• Title/Summary/Keyword: MIMO-OFDM systems

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Machine-Learning-Based Link Adaptation for Energy-Efficient MIMO-OFDM Systems (MIMO-OFDM 시스템에서 에너지 효율성을 위한 기계 학습 기반 적응형 전송 기술 및 Feature Space 연구)

  • Oh, Myeung Suk;Kim, Gibum;Park, Hyuncheol
    • The Journal of Korean Institute of Electromagnetic Engineering and Science
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    • 제27권5호
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    • pp.407-415
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    • 2016
  • Recent wireless communication trends have emphasized the importance of energy-efficient transmission. In this paper, link adaptation with machine learning mechanism for maximum energy efficiency in multiple-input multiple-output orthogonal frequency division multiplexing(MIMO-OFDM) wireless system is considered. For reflecting frequency-selective MIMO-OFDM channels, two-dimensional capacity(2D-CAP) feature space is proposed. In addition, machine-learning-based bit and power adaptation(ML-BPA) algorithm that performs classification-based link adaptation is presented. Simulation results show that 2D-CAP feature space can represent channel conditions accurately and bring noticeable improvement in link adaptation performance. Compared with other feature spaces, including ordered postprocessing signal-to-noise ratio(ordSNR) feature space, 2D-CAP has distinguished advantages in either efficiency performance or computational complexity.

Hybrid Detection Algorithm for Spatial Multiplexing MIMO-OFDM System (공간 다중화 MIMO-OFDM 시스템을 위한 Hybrid 검출 기법)

  • Won, Tae-Yoon;Kim, Seung-Hwan;Lee, Jin-Yong;Kim, Young-Lok
    • The Journal of Korean Institute of Communications and Information Sciences
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    • 제35권6C호
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    • pp.539-546
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    • 2010
  • In next generation wireless communication systems based on OFDM, multiple-input multiple-output (MIMO) technique is adopted in order to achieve high data throughput with limited bandwidth. As one of MIMO techniques, spatial multiplexing scheme needs high performance data detection algorithm that can be performed with low computational complexity. In this paper, we propose an algorithm that can compute QRM-MLD with reduced complexity. Also, hybrid detection technique is proposed, which can reduce the complexity by selecting between MMSE and QRM-MLD according to the channel condition. The proposed algorithm provides the trade-off between performance and complexity. The computer simulations for downlink transmission in 3GPP LTE system show that less than 0.1dB performance degradation can be achieved at 0.1% BER with 59% reduction on computational complexity compared with the conventional QRM-MLD algorithm.

An Efficient Partial Detection Scheme for MIMO-OFDM Systems (MIMO-OFDM 시스템에서 효율성을 위한 분할 검출 기법)

  • Kang, Sung-jin
    • The Journal of Korean Institute of Communications and Information Sciences
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    • 제40권9호
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    • pp.1722-1724
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    • 2015
  • This paper proposes a partial detection scheme using QRD-M, DFE, and iterative schemes for efficiency in terms of detection performance and complexity in a MIMO-OFDM system. The proposed scheme detects signals by using the different detection methods in according to spatial stream. In the proposed scheme, QRD-M with high detection performance and high complexity is used in spatial stream that requires low complexity, and DFE with low detection performance and low complexity is used in spatial stream that requires high complexity. Also, the iterative detection is performed in the detected spatial stream by using DFE. From the simulation, it is confirmed that although proposed scheme has increased complexity, detection performance is greatly improved by the proposed scheme.

Synchronization and Performance Evaluation of MIMO/F-OFDM Systems for 5G Mobile Communications (5세대 이동통신용 다중안테나/F-OFDM 시스템에서의 동기 방식과 성능 평가)

  • An, Changyoung;Ryu, Heung-Gyoon
    • The Journal of Korean Institute of Communications and Information Sciences
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    • 제42권1호
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    • pp.31-38
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    • 2017
  • In this paper, we have designed MIMO system using F-OFDM modulation. And then, we have evaluated and analyzed synchronization performance of the system. In this paper we have considered Schmidl's method, Minn's method, and Park's method. As simulation results, Schmidl's method has wide plateau of timing metric and Park's method has impulse-shape timing metric. Also, we can confirm that timing metric characteristic of synchronization estimator can be degraded by adjusting filter length of F-OFDM system. Especially, we can confirm that timing metric of synchronization estimator is shifted according to filter length of MIMO system using F-OFDM modulation and this timing metric movement can be compensated by using designed filter length.

