• 제목/요약/키워드: Two-dimension

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차원 축소 진동 신호를 이용한 신경망 기반 선박 엔진 고장진단에 관한 연구 (A study on fault diagnosis of marine engine using a neural network with dimension-reduced vibration signals)

  • 심기찬;이강수;변성훈
    • 한국음향학회지
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    • 제41권5호
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    • pp.492-499
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    • 2022
  • 본 연구에서는 진동 신호의 차원 감소가 선박 엔진의 고장진단에 미치는 영향을 실험적으로 분석한 결과를 제시한다. 주성분 분석을 이용하여 513차원의 진동 신호를 1 ~ 15차원의 저차원 신호로 변환하여 차원 변화에 따른 고장진단 정확도의 변화를 관찰하였다. 실제 규모의 선박용 발전기 디젤 엔진에서 측정된 진동 신호를 사용하고, integrated gradients와 feature permutation 기법의 두 가지 변수 중요도 분석 알고리즘을 사용하여 차원 축소 신호의 기여도를 정량적으로 평가하였다. 실험 데이터 분석 결과, 사용하는 차원의 수가 증가할수록 결함 진단의 정확도가 향상되는 것으로 나타났다. 차원이 10 이상에 다다르면 거의 모든 고장상태가 정확하게 분류되었으며, 이는 고장진단 정확도를 저하시키지 않으면서도 진동 신호의 차원수를 크게 줄일 수 있음을 보여준다. 변수 중요도 분석에서도 차원 축소 주성분이 기존 통계적 특성보다 더 높은 기여도를 보였으며, 차원 축소된 진동 스펙트럼이 고장진단에 효과적으로 사용될 수 있음을 확인하였다.

소아에서의 우측 쇄골하동맥 기시이상 -수술치험 2례- (Aberrant Right Subclavian Artery in Children -Report of Cases-)

  • 이인성
    • Journal of Chest Surgery
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    • 제26권4호
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    • pp.308-311
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    • 1993
  • Aberrant right subclavian arteries were experienced in two young children. This is a rare aortic arch anomaly that usually does not produce symptoms. Symtomatic patients require surgical interventions.We describe two young children who had aberrant right subclavian artery with symptoms of difficulty in swallowing and respiratory problems. Diagnosis was made by esophagography, aortography and 3-Dimension chest CT. Operation had been advocated through right thoracotomy without difficulty for ligation, division and anastomosis to the ascending aorta. Dysphagia lusoria was immediately relieved and postoperative course was uneventful. We consider that the right thoracotomy is the choice of operative approach and noninvasive diagnosis by 3-Dimension chest CT is easily made for infant with aberrant right subclavian artery.

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Neural Text Categorizer for Exclusive Text Categorization

  • Jo, Tae-Ho
    • Journal of Information Processing Systems
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    • 제4권2호
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    • pp.77-86
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    • 2008
  • This research proposes a new neural network for text categorization which uses alternative representations of documents to numerical vectors. Since the proposed neural network is intended originally only for text categorization, it is called NTC (Neural Text Categorizer) in this research. Numerical vectors representing documents for tasks of text mining have inherently two main problems: huge dimensionality and sparse distribution. Although many various feature selection methods are developed to address the first problem, the reduced dimension remains still large. If the dimension is reduced excessively by a feature selection method, robustness of text categorization is degraded. Even if SVM (Support Vector Machine) is tolerable to huge dimensionality, it is not so to the second problem. The goal of this research is to address the two problems at same time by proposing a new representation of documents and a new neural network using the representation for its input vector.

An Ensemble Classifier using Two Dimensional LDA

  • Park, Cheong-Hee
    • 한국멀티미디어학회논문지
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    • 제13권6호
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    • pp.817-824
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    • 2010
  • Linear Discriminant Analysis (LDA) has been successfully applied for dimension reduction in face recognition. However, LDA requires the transformation of a face image to a one-dimensional vector and this process can cause the correlation information among neighboring pixels to be disregarded. On the other hand, 2D-LDA uses 2D images directly without a transformation process and it has been shown to be superior to the traditional LDA. Nevertheless, there are some problems in 2D-LDA. First, it is difficult to determine the optimal number of feature vectors in a reduced dimensional space. Second, the size of rectangular windows used in 2D-LDA makes strong impacts on classification accuracies but there is no reliable way to determine an optimal window size. In this paper, we propose a new algorithm to overcome those problems in 2D-LDA. We adopt an ensemble approach which combines several classifiers obtained by utilizing various window sizes. And a practical method to determine the number of feature vectors is also presented. Experimental results demonstrate that the proposed method can overcome the difficulties with choosing an optimal window size and the number of feature vectors.

