• Title/Summary/Keyword: 다중 레벨

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Fusion of Evolutionary Neural Networks Speciated by Fitness Sharing (적합도 공유에 의해 종분화된 진화 신경망의 결합)

  • Ahn, Joon-Hyun;Cho, Sung-Bae
    • Journal of KIISE:Software and Applications
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    • v.29 no.1_2
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    • pp.1-9
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    • 2002
  • Evolutionary artificial neural networks (EANNs) are towards the near optimal ANN using the global search of evolutionary instead of trial-and-error process. However, many real-world problems are too hard to be solved by only one ANN. Recently there has been plenty of interest on combining ANNs in the last generation to improve the performance and reliability. This paper proposes a new approach of constructing multiple ANNs which complement each other by speciation. Also, we develop a multiple ANN to combine the results in abstract, rank, and measurement levels. The experimental results on Australian credit approval data from UCI benchmark data set have shown that combining of the speciated EANNs have better recognition ability than EANNs which are not speciated, and the average error rate of 0.105 proves the superiority of the proposed EANNs.

The Design and Implementation of Mode S Extended Squitter Demodulator with Multi-signal Level Tuning Method (다중신호레벨튜닝 기법을 사용한 Mode S 확장스퀴터 수신기의 복조부 설계 및 구현)

  • Shin, Hee-Sung;Yoon, Jun-Chul;Seo, Jong-Deok;Choi, Sang-Bang
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.19 no.3
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    • pp.697-707
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    • 2015
  • This paper covered the design and implementation of the demodulation receiver in the ADS-B 1090ES system, which is one of the CNS/ATM's surveillance systems. This researched demodulation performed at the level required by RTCA DO-268B and EUROCAE ED-129. The single signal process method, which applies a baseline multi-sample technique among multi-amplitude sample demodulations, was suggested to improve the quality of the receiver signal, the dynamic range and so on. The suggested multi-signal level tuning method has enhanced the single-signal process method, reducing the unstable reception ratio by the transmit output level difference and manufacturing receiver hardware. The result was that the receiver suggested by the method had 0~87dBm in dynamic range and -90dBm in MTL. This shows a better performance by -3dBm less than the international standard in ADS-B 1090ES ground receiver equipment. The systems which use a similar modulation method, will be considered to be widely applied.

Synchronization performance optimization using adaptive bandwidth filter and average power controller over DTV system (DTV시스템에서 평균 파워 조절기와 추정 옵셋 변화율에 따른 대역폭 조절 필터를 이용한 동기 성능 최적화)

  • Nam, Wan-Ju;Lee, Sung-Jun;Sohn, Sung-Hwan;Kim, Jae-Moung
    • Journal of the Institute of Electronics Engineers of Korea SP
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    • v.44 no.5
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    • pp.45-53
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    • 2007
  • To recover transmitted signal perfectly at DTV receiver, we have to acquire carrier frequency synchronization to compensate pilot signal which located in wrong position and rotated phase. Also, we need a symbol timing synchronization to compensate sampling timing error. Conventionally, to synchronize symbol timing, we use Gardner's scheme which used in multi-level signal. Gardner's scheme is well known for its sampling the timing error signal from every symbol and it makes easy to detect and keep timing sync in multi-path channel. In this paper, to discuss the problem when the received power level is out of range and we cannot get synchronization information. With this problem, we use 2 step procedures. First, we put a received signal power compensation block before Garder's timing error detector. Second, adaptive loop filter to get a fast synchronization information and averaging loop filter's output value to reduce the amount of jitter after synchronization in PLL(Phased Locked Loop) circuit which is used to get a carrier frequency synchronization and symbol timing synchronization. Using the averaging value, we can estimate offset. Based on offset changing ratio, we can adapt adaptive loop filter to carrier frequency and symbol timing synchronization circuit.

