• 제목/요약/키워드: MIMO(Multiple-Input-Multiple-Output)

검색결과 671건 처리시간 0.024초

인공신경망 구조에 따른 사출 성형폼 품질의 예측성능 차이에 대한 비교 연구 (A study on the comparison of the predicting performance of quality of injection molded product according to the structure of artificial neural network)

  • 양동철;이준한;김종선
    • Design & Manufacturing
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    • 제15권1호
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    • pp.48-56
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    • 2021
  • The quality of products produced by injection molding process is greatly influenced by the process variables set on the injection molding machine during manufacturing. It is very difficult to predict the quality of injection molded product considering the stochastic nature of manufacturing process, because the process variables complexly affect the quality of the injection molded product. In the present study we predicted the quality of injection molded product using Artificial Neural Network (ANN) method specifically from Multiple Input Single Output (MISO) and Multiple Input Multiple Output (MIMO) perspectives. In order to train the ANN model a systematic plan was prepared based on a combination of orthogonal sampling and random sampling methods to represent various and robust patterns with small number of experiments. According to the plan the injection molding experiments were conducted to generate data that was separated into training, validation and test data groups to optimize the parameters of the ANN model and evaluate predicting performance of 4 structures (MISO1-2, MIMO1-2). Based on the predicting performance test, it was confirmed that as the number of output variables were decreased, the predicting performance was improved. The results indicated that it is effective to use single output model when we need to predict the quality of injection molded product with high accuracy.

Generalized Distributed Multiple Turbo Coded Cooperative Differential Spatial Modulation

  • Jiangli Zeng;Sanya Liu;Hui Wang
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제17권3호
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    • pp.999-1021
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    • 2023
  • Differential spatial modulation uses the antenna index to transmit information, which improves the spectral efficiency, and completely bypasses any channel side information in the recommended setting. A generalized distributed multiple turbo coded-cooperative differential spatial modulation based on distributed multiple turbo code is put forward and its performances in Rayleigh fading channels is analyzed. The generalized distributed multiple turbo coded-cooperative differential spatial modulation scheme is a coded-cooperation communication scheme, in which we proposed a new joint parallel iterative decoding method. Moreover, the code matched interleaver is considered to be the best choice for the generalized multiple turbo coded-cooperative differential spatial modulation schemes, which is the key factor of turbo code. Monte Carlo simulated results show that the proposed cooperative differential spatial modulation scheme is better than the corresponding non-cooperative scheme over Rayleigh fading channels in multiple input and output communication system under the same conditions. In addition, the simulation results show that the code matched interleaver scheme gets a better diversity gain as compared to the random interleaver.

대용량 데이터 전송을 위한 프리코더가 적용된 공간 변조기법 (Spatial Modulation Transmission Scheme with Pre-coder for High Data Rates)

  • 조봉균;한동석
    • 전자공학회논문지
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    • 제51권10호
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    • pp.11-20
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    • 2014
  • 본 논문에서는 안테나 간 상관성이 존재하는 다중 안테나 환경에서도 스펙트럼 효율을 향상시킬 수 있으며 복잡도가 간단한 공간 변조기법의 전송량을 향상시키는 기법을 제안한다. 기존 공간 변조기법은 여러 개의 송신 안테나 중에서 일부 안테나만을 이용하여 신호 성상을 전송하고, 이 때 사용된 송신 안테나 조합을 통하여 추가 데이터를 전송한다. 그러므로 모든 송신안테나를 항상 사용하는 기존 다중안테나(MIMO, multi-input multi-output) 전송기법에 비해서는 채널 용량 증대가 크지 않은 단점이 있다. 본 논문에서는 공간 변조기법의 채널 용량을 증대시키기 위하여 타이트 프레임 행렬을 이용한 프리코더를 적용한 새로운 공간 변조기법을 제안한다. 그리고 컴퓨터 모의실험을 통하여 제안한 공간 변조기법의 채널 용량 향상을 보인다.

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.

MIMO 부분간섭 채널에서 멀티미디어 서비스를 위한 무선 네트워크의 성능 (Performance of Wireless Network for Multimedia Services in MIMO Partial Band Channel)

  • 노재성;조성준;김춘길
    • 디지털콘텐츠학회 논문지
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    • 제6권3호
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    • pp.137-142
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    • 2005
  • CDMA 방식은 미래의 모바일 네트워크를 위한 다중접속 방식으로 많은 주목을 받고 있으며 높은 무선 용량과 유연한 데이터 전송에 대한장점을 가지고 있다. 그리고 CDMA방식은 실시간 음성 및 비실시간 데이터 서비스를 제공하는 차세대 멀티미디어 시스템 분야에서 ITU에 제안된 주요 기술이다. 본 논문에서는 무선 채널에서 다중 접속 간섭 및 부분 대역 간섭의 제거와 시스템 채널 용량의 증가를 위해 MIMO-MC/CDMA 시스템의 용량을 평가하였다. 최근에 스펙트럼 효율과 링크의 신뢰도를 증가하기 위하여 다중경로를 이용하는 MIMO 방식이 제안되고 있다. 특히, 본 논문에서는 MIMO-MC/CDMA시스템의 채널 용량을 Eb/No, Mc, p, B에 따라서 평가하였다. 얻어진 결과로부터 채널용량을 개선하기 위해서는 신호의 요소들은 서로 무상관이어야하며 만약 부적당한 공간에 의한 상관과 부분 대역 간섭에 의한 주파수 간섭이 발생하만 MIMO-MC/CDMA 시스템의 채널 용량은 상당히 감소하게 됨을 알 수 있었다.

