• 제목/요약/키워드: Normal component

검색결과 886건 처리시간 0.035초

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.

Rheology and morphology of concentrated immiscible polymer blends

  • Mewis, Jan;Jansseune, Thomas;Moldenaers, Paula
    • Korea-Australia Rheology Journal
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    • 제13권4호
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    • pp.189-196
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    • 2001
  • The phase morphology is an important factor in the rheology of immiscible polymer blends. Through its size and shape, the interface between the two phases determines how the components and the interface itself will contribute to the global stresses. Rheological measurements have been used successfully in the past to probe the morphological changes in model blends, particularly for dilute systems. For more concentrated blends only a limited amount of systematic rheological data is available. Here, viscosities and first normal stress differences are presented for a system with nearly Newtonian components, the whole concentration range is covered. The constituent polymers are PDMS and PIB, their viscosity ratio can be changed by varying the temperature. The data reported here have been obtained at 287 K where the viscosities of the two components are identical. By means of relaxation experiments the measured stresses are decomposed into component and interfacial contributions. The concentration dependence is quite different for the two types of contribution. Except for the component contributions to the shear stresses there is no clear indication of the phase inversion. Plotting either the interfacial shear or normal stresses as a function of composition produces in some cases two maxima. The relaxation times of these stresses display a similar concentration dependence. Although the components have the same viscosity, the stress-component curves are not symmetrical with respect to the 50/50 blend. A slight elasticity of one of the components seems to be the cause of this effect. The data for the more concentrated blends at higher shear rates are associated with a fibrillar morphology.

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구간형 자료의 주성분 분석에 관한 연구 (On principal component analysis for interval-valued data)

  • 최수진;강기훈
    • 응용통계연구
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    • 제33권1호
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    • pp.61-74
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    • 2020
  • 심볼릭 자료 중 하나인 구간형 자료는 모든 관측값에서 단일 값이 아닌 구간을 값으로 취하며, 관측값 내에 변동이 존재한다는 특징을 갖는다. 주성분 분석은 자료의 분산을 최대로 설명하여 자료의 차원을 축소하는 방법이므로 구간형 자료의 주성분 분석은 관측값 간의 분산 뿐만 아니라 관측값 내의 분산 역시 설명하여야 한다. 본 논문에서는 구간형 자료의 세 가지 주성분 분석법을 소개하고자 한다. 또한 기존의 분위수 방법에서 균일분포를 사용하는 것이 아니라 구간의 중심점 부근이 좀 더 많은 정보를 가지고 있는 것으로 보고 절단정규분포를 사용하는 방법을 제안하였다. 모의실험과 OECD 관련 실제 통계 자료를 통하여 각 방법의 결과를 비교해 보았다. 마지막으로 분위수 방법의 경우 화살표 표현법을 통해 주성분 산점도를 그리고 분위수들의 위치와 분포를 확인하였다.

자연 영상에서의 정확한 문자 검출에 관한 연구 (A Study on Localization of Text in Natural Scene Images)

  • 최미영;김계영;최형일
    • 한국컴퓨터정보학회논문지
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    • 제13권5호
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    • pp.77-84
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    • 2008
  • 본 논문에서는 자연영상에 존재하는 문자들을 효율적으로 검출하기 위한 새로운 접근 방법을 제안한다. 빛 또는 조명의 영향에 의해 획득된 영상 내에 존재하는 반사성분은 문자 또는 관심객체들의 경계가 모호해 지거나 관심객체와 배경이 서로 혼합되었을 경우, 문자추출 및 인식을 함에 있어서 오류를 포함시킬 수 있다. 따라서 영상 내에 존재하는 반사성분을 제거하기 위해 먼저, 영상으로부터 Red컬러 성분에 해당하는 히스토그램에서 두개의 피크 점을 검출한다. 검출된 두 개의 피크 점들 간의 분포를 사용하여 노말 또는 편광 영상에 해당하는지를 판별한다. 노말 영상의 경우 부가적인 처리를 거치지 않고 문자영역을 검출하며 편광 영상인 경우 조명성분을 제거하기 위해 호모모픽 필터링 방법을 적용하여 반사성분에 해당하는 영역을 제거한다. 그리고 문자영역을 검출하기 위해 색 병합과 세일런스 맵을 이용하여 각각의 문자 후보영역을 결정한다. 마지막으로 두 후보영역을 이용하여 최종 문자영역을 검출한다.

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Unstable Inverted Phases of Di- and Tri-block Copolymers on Solution-Casting Films

  • Sun Dachun;Huang Lei;Liang Haojun
    • Macromolecular Research
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    • 제13권2호
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    • pp.152-155
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    • 2005
  • A dynamic density functional theory is presented for the observation of the phase revolutions of a solution-casting film of di- and tri-block copolymers under solvent evaporation conditions. With the evaporation of the solvent, the inverted phases, the minor part of the component becomes the continuous phase at the higher solvent evaporation rate, as observed in this experiment. Further simulation revealed that these inverted phases are converted into the normal phase and the major part of the component becomes the continuous phase, implying that the inverted phases observed in this experiment are unstable.

