• Title/Summary/Keyword: 피드백 오버헤드

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Deep Reinforcement Learning based Antenna Selection Scheme For Reducing Complexity and Feedback Overhead of Massive Antenna Systems (거대 다중 안테나 시스템의 복잡도와 피드백 오버헤드 감소를 위한 심화 강화학습 기반 안테나 선택 기법)

  • Kim, Ryun-Woo;Jeong, Moo-Woong;Ban, Tae-Won
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.25 no.11
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    • pp.1559-1565
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    • 2021
  • In this paper, an antenna selection scheme is proposed in massive multi-user multiple input multiple output (MU-MIMO) systems. The proposed antenna selection scheme can achieve almost the same performance as a conventional scheme while significantly reducing the overhead of feedback by using deep reinforcement learning (DRL). Each user compares the channel gains of massive antennas in base station (BS) to the L-largest channel gain, converts them to one-bit binary numbers, and feed them back to BS. Thus, the feedback overhead can be significantly reduced. In the proposed scheme, DRL is adopted to prevent the performance loss that might be caused by the reduced feedback information. We carried out extensive Monte-Carlo simulations to analyze the performance of the proposed scheme and it was shown that the proposed scheme can achieve almost the same average sum-rates as a conventional scheme that is almost optimal.

Resource Allocation Scheme Using Small Feedback Overhead in Downlink Non-Orthogonal Multiple Access Systems (하향링크 비직교 다중 접속 시스템에서 적은 피드백 오버헤드를 이용하는 자원 할당 기법)

  • Lee, In-Ho
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.26 no.7
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    • pp.1040-1046
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    • 2022
  • In this paper, we consider a system with massive user equipments (UEs) in a cell and assume path loss and Rayleigh fading channels between the base station (BS) and UEs. In addition, it is assumed that the system bandwidth consists of multiple identical frequency subchannels. Under such assumptions, we propose a channel state information (CSI) feedback scheme and a resource allocation scheme for non-orthogonal multiple access (NOMA) transmission in order to reduce the feedback overhead of CSI generated by massive UEs and to reduce the complexity of resource allocation. In particular, for the proposed schemes, we analyze the sum data rate achievable by massive UEs in a cell and the outage probability with which the UEs in a cell do not meet the target data rate. Through the simulation results, we show that the proposed schemes can provide the superior outage probability, although it degrades the average sum data rate.

device energy management research Using fuzzy model (제한된 피드백을 가지는 협력적 인지 무선 네트워크의 성능 평가)

  • Gang, Cheol;So, Jaewoo;Park, Seon;Choe, Myeong-Su;Kim, Jin-U;Kim, Gyeong-Ho;Lee, Seong-Ro
    • Proceedings of the Korea Information Processing Society Conference
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    • 2013.11a
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    • pp.271-273
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    • 2013
  • 인지 무선 네트워크에서 선순위 사용자의 통신을 보호하기 위해 차순위 사용자의 센싱 정확도는 매우 중요하다. 최근 센싱 성능을 개선하기 위해 협력적 센싱 기법이 연구되고 있다. 그러나 협력적 센싱 기법에서 차순위 사용자가 측정한 센싱 정보를 퓨전 센터로 피드백 할 때, 피드백 정보량에 따라 채널 오버헤드가 증가하므로 양자화된 제한된 정보를 퓨전 센터로 보고 한다. 본 논문은 양자화 비트 수에 따른 소프트 퓨전 방식의 성능을 평가한다.

Channel Prediction and Estimation based Feedback Overhead Reduction for Adaptive OFDM System (채널 예측 및 추정을 이용한 적응 전송 OFDM 시스템의 피드백 오버헤드 감소 기법)

  • Kim, Hyun-Dong;Choe, Sang-Ho
    • Proceedings of the IEEK Conference
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    • 2006.06a
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    • pp.213-214
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    • 2006
  • To reduce the feedback overhead of predicted CSI (channel status information) of adaptive OFDM (orthogonal frequency division multiplexing), we use partial data of CSI and employ linear interpolation. Simulation results show estimated CSI and its MSE.

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Limited Feedback Precoding for Correlated Massive MIMO Systems (공간 상관도를 가지는 거대배열 다중안테나 시스템에서 압축채널 제한적 피드백 알고리즘)

  • Lim, Yeon-Geun;Chae, Chan-Byoung
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.39A no.7
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    • pp.431-436
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    • 2014
  • In this paper, we propose a compressive sensing-based channel quantization feedback mechanism that is appropriate for practical massvie multiple-input multiple-output (MIMO) systems. We assume that the base station (BS) has a compact uniform square array that has a highly correlated channel. To serve multiple users, the BS uses a zero-forcing precoder. Our proposed channel feedback algorithm can reduce the feedback overhead as well as a codebook search complexity. Numerical simulations confirm our analytical results.

