• 정보관리학회지
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• 제39권3호
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• pp.99-132
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• 2022

본 연구의 목적은 LDA 토픽모델링 결과와 BERTopic 토픽모델링 결과를 합성하는 방법론인 Augmented and Extended Topics(AET)를 제안하고, 이를 사용해 문헌정보학 분야의 연구주제를 분석하는 데 있다. AET의 실제 적용결과를 확인하기 위해 2001년 1월부터 2021년 10월까지의 Web of Science 내 문헌정보학 학술지 85종에 게재된 학술논문 서지 데이터 55,442건을 분석하였다. AET는 서로 다른 토픽모델링 결과의 관계를 WORD2VEC 기반 코사인 유사도 매트릭스로 구축하고, 매트릭스 내 의미적 관계가 유효한 범위 내에서 매트릭스 재정렬 및 분할 과정을 반복해 증강토픽(Augmented Topics, 이하 AT)을 추출한 뒤, 나머지 영역에서 코사인 유사도 평균값 순위와 BERTopic 토픽 규모 순위에 대한 조화평균을 통해 확장토픽(Extended Topics, 이하 ET)을 결정한다. 최적 표준으로 도출된 LDA 토픽모델링 결과와 AET 결과를 비교한 결과, AT는 LDA 토픽모델링 토픽을 한층 더 구체화하고 세분화하였으며 ET는 유효한 토픽을 발견하였다. AT(Augmented Topics)의 성능은 LDA 이상이었으며 ET(Extended Topics)는 일부 경우를 제외하고 대부분 LDA와 유사한 수준의 성능을 나타내었다.

• 한국통신학회논문지
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• 제34권9B호
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• pp.914-922
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• 2009

본 논문에서는 수 Gbps 네트워크 트래픽에서 실시간 침입 탐지를 위한 패턴 매칭 방법인 MDPI를 제안한다. MDPI는 패킷 전달 순서가 유지되지 않는 경우 버퍼링, 재배열 및 재조립에서 발생하는 오버헤드 문제를 해결하기 위해 독립 부분 매칭에 의한 행렬 기반의 패턴 매칭 방법이다. MDPI는 SNORT 룰셋(Rule Set)의 평균 길이인 17바이트의 경우 w=4 바이트에서는 61%, w=8 바이트인 경우는 50%의 TCAM 메모리 효율이 증가되었다. 또한 MDPI는 10.941Gbps 패턴 검사 속도와 5.79 LC/Char 하드웨어 자원을 소모함으로써 하드웨어 복잡성 대비성능 측면에서 최적화된 결과를 얻었다. 따라서 본 논문에서는 하드웨어 비용 절감에 의해 가격 효율적인 고성능 침입 탐지 기술을 제안한다.

• 한국재료학회지
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• 제20권11호
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• pp.606-610
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• 2010

Films consisting of a silicon quantum dot superlattice were fabricated by alternating deposition of silicon rich silicon nitride and $Si_3N_4$ layers using an rf magnetron co-sputtering system. In order to use the silicon quantum dot super lattice structure for third generation multi junction solar cell applications, it is important to control the dot size. Moreover, silicon quantum dots have to be in a regularly spaced array in the dielectric matrix material for in order to allow for effective carrier transport. In this study, therefore, we fabricated silicon quantum dot superlattice films under various conditions and investigated crystallization behavior of the silicon quantum dot super lattice structure. Fourier transform infrared spectroscopy (FTIR) spectra showed an increased intensity of the $840\;cm^{-1}$ peak with increasing annealing temperature due to the increase in the number of Si-N bonds. A more conspicuous characteristic of this process is the increased intensity of the $1100\;cm^{-1}$ peak. This peak was attributed to annealing induced reordering in the films that led to increased Si-$N_4$ bonding. X-ray photoelectron spectroscopy (XPS) analysis showed that peak position was shifted to higher bonding energy as silicon 2p bonding energy changed. This transition is related to the formation of silicon quantum dots. Transmission electron microscopy (TEM) and electron spin resonance (ESR) analysis also confirmed the formation of silicon quantum dots. This study revealed that post annealing at $1100^{\circ}C$ for at least one hour is necessary to precipitate the silicon quantum dots in the $SiN_x$ matrix.

• International Journal of Naval Architecture and Ocean Engineering
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• 제7권1호
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• pp.128-141
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• 2015

Independent Component Analysis (ICA), one of the blind source separation methods, can be applied for extracting unknown source signals only from received signals. This is accomplished by finding statistical independence of signal mixtures and has been successfully applied to myriad fields such as medical science, image processing, and numerous others. Nevertheless, there are inherent problems that have been reported when using this technique: instability and invalid ordering of separated signals, particularly when using a conventional ICA technique in vibratory source signal identification of complex structures. In this study, a simple iterative algorithm of the conventional ICA has been proposed to mitigate these problems. The proposed method to extract more stable source signals having valid order includes an iterative and reordering process of extracted mixing matrix to reconstruct finally converged source signals, referring to the magnitudes of correlation coefficients between the intermediately separated signals and the signals measured on or nearby sources. In order to review the problems of the conventional ICA technique and to validate the proposed method, numerical analyses have been carried out for a virtual response model and a 30 m class submarine model. Moreover, in order to investigate applicability of the proposed method to real problem of complex structure, an experiment has been carried out for a scaled submarine mockup. The results show that the proposed method could resolve the inherent problems of a conventional ICA technique.