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Geometric Programming Applied to Multipoint-to-Multipoint MIMO Relay Networks

  • Kim, Jaesin;Kim, Suil;Pak, Ui-Young
    • Journal of Communications and Networks
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    • 제17권3호
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    • pp.241-246
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    • 2015
  • In this paper, we consider a relaying system which employs a single relay in a wireless network with distributed sources and destinations. Here, all source, destination, and relay nodes are equipped with multiple antennas. For amplify-and-forward relay systems, we confirm the achievable sum rate through a joint multiple source precoders and a single relay filter design. To this end, we propose a new linear processing scheme in terms of maximizing the sum rate performance by applying a blockwise relaying method combined with geometric programming techniques. By allowing the global channel knowledge at the source nodes, we show that this joint design problem is formulated as a standard geometric program, which can guarantees a global optimal value under the modified sum rate criterion. Simulation results show that the proposed blockwise relaying scheme with the joint power allocation method provides substantial sum rate gain compared to the conventional schemes.

Derivation of Closed Form Channel Capacity Using Confluent Hypergeometric Function for Wireless MIMO

  • Kabir, S.M. Humayun;Pham, Van-Su;Mai, Linh;Yoon, Giwan
    • 한국정보통신학회:학술대회논문집
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    • 한국해양정보통신학회 2008년도 춘계종합학술대회 A
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    • pp.47-50
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    • 2008
  • Multiple-input multiple-output (MIMO) is an efficient technology to increase data rate in wireless networks due to bandwidth and power limitations. Data transmission rate between transmitter and receiver is determined by channel capacity. MIMO has anadvantage of reliable communication over wireless channel because of utilizing the channel capacity properly. In this letter, we drive a new formula, closed form capacity formula, using confluent hypergeometric function.

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An Efficient Scheme to Achieve Differential Unitary Space-Time Modulation on MIMO-OFDM Systems

  • Liu, Shou-Yin;Chong, Jong-Wha
    • ETRI Journal
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    • 제26권6호
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    • pp.565-574
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    • 2004
  • Differential unitary space-time modulation (DUSTM) has emerged as a promising technique to obtain spatial diversity without intractable channel estimation. This paper presents a study of the application of DUSTM on multiple-input multiple-output orthogonal frequency division multiplexing (MIMO-OFDM) systems with frequency-selective fading channels. From the view of a correlation analysis between subcarriers of OFDM, we obtain the maximum achievable diversity of DUSTM on MIMO-OFDM systems. Moreover, an efficient implementation strategy based on subcarrier reconstruction is proposed, which transmits all the signals of one signal matrix in one OFDM transmission and performs differential processing between two adjacent OFDM blocks. The proposed method is capable of obtaining both spatial and multipath diversity while reducing the effect of time variation of channels to a minimum. The performance improvement is confirmed by simulation results.

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Alternating-Projection-Based Channel Estimation for Multicell Massive MIMO Systems

  • Chen, Yi Liang;Ran, Rong;Oh, Hayoung
    • Journal of information and communication convergence engineering
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    • 제16권1호
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    • pp.17-22
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    • 2018
  • In massive multiple-input multiple-output (MIMO) systems, linear channel estimation algorithms are widely applied owing to their simple structures. However, they may cause pilot contamination, which affects the subsequent data detection performance. Therefore, herein, for an uplink multicell massive multiuser MIMO system, we consider using an alternating projection (AP) for channel estimation to eliminate the effect of pilot contamination and improve the performance of data detection in terms of the bit error rates as well. Even though the AP is nonlinear, it iteratively searches the best solution in only one dimension, and the computational complexity is thus modest. We have analyzed the mean square error with respect to the signal-to-interference ratios for both the cooperative and non-cooperative multicell scenarios. From the simulation results, we observed that the channel estimation results via the AP benefit the following signal detection more than that via the least squares for both the cooperative and non-cooperative multicell scenarios.

On Maximum Diversity Order over Doubly-Selective MIMO-OFDM Channes

  • Yang Qinghai;Kwak Kyung Sup
    • 한국통신학회논문지
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    • 제30권7A호
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    • pp.628-638
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    • 2005
  • The analysis of maximum diversity order and coding gain for multiple-input multiple-output orthogonal frequency division multiplexing (MIMO-OFDM) systems over time-and frequency-selective (or doubly-selective) channels is addressed in this paper. A novel channel time-space correlation function is developed given the spatially correlated doubly-selective Rayleigh fading channel model. Based on this channel-model assumption, the upper-bound of pairwise error probability (PEP) for MIMO-OFDM systems is derived under the maximum likelihood (ML) detection. For a certain space-frequency code, we quantify the maximum diversity order and deduce the expression of coding gain. In this wort the impact of channel time selectivity is especially studied and a new definition of time diversity is illustrated correspondingly