• Title/Summary/Keyword: 다중 선택

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A Multiple Classifier System based on Dynamic Classifier Selection having Local Property (지역적 특성을 갖는 동적 선택 방법에 기반한 다중 인식기 시스템)

  • 송혜정;김백섭
    • Journal of KIISE:Software and Applications
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    • v.30 no.3_4
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    • pp.339-346
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    • 2003
  • This paper proposes a multiple classifier system having massive micro classifiers. The micro classifiers are trained by using a local set of training patterns. The k nearest neighboring training patterns of one training pattern comprise the local region for training a micro classifier. Each training pattern is incorporated with one or more micro classifiers. Two types of micro classifiers are adapted in this paper. SVM with linear kernel and SVM with RBF kernel. Classification is done by selecting the best micro classifier among the micro classifiers in vicinity of incoming test pattern. To measure the goodness of each micro classifier, the weighted sum of correctly classified training patterns in vicinity of the test pattern is used. Experiments have been done on Elena database. Results show that the proposed method gives better classification accuracy than any conventional classifiers like SVM, k-NN and the conventional classifier combination/selection scheme.

Theoretical Analysis of MIMO Antenna Selection & Switching System to Spatial Channel Correlation using Channel Statistics (공간적 채널 상관도에 따른 통계적인 채널 특성을 이용한 다중 안테나 선택 및 스위칭 시스템의 성능 분석)

  • Lee Hakju;Park Seungil;Lee Chungyong;Park Hyuncheol;Hong Daesik
    • Journal of the Institute of Electronics Engineers of Korea TC
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    • v.42 no.4 s.334
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    • pp.15-20
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    • 2005
  • Multi-Input, Multi-Output system suffers for the spatial channel correlation due to lack of spatial diversity. To overcome this defect, the antenna selection and switching system is proposed which selects the adequate antenna subset with highest channel diversity gain and switches the trasmission techniques according to channel environments. However. its performance analysis is insufficient due to the difficulty of modeling the spatial channel correlation. In this paper, the theoretical upper bound of symbol error probability is derived by using the statistical properties of Frobenius norm and minimum eigen-value of channel matrix. By computer simulation, it is shown that the derived theoretical upper bound is similar to the simulation results.

Mode Selection Technique Between Antenna Grouping and Beamforming for MIMO Communication Systems (다중 입출력 시스템에서 안테나 그룹화와 빔 형성 사이의 모드 선택 기법)

  • Kim, Kyung-Chul;Lee, Jung-Woo
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.34 no.2A
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    • pp.147-154
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    • 2009
  • Antenna grouping algorithm is hybrid of beamforming and spatial multiplexing. In antenna grouping system, we partition $N_t$ transmit antennas into $N_r$ groups and use beamforming in a group, spatial multiplexing between groups. We can transmit $N_r$ data streams in the $N_t{\times}N_r$ antenna grouping system. With antenna grouping, we can achieve diversity gain through beamforming, and high spectral efficiency through spatial multiplexing. But if channel is ill-conditioned or there are some correlations between antennas, the performance of antenna grouping is seriously degraded and in that case, beamforming is the best transmit strategy. By selecting the antenna grouping mode when channel is well-conditioned and by selecting the beamforming mode when channel is ill-conditioned, we can prevent serious fluctuation of BER performance caused by varying channel condition and achieve the best BER performance. In this paper, we investigate mode selection algorithm which can select antenna grouping mode or beamforming mode. we also propose a simple mode selection criterion.

Adaptive User Selection in Downlink Multi-User MIMO Networks (다중 사용자 및 다중 안테나 하향링크 네트워크에서 적응적 사용자 선택 기법)

  • Ban, Tae-Won;Jung, Bang Chul
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.17 no.7
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    • pp.1597-1601
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    • 2013
  • Multiple antenna technique is attracting attention as a core technology for next-generation mobile communication systems to accommodate explosively increasing mobile data traffic. Especially, recent researches focus on multi-user multiple input multiple output (MU-MIMO) system where base stations are equipped with several tens of transmit antennas and transmit data to multiple terminals (users) simultaneously. To enhance the performance of MU-MIMO systems, we, in this paper, propose an adaptive user selection algorithm which adaptively selects a user set according to varying channel states. According to Monte-Carlo based computer simulations, the performance of proposed scheme is significantly improved compared to the conventional scheme without user selection and approaches that of exhaustive search-based optimal scheme. On the other hand, the proposed scheme can reduce the computational complexity to $K/(2^K-1)$ compared to the optimal scheme where K denotes the number of total users.