Multi-antenna Subcarrier Allocation Using Zero-Forcing Beamforming in MIMO-OFDM Systems (다중입출력 직교 주파수 분할 다중접속 시스템에서 제로포싱 빔형성을 이용한 다중안테나 부반송파 할당 방법)

  • Shin, Young-Il;Kang, Tae-Sung;Kim, Hyung-Myung
    • The Journal of Korean Institute of Communications and Information Sciences
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    • 제32권10A호
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    • pp.974-983
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    • 2007
  • In this paper, a low complexity subcarrier allocation scheme is proposed for multiuser MIMO-OFDM systems with zero-forcing beamformer (ZFBF) so that the total transmit power can be minimized satisfying given target data rate. Since the optimal method requires very high computational complexity, we propose a low complextiy suboptimal method. Using the fact that the effective channel gain is proportional to the orthogonallity of channels of multiplexed users, a user set with the highest orthogonality of channel among users is assigned to each subcarrier in order to minimize required transmit power. The numerical results show that the proposed suboptimal method can reduce computational complexity with little performance loss.

Enhanced Bit-Loading Techniques for Adaptive MIMO Bit-Interleaved Coded OFDM Systems (적응 다중 안테나 Bit-Interleaved Coded OFDM 시스템을 위한 향상된 Bit-Loading 기법)

  • Cho, Jung-Ho;Sung, Chang-Kyung;Moon, Sung-Hyun;Lee, In-Kyu
    • Journal of the Institute of Electronics Engineers of Korea TC
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    • 제46권2호
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    • pp.18-26
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    • 2009
  • When channel state information (CSI) is available at the transmitter, the system throughput can be enhanced by adaptive transmissions and opportunistic multiuser scheduling. In this paper, we consider multiple-input multiple-output (MIMO) systems employing bit-interleaved coded orthogonal frequency division multiplexing (BIC-OFDM). We first propose a bit-loading algorithm based on the Levin-Campello algorithm for the BIC-OFDM. Then we will apply this algorithm to the MIMO system with a finite set of constellations, by reassigning residual power on each stream Simulation results show that proposed bit-loading scheme which takes the residual power into account improves the system performance especially at high signal-to-noise ratio (SNR) range.

A Multi-Dimensional Radio Resource Scheduling Scheme for MIMO-OFDM Wireless Systems

  • Li, Lei;Niu, Zhisheng
    • Journal of Communications and Networks
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    • 제8권4호
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    • pp.401-409
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    • 2006
  • Orthogonal frequency division multiplexing (OFDM) and multiple input multiple output (MIMO) technologies provide additional dimensions of freedom with spectral and spatial resources for radio resource management. Multi-dimensional radio resource management has recently been identified to exploit the full dimensions of freedom for more flexible and efficient utilization of scarce radio spectrum while provide diverse quality of service (QoS) guarantees. In this work, a multi-dimensional radio resource scheduling scheme is proposed to achieve above goals in hybrid orthogonal frequency division multiple access (OFDMA) and space division multiple access (SDMA) systems. Cochannel interference (CCI) introduced by frequency reuse under SDMA is eliminated by frequency division and time division between highly interfered users. This scheme maximizes system throughput subjected to the minimum data rate guarantee. for heterogeneous users and transmit power constraint. By numerical examples, system throughput and fairness superiority of the our scheduling scheme are verified.

Computationally Efficient Lattice Reduction Aided Detection for MIMO-OFDM Systems under Correlated Fading Channels

  • Liu, Wei;Choi, Kwonhue;Liu, Huaping
    • ETRI Journal
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    • 제34권4호
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    • pp.503-510
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    • 2012
  • We analyze the relationship between channel coherence bandwidth and two complexity-reduced lattice reduction aided detection (LRAD) algorithms for multiple-input multiple-output (MIMO) orthogonal frequency division multiplexing (OFDM) systems in correlated fading channels. In both the adaptive LR algorithm and the fixed interval LR algorithm, we exploit the inherent feature of unimodular transformation matrix P that remains the same for the adjacent highly correlated subcarriers. Complexity simulations demonstrate that the adaptive LR algorithm could eliminate up to approximately 90 percent of the multiplications and 95 percent of the divisions of the brute-force LR algorithm with large coherence bandwidth. The results also show that the adaptive algorithm with both optimum and globally suboptimum initial interval settings could significantly reduce the LR complexity, compared with the brute-force LR and fixed interval LR algorithms, while maintaining the system performance.

Soft Decision-Directed Channel Estimation in MIMO-OFDM Systems (MIMO-OFDM 시스템에서의 소프트 데이터 연판정을 이용한 채널 추정 기법)

  • Park, Sunho;Shim, Byonghyo
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 한국방송공학회 2015년도 추계학술대회
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    • pp.11-12
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    • 2015
  • 본 논문에서는 다중 입출력 안테나 OFDM 통신시스템에서 신뢰할 만한 데이터 신호 사용하는 한 연판정 지향 채널 추정 기법을 제안한다. 기존 방식에서는 주어진 기준 신호만을 이용하여 채널을 추정하는 반면에 제안하는 기법은 기준 신호를 포함하여 신뢰할 만한 데이터 신호를 동시에 사용하여 채널을 추정한다. 모의실험을 통해 제안하는 기법이 기존 채널 추정에 비해 성능이 우수함을 확인할 수 있다.

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