Overseas Address Data Quality Verification Technique using Artificial Intelligence Reflecting the Characteristics of Administrative System (국가별 행정체계 특성을 반영한 인공지능 활용 해외 주소데이터 품질검증 기법)

  • Jin-Sil Kim;Kyung-Hee Lee;Wan-Sup Cho
    • The Journal of Bigdata
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    • v.7 no.2
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    • pp.1-9
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    • 2022
  • In the global era, the importance of imported food safety management is increasing. Address information of overseas food companies is key information for imported food safety management, and must be verified for prompt response and follow-up management in the event of a food risk. However, because each country's address system is different, one verification system cannot verify the addresses of all countries. Also, the purpose of address verification may be different depending on the field used. In this paper, we deal with the problem of classifying a given overseas food business address into the administrative district level of the country. This is because, in the event of harm to imported food, it is necessary to find the administrative district level from the address of the relevant company, and based on this trace the food distribution route or take measures to ban imports. However, in some countries the administrative district level name is omitted from the address, and the same place name is used repeatedly in several administrative district levels, so it is not easy to accurately classify the administrative district level from the address. In this study we propose a deep learning-based administrative district level classification model suitable for this case, and verify the actual address data of overseas food companies. Specifically, a method of training using a label powerset in a multi-label classification model is used. To verify the proposed method, the accuracy was verified for the addresses of overseas manufacturing companies in Ecuador and Vietnam registered with the Ministry of Food and Drug Safety, and the accuracy was improved by 28.1% and 13%, respectively, compared to the existing classification model.

Characteristics Analysis of the Time Selective Multipath Fading Channel Model for Mobile Communication (이동 통신을 위한 시간선택성 다중경로 페이딩 채널 모델의 특성 평가)

  • 박수진;고석준;이경하;최형진
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.26 no.5A
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    • pp.836-845
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    • 2001
  • 본 논문에서는 시간 선택성 다중경로 이동 무선 채널을 다양한 방법으로 모델링 하고 그에 따른 여러 가지 특성평가를 제시하였다. 모델링 방법에는 Jakes 방식과 시간 영역에서 독립적인 두 개의 가우시안 잡음 발생기와 정형필터(shaping filter)를 사용하는 방식 및 주파수 영역에서 필터링 하는 방식이 있다. 이 세 가지 모델링 방법의 성능을 진폭의 자기상관함수, 상호상관함수, 누적분포함수(Cumulative Distribution Function), 레벨 교차율(Level Crossing Rate), 평균 페이딩 지속 시간(Average Duration of Fades), 위상차의 확률 밀도, 위상차의 자기상관함수 등의 측면에서 시뮬레이션하고 그 결과치와 이론치 간의 특성 비교를 제시하였다. 특히, 확산 대역 시스템을 고려했을 때 이상적인 채널 추정을 가정한 레이크 수신기에서의 BER 성능을 다중경로 개수에 따라 보임으로써 여러 가지 채널 모델링 중에서 주파수 영역에서 필터링 하는 방식이 이동 무선 채널을 모델링 하는데 있어 가장 적합하다는 것을 보였다. 마지막으로 비대칭 도플러(Doppler) 스펙트럼을 모델링 하는 것도 주파수 영역에서 필터링 하는 방식이 편리하다.

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Performance Analysis of8-VSB Receiver against Multipath Signal (다중경로 신호에 대한8-VSB 수신기의 성능 분석)

  • 이종주;임현우;김대진;이동두
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 1999.11b
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    • pp.239-242
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    • 1999
  • 본 논문에서는 8VSB수신기가 다중경로신호에 따른 성능이 나쁜 것에 대한 원인 분석과 나아가 개선책을 제시하기 위해 다중경로 신호가 디지털 지상파 TV의 수신성능에 미치는 영향에 대해 수신단의 STR(Symbol Timing Recovery)과 등화기를 중심으로 분석한다. 첫째 등화기의 성능 분석을 위해 에코의지연시간이 7.5 $\mu$sec일 때 시불변 환경에서 전산 모의 실험을 하였다. 등화기 수렴후의 에로 레벨에 따른 TOV(Threshold of Visibility) S/N(Signal to Noise)를 구해보면 호주의 실험실 측정과는 달리 0dB에서도 S/N이 26dB 정도이면 등화기는 안정적으로 수렴한다. 둘째 세그먼트 동기 복원을 세그먼트 싱크 필터(Segment Sync:+1, +1. -1, -1)를 사용했을 때 짧은 시간 지연 에코와 긴 시간 지연 에코에 대해 S 커브를 보면 짧은 시간 지연에코에서는 심볼 타이밍이 어긋났으며 긴 시간 지연 에로에서는 문제가 없이 타이밍 동기가 된다. 셋째 짧은 시간 지연 에코신호가 있을 때 세그먼트 동기 복원과 등화기를 연동한 전산 모의 실험을 하여 에코의 영향을 분석하고 FSE(Fractionally Spaced Equalizer) 등화기 사용에 따른 장점을 분석한다.