Performance of Multiple Order Selection Combining RAKE receiver in Multi-bandwidth CDMA System (다중 대역 확산 CDMA 시스템에서의 다중 선택 결합 RAKE 수신기의 성능 분석)

  • 권순일;홍인기
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.25 no.5A
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    • pp.593-601
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    • 2000
  • In a multi-bandwidth CDMA system, the performance of multiple order selection combining rake receivers are analyzed according to the spreading bandwidth of the system and the delay spread of the Rayleigh fading channel. The results for various channel environments indicate a tradeoff between total received signal energy and multipath fading immunity. Increasing the occupied bandwidth of the system(wide-bandwidth spreading) gives better performance for small delay spread environments, while gathering more energy(narrow-bandwidth spreading)gives better performance for large delay spread environments. It is shown that the performance difference between low and high order selection combining grows larger as the spreading bandwidth increases. It is also noted that performance degrades by increasing the bandwidth above a certain point and the optimum spreading bandwidth for each channel environment decreases as the delay spread of the channel increases.

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Bit Error Parameters on Passive Phase Conjugation Underwater Acoustic Communication (수동 페이저 컨쥬게이션 수중음향통신 기법의 비트오류 영향 인자)

  • Yoon, Jong-Rak;Park, Moon-Kab;Ro, Yong-Ju
    • The Journal of the Acoustical Society of Korea
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    • v.24 no.8
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    • pp.454-461
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    • 2005
  • Time spread due to the multipath in underwater acoustic channel, induces ISI (Inter-Symbol Interference) which degrades the performance of the underwater acoustic communication system. The passive phase conjugation (PPC) which improves the signal to multipath interference ratio (SMR) and therefore reduces the frequency selectivity. is a diversity communication technique giving a less ISI under multipath fading channel. Its frequency selectivity depends on the number of receiver array sensors and time varying source to receiver range. In this study, frequency selectivity of the PPC and its effects on bit error of underwater acoustic communication is analyzed by numerical simulation.

Performance Analysis of Wideband DS-CDMA System using Hybrid SC/$MRC-L_c$/L Diversity Received (하이브리드 SC/$MRC-L_c$/L 다이버시티 수신 광대역 DS-CDMA 시스템의 성능 해석)

  • 김영철;조성준
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2004.05b
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    • pp.489-493
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    • 2004
  • 본 논문에서는 다중경로 페이딩 환경에서의 하이브리드 (Hybrid) SC/MRC-L$_{c}$/L 다이버시티 수신기법과 콘볼루션 부호화 기법을 각각 이용할 때의 광대역 DS-CDMA 시스템의 성능을 구하였다. 다중경로 페이딩으로는 라이시안 페이딩 채널을 가정하였고, 다중사용자간섭의 영향을 함께 분석하였다. 그리고 하이브리드 SC/MRC-L$_{c}$/L 다이버시티 기법과 론볼루션 부호화 기법을 채용하여 성능개선정도를 비교, 분석하였다. 하이브리드 SC/MRC-L$_{c}$/L 수신에서는 각각의 반송파에 대하여 상관을 취하고 상관기 출력들 중에서 가장 큰 신호성분을 L$_{c}$개만큼 선택하여 최대비 합성하며, 콘볼루션 부호화는 다중경로 페이딩 및 다중접속간섭에 의하여 발생된 오류를 정정 및 검출한다. 분석 결과, 콘볼루션 부호화의 경우는 부호이득과 전력제한 시스템의 trade off를 고려한 부호화율의 선택과 하이브리드 SC/MRC-L$_{c}$/L 수신의 경우, 다이버시티 가지의 증가는 선택의 폭이 커져 성능개선은 이루어지지만 가지의 배수가 동일할 경우 가지의 수가 적은 것이 시스템의 복잡성과 경제적인 면에서 효율적임을 알 수 있었다

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창업자의 다중지능 영역별 발달 특성이 창업 행동 및 창업 분야에 미치는 영향 연구

