• 제목/요약/키워드: principal point

검색결과 423건 처리시간 0.022초

주성분 분석을 이용한 DAMADICS 공정의 이상진단 모델 개발 (Principal Component Analysis Based Method for a Fault Diagnosis Model DAMADICS Process)

  • 박재연;이창준
    • 한국안전학회지
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    • 제31권4호
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    • pp.35-41
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    • 2016
  • In order to guarantee the process safety and prevent accidents, the deviations from normal operating conditions should be monitored and their root causes have to be identified as soon as possible. The statistical theories-based method among various fault diagnosis methods has been gaining popularity, due to simplicity and quickness. However, according to fault magnitudes, the scalar value generated by statistical methods can be changed and this point can lead to produce wrong information. To solve this difficulty, this work employs PCA (Principal Component Analysis) based method with qualitative information. In the case study of our previous study, the number of assumed faults is much smaller than that of process variables. In the case study of this study, the number of predefined faults is 19, while that of process variables is 6. It means that a fault diagnosis becomes more difficult and it is really hard to isolate a single fault with a small number of variables. The PCA model is constructed under normal operation data in order to get a loading vector and the data set of assumed faulty conditions is applied with PCA model. The significant changes on PC (Principal Components) axes are monitored with CUSUM (Cumulative Sum Control Chart) and recorded to make the information, which can be used to identify the types of fault.

Investigation of Bottom Cracks in the Carbonated Poly(ethylene terephthalate) Bottle

  • Pae, You-Lee;Nah, Chang-Woon;Lyu, Min-Young
    • Elastomers and Composites
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    • 제38권4호
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    • pp.354-362
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    • 2003
  • The use of a petaloid design for the bottom of carbonated poly(ethylene terephthalate)(PET) bottles is widely spread. This study investigated the causes of bottom cracks. The tensile yield stress variations of PET according to the crystallinity and stretch ratio were examined, then the stretch ratio and strength in the bottom area of a blown bottle were analyzed. A crack test was also performed to observe the cracking phenomena. The distribution of the effective stress and maximum principal stress were both examined using computer simulation to seek the influence of the bottom design on crack. It was concluded that the bottom cracks occurred because of inadequate material strength due to the insufficient stretching of PET, plus the coarse design of a petaloid bottom. The stretch ratio at the bottom during bottle blowing should be higher than the strain hardening point of PET to produce enhanced mechanical strength. The cracks in the bottom of the PET bottles occurred through crazing below the yield stress. The maximum principal stress was higher in the valleys of the petaloid bottom than in the rest bottom area, and the maximum principal stress had a strong effect on the cracks.

신경망을 이용한 로버스트 주성분 분석에 관한 연구 (On Robust Principal Component using Analysis Neural Networks)

  • 김상민;오광식;박희주
    • Journal of the Korean Data and Information Science Society
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    • 제7권1호
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    • pp.113-118
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    • 1996
  • 주성분 분석은 자료압축, 특징추출, 통신이론, 패턴인식 그리고 화상처리등의 컴퓨터 공학분야에서 중요하게 사용되고 있다. Oja(1982,1989,1992)는 확률적 경사 강하법(SGA:Stochastic Gradient Ascent)을 이용한 제한된 헵규칙을 제안하여 주성분 분석에 사용하였다. 그러나, 이 규칙은 이상치에 민감하므로 이상치의 영향을 줄이기 위해, Xu & Yuille(1995)는 통계물리 방법을 이용한 로버스트 에너지함수를 생성하여 로버스트 주성분 분석방법을 제안하였다. 또한 Devlin et.al(1981)은 M-추정량을 이용하여 주성분 분석을 하였다. 본 논문에서는 Oja(1992)의 규칙과 Xu & Yuille(1995)의 로버스트 에너지함수를 이용하여 신경망을 구성하였다. 그리고, Devlin et.al(1981)이 제안한 시뮬레이션조건하에서 실험을 하였다. 실험한 결과와 Devlin et.al(1981)의 결과를 비교, 분석함으로써, 신경망의 성능을 확인하고자 한다.

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ALTERNATIVE PROOF OF EXISTENCE THEOREM FOR CERTAIN COMPETITION MODELS

  • Ahn, Inkyung
    • 충청수학회지
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    • 제13권1호
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    • pp.119-130
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    • 2000
  • We give alternative proof of the existence theorem for certain elliptic systems describing competing interactions with nonlinear di usion. The existence of positive solution depends on the sign of the principal eigenvalue of suitable operators of Schr$\ddot{o}$dinger type. If the sign of such operators are both positive, then system has a positive solution. The main tool employed is the fixed point index of compact operator on positive cones.