2축 힘센서를 이용한 스크레치 테스트 개발 (Development of a scratch tester using a two-component force sensor)

  • 김종호;박연규;이호영;박강식;오희근
    • 한국정밀공학회:학술대회논문집
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    • 한국정밀공학회 2003년도 춘계학술대회 논문집
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    • pp.1018-1021
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    • 2003
  • A scratch tester was developed to evaluate the adhesive strength at interface between thin film and substrate(silicon wafer). Under force control, the scratch tester can measure the normal and the horizontal forces simultaneously as the probe tip of the equipment approaches to the interface between thin film and substrate of wafer. The capacity of each component of force sensor is 0.1 N ∼ 100 N. In addition, the tester can detect the signal of elastic wave from AE sensor(frequency range of 900 kHz) attached to the probe tip and evaluate the bonding strength of interface. Using the developed scratch tester. the feasibility test was performed to evaluate the adhesive strength of semiconductor wafer.

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디젤 발전기세트의 구조진동특성 연구 (Analysis and Prediction of Structural Vibration for Diesel Engine Generator Set)

  • 이수목;김관영;김원현
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2002년도 춘계학술대회논문집
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    • pp.948-954
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    • 2002
  • The structural vibration of a diesel generator set was investigated through analyses and tests. FE modeling and normal mode analysis were performed and compared with measured results for both structure components and generator set assembly. The results of component analyses were fairly well coincident with measured results but those of assembled generator set showed more or less discrepancies. Discussions were given about the uncertainties for vibration characteristics of component structures and assembled running structures especially concerning their nonlinearities and damping effects. Detailed excitation analysis fellowed by forced response analysis was done from the engine and pressure data to compare with the actual measured vibration. As results the vibration prediction for frame structures of reciprocating internal combustion engine was confirmed reliable to some extent.

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겨울철 보통강도 콘크리트의 부재 두께 변화에 따른 초기동해 피해분석 (An Analysis on the Early Frost Damage According to the Component Thickness Changes of the Normal Strength Concrete Slab in Winter)

  • 김태우;이영준;김동규;김대건;한민철;한천구
    • 한국건축시공학회:학술대회논문집
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    • 한국건축시공학회 2018년도 춘계 학술논문 발표대회
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    • pp.145-146
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    • 2018
  • In this study, the purpose of the study is to determine the depth of damage caused by early frost damage in concrete slab structures under the conditions of external temperature during winter. In other words, we intend to analyze the depth variation of the early frost damage as the thickness of the normal strength concrete slab members changes. As a result, the thinner the component was, the deeper the early frost damage was found to be, and the resulting increase in brightness of the concrete was delayed. and It is analyzed that under this test condition, an early frost damage was created with a thickness of 50 mm for the member and a thickness of 39 mm for the member of 300 mm.

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Classification of Pathological Voice Signal with Severe Noise Component

  • Li, Ta-O;Jo, Cheol-Woo
    • 음성과학
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    • 제10권4호
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    • pp.107-115
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    • 2003
  • In this paper we tried to classify the pathological voice signal with severe noise component based on two different parameters, the spectral slope and the ratio of energies in the harmonic and noise components (HNR), The spectral slope is obtained by using a curve fitting method and the HNR is computed in cepstrum quefrency domain. Speech data from normal peoples and patients are collected, diagnosed and divided into three different classes (normal, relatively less noisy and severely noisy data), The mean values and the standard deviations of the spectral slope and the HNR are computed and compared with in the three kinds of data to characterize and classify the severely noisy pathological voice signals from others.

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유연성을 가진 기계 시스템의 동역학 해석 (DYNAMIC ANALYSIS OF A MECHANICAL SYSTEM WITH FLEXIBLE BODIES)

  • 박태원;서종휘;정원선;채장수;서현석
    • 대한기계학회:학술대회논문집
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    • 대한기계학회 2001년도 춘계학술대회논문집B
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    • pp.422-427
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    • 2001
  • The component mode synthesis method allows the elastic deformation of each component in the flexible multibody system by a sum of modes and modal coordinates. This paper focuses on the selection of boundary conditions and deformation modes for redundantly constrained flexible components in mechanical system dynamics. The result of a flexible body dynamic analysis with only normal modes is used to identify proper boundary conditions of a static modes and a desired set of static modes which will be used in the final model. A simple four bar mechanism is used to explain the procedure and a space satellite with solar panels is analyzed using the proposed method.

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