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A Study on the Three Phase Multi-PAM Inverter using the one-chip Microcomputer for UPS. (원칩 마이크로 컴퓨터를 이용한 UPS용 3상 다중 PAM 인버터에 관한 연구)

  • 김성백;이종규
    • The Proceedings of the Korean Institute of Illuminating and Electrical Installation Engineers
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    • v.3 no.2
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    • pp.63-68
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    • 1989
  • This paper discussed the Multi-PAM inverter for static power supply design. The controller part composed of one-chip microcomputer obtained control pattern simply. The configuration of termination part was composed of double bridge inverter and three-phase, three-winding transformer. The output waveforms using a controller and transformers synthesized the multi-PAM wave form by a voltage level of 22 steps per one-cycle. The output waveforms using the Low Pass Filter approximated to the sine wave.

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Perfonnance Analysis of Binary CDMA systems in Multi-Path Fading Channel (다중경로 페이딩 환경에서의 바이너리 CDMA 시스템 성능 분석)

  • Ko Jae-Yun;Lee Yong-Hwan
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.30 no.9A
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    • pp.795-802
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    • 2005
  • Binary CDMA(B-CDMA) is a new modulation scheme that employs a constant envelope modulation scheme By quantizing the envelope of multi-codes CDMA signal into a small number of levels, the B-CDMA can reduce the peak-to-average power ratio, while preserving the advantages of CDMA signaling such as the soft capacity and robustness to interference. In this paper, we analyze the performance of B-CDMA systems in multi-path channel assuming that the spreading factor is not too small. Finally, the analytic results are verified by computer simulation.

A Study on the MultiMedia Data Mining using Multi-dimensional DataCube (다차원 데이터큐브를 이용한 멀티미디어 데이터 마이닝 연구)

  • 김진옥;황대준
    • Proceedings of the Korean Information Science Society Conference
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    • 2001.10a
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    • pp.151-153
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    • 2001
  • 멀티미디어 데이터의 증가와 마이닝 기술의 발전으로 인해 멀티미디어 마이닝에 대한 관심이 증가하고 있다. 본 논문에서는 내용기반의 정보검색 기술과 다차원 다중 데이터큐브 구축기술을 통해 멀터미디어데이타의 마이닝을 구현하는 시스템에 대해 제안한다. 제안 시스템은 멀티미디어 데이터에 내용기반의 정보추출 시스템을 적용하여 성분백터를 추출하고 이를 메타데이타로 한 데이스베이스를 구축한다. 그리고 데이타베이스로부터 지식을 마이닝할 수 있도록 다차원 데이터큐브를 구축하여 빠른 데이터검색과 마이닝결과을 이용자에게 보여주는 모듈로 구성된다. 다차원 데이터큐브는 다중 어레이 구조로써 다차원 데이터를 저장하고, 저장된 여러 데이터 레벨 정보에서 가장 중요한 주제를 통합 생성하여 효율적으로 처리하므로 멀티미디어 데이터를 마이닝하는데 효과적인 방법이다. 또만 다차원데이타큐브를 다중으로 생성하는 방법은 데이터 마이닝 속도를 높이는데 효율적이다.

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Efficient System Level Simulation Method for MIMO-OFDM System (MIMO-OFDM 시스템을 위한 효율적인 시스템 레벨 시뮬레이션 기법)

  • Kim, Min-Hoon;Ko, Young-Chai;Jeon, Tae-Hyun
    • Journal of the Institute of Electronics Engineers of Korea TC
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    • v.46 no.4
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    • pp.77-85
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    • 2009
  • This paper proposes an efficient system level simulation method for MIMO-OFDM based system in the multi-cell environment. The proposed method analyzes effects of the cell structure, radio channel characteristics and user mobility. The user mobility effect on the system level performance is considered in both channel gain and distance. The receiver SINR calculation procedure is presented in the system which adopts MIMO-OFDM scheme under various system environments. This method can be flexibly extensible to various system environments and provides computationally efficient system level simulation technique which utilizes link level performance analysis. Extensive computer simulations results are presented to obtain the system performance in the various mobile cellular channels using the proposed method. Also this results are analyzed based on the packet error rate for different distances between the base station located in the center of the cell and the mobile user.