Performance Evaluation of Common Feedback Channels for Multicast Transmission and Optimization of System Parameters (멀티캐스트 전송을 위한 공용 피드백 채널의 성능 분석 및 파라미터 최적화 설계 방법)

  • Jung, Young-Ho;Kim, Byung-Gun
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.34 no.5B
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    • pp.489-497
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    • 2009
  • In the 3GPP LTE and IEEE 802.16m standardizations for IMT-Advanced, the efficient transmission of multicast and broadcast data is one of the important issues to improve system performance. Especially, to guarantee each user's QoS in the multicast group, H-ARQ or adaptive modulation are considered to be adoption, however, reduction of feedback overhead is one of the most important issues. In this paper, performance of the previously proposed OOK (On-Off Keying) based common ACK/NACK feedback channel is analyzed through theoretical analysis and simulation. Based on the results, system parameter optimization methods for common feedback channel are proposed. In addition, through computer simulation, it is shown that the common feedback method according to the proposed feedback parameter optimization can feedback ACK/NACK information for multicast H-ARQ transmission, more reliably than the conventional user dedicated feedback method in 3GPP LTE systems, and can reduce the feedback overhead as well.

Performance Improvement Scheme based on Proactive Transmission for Reliable Multicast in Wireless LANs (무선 랜에서 신뢰성 있는 멀티캐스트를 위한 능동적 전송 기반의 성능 향상 방법)

  • Kim, Sun-Myeng;Kim, Si-Gwan
    • Journal of the Institute of Electronics Engineers of Korea TC
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    • v.48 no.5
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    • pp.16-24
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    • 2011
  • The IEEE 802.11 wireless LAN (Local Area Network) is widely used for wireless access due to its easy deployment and low cost. Multicast in wireless LANs is very useful for transmitting data to multiple receivers compared to unicast to each receiver. In the IEEE 802.11 wireless LAN, multicast transmissions are unreliable since multicast data packets are transmitted without any feedback from receivers. Recently, various protocols have been proposed to enhance the reliability of multicast transmissions. They still have serious problems in reliability and efficiency due to the excessive control overhead by the use of a large number of control packets in the error recovery process, and due to a large number of retransmissions to satisfy all receivers. In this paper, we propose an effective scheme called PTRM(Proactive Transmission based Reliable Multicast). The proposed scheme uses a block erasure code to generate parity packets and to reduce the impact of independent packet error among receivers. After generating parity packets, the PTRM transmits data packets as many as receivers need to recover error, and then requests feedback from them. The simulation results show that the proposed scheme provides reliable multicast while minimizing the feedback overhead.

Dynamic Feedback Selection Scheme for User Scheduling in Multi-user MIMO Systems (다중 사용자 MIMO 시스템의 사용자 스케쥴링을 위한 동적 피드백 선택 기법)

  • Kim, I-Cheon;Kang, Chung G.
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.40 no.4
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    • pp.646-652
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    • 2015
  • In this paper, the system-level performance is evaluated for the feedback scheme on the pre-coding matrix index (PMI) and channel quality indication (CQI), which are required for user selection in the multi-user MIMO system. Our analysis demonstrates that the number of users, the number of selected users, and codebook size are the key factors that govern the performance of the best companion grouping (BCG)-based user scheduling. Accordingly, we have confirmed that the probability of forming the co-scheduled user group is determined by these factors, which implies that the number of PMI's and codebook size can be dynamically determined so as to maximize the average system throughput as the number of users varies in the cell.

Coordinated Beamforming Systems with Channel Prediction in Time-varying MIMO Broadcast Channel (시변 다중입출력 방송 채널을 위한 채널예측이 적용된 협력 빔형성 시스템)

  • Kim, Jin;Kang, Jin-Whan;Kim, Sang-Hyo
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.36 no.5C
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    • pp.302-308
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    • 2011
  • In this paper we propose a coordinated beamforming(CBF) scheme considering the effects of feedback quantization and delay in time-varying multiple-input multiple-output(MIMO) broadcast channels. By equal power allocation per data stream, the proposed CBF scheme transmits multiple data streams per user terminals without additional feedback overhead when quantized feedback information is used. The proposed CBF scheme also applies a linear channel predictor to each user terminals to prevent errors due to feedback delays that are not evitable in practical wireless systems. Each user terminal utilizes Wiener filter to predict future channel responses and generates feedback information based on the predicted channels. Consequently the proposed CBF scheme adapting Wiener filter improves system performances compared with the conventional scheme using delayed feedback.

Performance Evaluation of Cooperative Spectrum Sensing in Maritime Cognitive Radio Networks (해양 인지 무선 네트워크에서 협력적 센싱 기법의 성능 평가)

  • Nam, Yujin;Lee, Yundong;Lee, Seong Ro;Jeong, Min-A;So, Jaewoo
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.39C no.11
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    • pp.1192-1200
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    • 2014
  • This paper proposes a cooperative spectrum sensing algorithm in a maritime cognitive radio network and evaluates the performance of proposed algorithm. In the proposed algorithm, the secondary ships decide whether to transmit the feedback information or not on the basis of the threshold when the number of available feedback information of the ships is limited. The fusion ship detects whether the channel is available or not on the basis of the feedback information. This paper evaluates the proposed algorithm in terms of the detection probability and the number of secondary ships that are fed back in the maritime cognitive radio network. The simulation results show the proposed algorithm significantly reduces the feedback overhead even though the detection probability is somewhat declined.