-cell interference. Numerical results confirm that the proposed channel feedback mechanisms show better performance in point-to-point (single-user) and point-to-multi-point (multi-user) scenarios.

밀리미터파 대역의 수신 성능을 개선하기 위한 5G 시스템에 대한 연구 (A Study of 5G Systems to Improve Receiver Performance in the mmWave Band)

  • 김명생;김동옥
    • 한국항행학회논문지
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    • 제28권3호
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    • pp.362-368
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    • 2024
  • 본 논문에서는 대용량 MIMO에서 하향링크 성능을 향상시키기 위해 전송할 때 방향성 프리코딩 방식과 전방위 프리코딩 방식의 성능을 조사하였다, 전방위 프리코딩은 동기나 제어 신호와 같은 공통 신호를 모든 사용자에게 브로드캐스트하기 위해 사용하였으며, 전방위 프리코딩의 주된 목적은 하향링크에서 전송되는 신호가 모든 방향에서 동일하고 최대 에너지로 방출되도록 프리코딩 행렬을 설계하는 것이다. 본 논문에서는 공간 커버리지 범위를 120도 미만으로 설정할 수 있는 전차원 거대 MIMO를 위한 유연한 전방향 프리코딩 방법을 제안하고, 제안하는 방법의 부호화 행렬을 설계하기 위해 모든 안테나의 전방향성, 등 송신 전력 및 최대 송신 속도의 제약 조건을 두어 안테나 어레이에서 안테나 사이의 거리를 변경하여 안테나 어레이의 공간 커버리지 변경을 고려한 공간 커버리지 측면에서 성능을 측정하였다.

Maximum Ratio Transmission for Space-Polarization Division Multiple Access in Dual-Polarized MIMO System

  • Hong, Jun-Ki;Jo, Han-Shin;Mun, Cheol;Yook, Jong-Gwan
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제9권8호
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    • pp.3054-3067
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    • 2015
  • The phenomena of higher channel cross polarization discrimination (XPD) is mainly observed for future wireless technologies such as small cell network and massive multiple-input multiple-output (MIMO) system. Therefore, utilization of high XPD is very important and space-polarization division multiple access (SPDMA) with dual-polarized MIMO system could be a suitable solution to high-speed transmission in high XPD environment as well as reduction of array size at base station (BS). By SPDMA with dual-polarized MIMO system, two parallel data signals can be transmitted by both vertically and horizontally polarized antennas to serve different mobile stations (MSs) simultaneously compare to conventional space division multiple access (SDMA) with single-polarized MIMO system. This paper analyzes the performance of SPDMA for maximum ratio transmission (MRT) in time division duplexing (TDD) system by proposed dual-polarized MIMO spatial channel model (SCM) compare to conventional SDMA. Simulation results indicate that how SPDMA utilizes the high XPD as the number of MS increases and SPDMA performs very close to conventional SDMA for same number of antenna elements but half size of the array at BS.

SINR loss and user selection in massive MU-MISO systems with ZFBF

  • Hu, Mengshi;Chang, Yongyu;Zeng, Tianyi;Wang, Bin
    • ETRI Journal
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    • 제41권5호
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    • pp.637-647
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    • 2019
  • Separating highly correlated users can reduce the loss caused by spatial correlation (SC) in multiuser multiple-input multiple-output (MU-MIMO) systems. However, few accurate analyses of the loss caused by SC have been conducted. In this study, we define signal-to-interference-plus-noise ratio (SINR) loss to characterize it in multiuser multiple-input single-output (MU-MISO) systems, and use coefficient of correlation (CoC) to describe the SC between users. A formula is deduced to show the accurate relation between SINR loss and CoC. Based on this relation, we propose a user selection method that utilizes CoC to minimize the average SINR loss of users in massive MU-MISO systems. Simulation results verify the correctness of the relation and show that the proposed user selection method is very effective at reducing the loss caused by SC in massive MU-MISO systems.