  • Lee, Seon-Hui
    • 한국벤처창업학회:학술대회논문집
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    • 2018.11a
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    • pp.31-34
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    • 2018
  • 다중지능은 하워드 가드너가 제시한 개념으로, 지능이 단일한 지적 능력을 나타내는 구조(construct)이라기 보다는 다차원적인 복수의 하위 능력들로 구성된 것이라는 의미를 담고 있다. Gardner는 다중지능의 구성을 음악지능이나 신체운동지능, 논리수학지능, 언어지능, 공간지능, 인간친화지능, 자기성찰지능 그리고 자연친화지능 등과 같은 상호독립적 능력으로 분류하고 있으며, 각 개인은 각 능력 영역에서 다른 발달 수준을 가지고 있다고 본다. 본 연구는 창업자의 다중지능의 영역별 발달 특성이 창업 실행 행동, 창업 분야, 창업 성과 만족도에 영향을 미치는지를 알아보는 것을 통해 예비 창업자들이 본인의 적성과 재능에 적합한 분야에서의 창업 가능성을 탐색하도록 돕는 지도자들에게 시사점을 제공하고, 향후 창업가 육성 프로그램의 구성 개선안을 마련하는 데에 기여하고자 한다. 이를 위해 본 연구에서는 2018년 중소기업진흥공단 청년창업사관학교에 입교한 만 39세 이하의 청년창업자 200인을 대상으로 다중지능검사와 인구통계학적 특성 및 창업 특성에 대해 묻는 설문조사를 실시한 후, Pearson 상관계수 및 다변량분산분석을 통해 수집된 자료를 분석할 예정이다. 연구목적을 달성하기 위하여 설정한 가설은 다음의 3가지이다. 가설 1. 창업자의 다중지능 영역별 발달 수준과 창업 실행에는 정적인 상관이 있을 것이다. 가설 2. 창업자의 다중지능 영역별 발달 수준에 따라 창업자가 선택한 창업 분야에 유의한 차이가 있을 것이다. 가설 3. 창업자의 다중지능 영역별 발달 수준에 따라 창업자의 창업 성과 만족도에 유의미한 차이가 있을 것이다.

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A Relay and Transmission Mode Selection Scheme to Enhance the Bit Error Rate Performance in Relay Systems (중계기 시스템에서 비트 오류율 성능 향상을 위한 중계기 선택 및 전송 모드 결정 방법)

  • Seo, Jong-Pil;Lee, Myung-Hoon;Lee, Yoon-Ju;Kwon, Dong-Seung;Chung, Jae-Hak
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.36 no.12A
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    • pp.941-949
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    • 2011
  • In a cooperative communication system with a source node and multiple relays equipping single antenna and a destination node equipping multiple antennas, the selective cooperative spatial multiplexing scheme can obtain spatial multiplexing gain and additional selection diversity gain. But it can degrade a bit error rate performance because some received symbols forwarded from particular relays may be lost by attenuation due to path-loss. We propose a relay and transmission mode selection scheme which selects minimum number of multiple relays having the channel capacity larger than a given data rate and transmission mode which switches spatial multiplexing and spatial diversity mode in cooperation phase to enhance the bit error rate performance. The proposed scheme achieves 1.5~2dB gain at the low SNR range compared with the conventional scheme by obtaining additional spatial diversity gain.

A Joint Allocation and Path Selection Scheme for Downlink Transmission in LTE-Advanced Relay System with Cooperative Relays (협력 통신을 이용한 LTE-Advanced 릴레이 시스템을 위한 하향링크 통합 자원할당 및 경로선택 기법)

  • Lee, Hyuk Joon;Um, Tae Hyun
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.17 no.6
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    • pp.211-223
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    • 2018
  • Mobile relay systems have been adopted by $4^{th}$ generation mobile systems as an alternative method to extend cell coverage as well as to enhance the system throughput at cell-edges. In order to achieve such performance gains, the mobile relay systems require path selection and resource allocation schemes that are specifically designed for these systems which make use of additional radio resources not needed in single-hop systems. This paper proposes an integrated path selection and resource allocation scheme for LTE-Advanced relay systems using collaborative communication. We first define the problem of maximizing the downlink throughput of LTE-Advanced relay systems using collaborative communication and transform it into a multi-dimensional multi-choice backpacking problem. The proposed Lagrange multiplier-based heuristic algorithm is then applied to derive the approximate solution to the maximization problem. It is shown through simulations that the approximate solution obtained by the proposed scheme can achieve a near-optimal performance.