분만지지간호에 대한 개념분석 (A Concept Analysis of Labor Support)

  • 채미영;박호란
    • 여성건강간호학회지
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    • 제24권2호
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    • pp.138-149
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    • 2018
  • Purpose: To identify and clarify the concept of labor support. Methods: This study used Schwartz-Barcott & Kim's hybrid model to identify the main attributes and indicators. In the fieldwork stage, data were collected in Seoul and Chenmam, Korea. The participants were five nurses working in the delivery room and four women who delivered more than two children by vaginal delivery. Results: The concept of labor support was found to have nine attributes and 23 indicators in two dimensions. For the physical intervention dimension, five attributes were derived. They were pain relief, selective use of technology, ambulation/positioning, physiological pushing, and increasing comfort. For the labor support practices dimension the attributeswereprovidinginformation, relief and encouragement, family support, and presence. Conclusion: The concept analysis of labor support in this study could provide guidelines for 'labor support' nursing practice and be useful for research in the women's health field.

원유 및 가스 지하저장시설에서 불연속면을 고려한 수리-역학적 상호작용에 관한 연구 (The Hydro-mechanical Analysis of Jointed Rock Mass Around the Underground Oil ac Gas Storage Cavern)

  • 장현익;이정인
    • 터널과지하공간
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    • 제12권4호
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    • pp.291-303
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    • 2002
  • 본 연구에서는 삼차원 역학적 해석과 수리-역학 상호작용 해석에 동시에 적용할 수 있도록 불연속면자료를 이용하여 삼차원 블록을 만드는 프로그램을 개발하였다. 삼차원 블록의 역학적 해석을 위해 Shi가 개발한 이차원 불연속변형 해석의 이론을 삼차원으로 확장하여 프로그램을 개발하고 실제 블록에 적용하여 변위를 계산하였다 수리해석과 수리-역학적 상호작용 해석을 위해 기존의 이차원 불연속변형 해석의 수리-역학 상호작용 모델링 연구를 삼차원으로 확장하여 삼차원 불연속면을 고려한 수리-역학 상호작용해석을 실시하였다.

과학교육 연구의 균현성을 위한 모형과 지수 (A Model and an Index for the Balance of Researches in Science Education)

  • 송진웅
    • 한국과학교육학회지
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    • 제15권1호
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    • pp.1-5
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    • 1995
  • One of the problem of science education in terms of its status as a unique discipline is the tendency of qualitative, rather than quantitative, arguments and judgements on research activities. In this study, a model called "Diamond Model" and an index formula for the balance of researches are suggested for achieving more pictoricaI and quantitative understandings on the distribution of researches in science education. Diamond Model is consisted of two dimensions corresponding to two main long-debated issues in science education, i.e. the dimension of cognitive-affective and the dimension of concept-process. In Diamond Model the geometrical symmetry represents the the balance of researches. An index formula for the balance was developed in order to ensure that the value of the index is between 0 to 1 and the numerical values of the index corresponds to the geometrical symmetry of the diamond. Then, in order to check their utility, the model and the index formula were applied to analyze the research papers appeared in JKARSE for the last 10 years.

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Fabrication of Lateral and Stacked Color Patterns through Selective Wettability for Display Applications

  • Hong, Jong-Ho;Na, Jun-Hee;Li, Hongmei;Lee, Sin-Doo
    • Journal of Information Display
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    • 제11권4호
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    • pp.140-143
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    • 2010
  • A simple and versatile method of fabricating color patterns in two-dimension (2D) and three-dimension (3D) was developed using the selective-wettability approach. Red, green, and blue color elements are sequentially formed on a single substrate in a pattern-by-pattern and/or pattern-on-pattern fashion, through a simple coating process. Either 2D or 3D structures in an array format are produced by controlling the thickness of the hydrophobic layer (HL) coating a substrate within the framework of wetting transition. Moreover, it was demonstrated that the stacked geometry of two successive patterns can be easily tailored for various types of color arrays, with the pattern fidelity of a few tens of nanometers in terms of only a parameter of the HL thickness.

궤도추종을 위한 메니퓰레이터의 적응 추종 제어에 관한 연구 (A Study on Adaptive Tracking Control of a Mobile Manipulator for Contour Following)

  • 서진호;이권순
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2005년도 학술대회 논문집 정보 및 제어부문
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    • pp.394-396
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    • 2005
  • In this paper, we propose an adaptive tracking control method of a mobile manipulator for contour following with a kinematic model to have several unknown dimension parameters. Moreover, we will use the decentralized control method to design two independent controllers for two subsystems. The proposed controllers in this paper are based on the Lyapunov function in order to guarantee the stability of whole system for contour following task. The updated laws are also designed to estimated the unknown dimension parameters. Finally, the simulation results are presented to show the validity of the proposed controllers in this paper.

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765kV 교류 2회선 송전선 인근의 생체 및 물체 유도 전압, 전류 계산 (Calculation of the Induced Voltage and Current for a Human and an Object Close to 765kV AC Double Circuit Transmission Line)

  • 민석원;김응식;명성호;이병윤;박종근
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1994년도 하계학술대회 논문집 C
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    • pp.1509-1511
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    • 1994
  • This paper calculates the induced voltage and current for a human and a car under 765 kV AC double circuit transmission line. A human and a car is simulated as two dimension by the use of charge simulation method and as three dimension by using surface charge method. The phase arrangement of transmission line is varied to calculate the induced voltage and current. In two cases a human and a car is grounded or floated, the induced voltage and current is also compared.

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