Massive MIMO with Transceiver Hardware Impairments: Performance Analysis and Phase Noise Error Minimization

  • Tebe, Parfait I.;Wen, Guangjun;Li, Jian;Huang, Yongjun;Ampoma, Affum E.;Gyasi, Kwame O.
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제13권5호
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    • pp.2357-2380
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    • 2019
  • In this paper, we investigate the impact of hardware impairments (HWIs) on the performance of a downlink massive MIMO system. We consider a single-cell system with maximum ratio transmission (MRT) as precoding scheme, and with all the HWIs characteristics such as phase noise, distortion noise, and amplified thermal noise. Based on the system model, we derive closed-form expressions for a typical user data rate under two scenarios: when a common local oscillator (CLO) is used at the base station and when separated oscillators (SLOs) are used. We also derive closed-form expressions for the downlink transmit power required for some desired per-user data rate under each scenario. Compared to the conventional system with ideal transceiver hardware, our results show that impairments of hardware make a finite upper limit on the user's downlink channel capacity; and as the number of base station antennas grows large, it is only the hardware impairments at the users that mainly limit the capacity. Our results also show that SLOs configuration provides higher data rate than CLO at the price of higher power consumption. An approach to minimize the effect of the hardware impairments on the system performance is also proposed in the paper. In our approach, we show that by reducing the cell size, the effect of accumulated phase noise during channel estimation time is minimized and hence the user capacity is increased, and the downlink transmit power is decreased.

Energy-efficient semi-supervised learning framework for subchannel allocation in non-orthogonal multiple access systems

  • S. Devipriya;J. Martin Leo Manickam;B. Victoria Jancee
    • ETRI Journal
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    • 제45권6호
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    • pp.963-973
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    • 2023
  • Non-orthogonal multiple access (NOMA) is considered a key candidate technology for next-generation wireless communication systems due to its high spectral efficiency and massive connectivity. Incorporating the concepts of multiple-input-multiple-output (MIMO) into NOMA can further improve the system efficiency, but the hardware complexity increases. This study develops an energy-efficient (EE) subchannel assignment framework for MIMO-NOMA systems under the quality-of-service and interference constraints. This framework handles an energy-efficient co-training-based semi-supervised learning (EE-CSL) algorithm, which utilizes a small portion of existing labeled data generated by numerical iterative algorithms for training. To improve the learning performance of the proposed EE-CSL, initial assignment is performed by a many-to-one matching (MOM) algorithm. The MOM algorithm helps achieve a low complex solution. Simulation results illustrate that a lower computational complexity of the EE-CSL algorithm helps significantly minimize the energy consumption in a network. Furthermore, the sum rate of NOMA outperforms conventional orthogonal multiple access.

기판집적 도파관(SIW)을 기반으로 하는 고효율 능동 위상 배열안테나 (High Efficiency Active Phased Array Antenna Based on Substrate Integrated Waveguide)

  • 이해영
    • 한국전자파학회논문지
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    • 제26권3호
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    • pp.227-247
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    • 2015
  • 저손실, 전자기 완전차폐, 고전력 특성을 갖는 기판집적 도파관(SIW)을 이용하여 X-band $8{\times}16$ 이중편파 능동 위상배열안테나 시스템을 구현하였다. 16-way SIW 전력분배 네트워크의 측정된 순수 삽입손실(0.65 dB)은 마이크로스트립 경우보다 1 dB 감소하였으며, SIW 부배열($1{\times}16$) 안테나 소자의 측정된 방사효율(73 %)은 약 2배(3 dB) 향상되었다. 이러한 SIW를 이용한 분배손실과 방사효율의 상당한 개선은 능동 위상 배열안테나 시스템에서 고전력 증폭기의 최대출력(P1 dB)을 저감하고, 총 전력소모를 약 30 % 절감할 것이다. SIW 기반으로 제작된 X-band $8{\times}16$ 이중편파 능동 위상 배열안테나 시스템을 이론적인 제어벡터만을 생성하여 0도, 5도, 9도, 18도의 정밀한(최대편차 2도) 빔 조향을 측정하였으며, 열주기/진공 시험에서 우주환경 적합성을 확인하였다. 고효율 SIW 배열안테나 시스템은 고성능 레이더는 물론 차세대 무선통신(5G)을 위한 Massive MIMO와 다양한 밀리미터파 통신시스템(60 GHz WPAN, 77 GHz 자동차 레이더, 초고속 디지털 전송시스템 등)에 매우 유용할 것으로 기대한다.