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Chemical Shift and Quadrupolar Interactions in Solids

  • Kim Jin-Eun
    • 한국자기공명학회논문지
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    • 제10권1호
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    • pp.1-37
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    • 2006
  • General expressions for solid state NMR lines are described for transitions under static, magic angle spinning, and variable angle spinning conditions in the case where the principal axis system for the anisotropic chemical shift tensor is noncoincident with that of the quadrupole coupling tensor. It is demonstrated that solid state NMR powder pattern simulation program VMAS based on the conventional grid point method of integrating over the Euler angle space is fast enough in comparison with the POWDER simulation package and Gauss-point method.

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A COMMON FIXED POINT THEOREM FOR A SEQUENCE OF MAPS IN A GENERALIZED MENGER SPACE

  • Jain, Shobha;Jain, Shishi;Bahdhur, Lal
    • East Asian mathematical journal
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    • 제24권4호
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    • pp.359-368
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    • 2008
  • The object of this paper is to establish a unique common fixed point theorem through weak compatibility for a sequence of self-maps satisfying a generalized contractive condition in a generalized Menger space. It improves and generalizes the result of Milovanovic-Arandelovic [2], Vasuki [10] and Sehgal and Bharucha-Reid [8]. All the results presented in this paper are new.

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Gabor 특징에 기반한 이동 및 회전 불변 지문인증 (Translation- and Rotation-Invariant Fingerprint Authentication Based on Gabor Features)

  • 김종화;조상현;성효경;최홍문
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2000년도 제13회 신호처리 합동 학술대회 논문집
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    • pp.901-904
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    • 2000
  • A direct authentication from gray-scale image, instead of the conventional multi-step preprocessing, is proposed using Gabor filter-based features from the gray-scale fingerprint around core point. The core point is located as a reference point for the translation invariant matching. And its principal symmetry axis is detected for the rotation invariant matching from its neighboring region centered at the core point. And then fingerprint is divided into non-overlapping blocks with respect to the core point and features are directly extracted form the blocked gray level fingerprint using Gabor filter. The proposed fingerprint authentication is based on the Euclidean distance between the corresponding Gabor features of the input and the template fingerprints. Experiments are conducted on 300${\times}$300 fingerprints obtained from a CMOS sensor with 500 dpi resolution, and the proposed method could lower the False Reject Rate(FRR) to 18.2% under False Acceptance Rate(FAR) of 0%.

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음 함수 곡면기법을 이용한 임의의 점 군 데이터로부터의 사각망 생성 (Generating a Rectangular Net from Unorganized Point Cloud Data Using an Implicit Surface Scheme)

  • 유동진
    • 한국CDE학회논문집
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    • 제12권4호
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    • pp.274-282
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    • 2007
  • In this paper, a method of constructing a rectangular net from unorganized point cloud data is presented. In the method an implicit surface that fits the given point data is generated by using principal component analysis(PCA) and adaptive domain decomposition method(ADDM). Then a complete and quality rectangular net can be obtained by extracting voxel data from the implicit surface and projecting exterior faces of extracted voxels onto the implicit surface. The main advantage of the proposed method is that a quality rectangular net can be extracted from randomly scattered 3D points only without any further information. Furthermore the results of this works can be used to obtain many useful information including a slicing data, a solid STL model and a NURBS surface model in many areas involved in treatment of large amount of point data by proper processing of implicit surface and rectangular net generated previously.

압축하중을 받는 마름모 판에 대한 영상처리기법을 이용한 광탄성 응력 해석 (Photoelastic Stress Analysis for a Rhombus Plate under Compressive Load Using Image Processing Technique)

  • 류관용;김명수;백태현
    • 비파괴검사학회지
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    • 제34권2호
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    • pp.148-154
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    • 2014
  • 광탄성기법은 주응력 차이와 주응력 방향을 측정할 수 있는 편리한 기법이다. 일반적인 재래식 광탄성기법에서는 광탄성 파라미터를 측정하기 위해서는 수작업으로 한 지점씩 측정해야 하므로 많은 시간이 소요되며 광탄성 데이터 측정과 식별에 숙련이 필요하다. 프린지 위상이동법은 최근에 개발되어 광역학분야에서 프린지 데이터를 측정하고 해석하기 위해 편리하게 사용되고 있다. 이 논문은 photoflex (우레탄고무일종) 재질의 마름모 평판 중심점을 지나는 수평선상의 응력분포를 측정하기 위한 실험적 연구이다. 마름모 평판시편의 수평선상에서는 등경프린지 또는 주응력 방향이 일정하므로 4-버켓 위상이동법의 적용이 가능하다. 이 방법은 원형편광기에서 검광판을 $0^{\circ}C$, $45^{\circ}C$, $90^{\circ}C$, 그리고 $135^{\circ}C$ 회전시켜 얻은 4개의 광탄성 프린지를 필요로 한다. 이 방법으로 측정된 실험 결과는 유한요소해석 결과와 정량적으로 비교하였으며, 두 결과가 근접하게 일치되었다.