Massive MIMO Channel Estimation Algorithm Based on Weighted Compressed Sensing

  • Lv, Zhiguo;Wang, Weijing
    • Journal of Information Processing Systems
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    • 제17권6호
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    • pp.1083-1096
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    • 2021
  • Compressed sensing-based matching pursuit algorithms can estimate the sparse channel of massive multiple input multiple-output systems with short pilot sequences. Although they have the advantages of low computational complexity and low pilot overhead, their accuracy remains insufficient. Simply multiplying the weight value and the estimated channel obtained in different iterations can only improve the accuracy of channel estimation under conditions of low signal-to-noise ratio (SNR), whereas it degrades accuracy under conditions of high SNR. To address this issue, an improved weighted matching pursuit algorithm is proposed, which obtains a suitable weight value uop by training the channel data. The step of the weight value increasing with successive iterations is calculated according to the sparsity of the channel and uop. Adjusting the weight value adaptively over the iterations can further improve the accuracy of estimation. The results of simulations conducted to evaluate the proposed algorithm show that it exhibits improved performance in terms of accuracy compared to previous methods under conditions of both high and low SNR.

Secrecy Capacity for Full-Duplex Massive MIMO Relaying Systems With Low-Resolution ADCs

  • Antwi-Boasiako, Bridget Durowaa;Lee, Kyoung-Jae
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2019년도 춘계학술대회
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    • pp.286-287
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    • 2019
  • In this paper, we consider an amplify-and-forward (AF) full duplex (FD) massive-antenna relay (or base station) aiding communication between K single-antenna source and destination pairs whose transmissions are overheard by one single-antenna eavesdropper. Maximum ratio combining (MRC) and maximum ratio transmission (MRT) processing is employed at the relay. The secrecy performance of the system is then derived with both relay and destination being equipped with low resolution analog-to-digital converters (ADCs). The results show the detrimental effect of the eavesdropper's presence on the sum rate of the system.

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공간 채널 모델의 통계적 특성을 반영한 다중 랭크 코드북의 설계 및 성능 이득 평가 (Design and Performance Gain Evaluation of a Multi-Rank Codebook Utilizing Statistical Properties of the Spatial Channel Model)

  • 김창현;성원진
    • 한국통신학회논문지
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    • 제41권7호
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    • pp.723-731
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    • 2016
  • 5G 이동무선통신에서 요구되는 증가된 데이터 속도를 제공하기 위한 핵심적인 기술 축은 대규모 어레이를 활용하는 MIMO 전송을 통한 주파수 효율의 향상이다. MIMO 전송을 위해서는 CSI-RS (channel state information-reference signaling)를 이용하는 채널 추정 및 추정 결과에 적합한 빔포밍이 필요하며, 따라서 빔포밍 벡터를 정의하는 코드북의 설계는 매우 중요한 이슈이다. 본 논문에서는 공간채널모델을 이용하여 생성된 채널의 통계적인 특성을 활용하여 DFT (discrete Fourier transform) 행렬 기반 다중 랭크 코드북의 설계 방안을 제안하였다. 제안 방식은 인접한 안테나 원소 간 위상차의 분포와 전송 레이어 별 선택되는 코드벡터의 특징을 고려하여 PMI (precoding matrix indicator)의 구조 변경을 하였으며, LTE (long-term evolution) 시스템에서 사용 중인 3GPP 표준 코드북과의 성능 비교를 통하여 제안 방식의 이득을 산출하고 검증하였다.