• Title/Summary/Keyword: 동특성 예측

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Missing Value Estimation and Sensor Fault Identification using Multivariate Statistical Analysis (다변량 통계 분석을 이용한 결측 데이터의 예측과 센서이상 확인)

  • Lee, Changkyu;Lee, In-Beum
    • Korean Chemical Engineering Research
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    • v.45 no.1
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    • pp.87-92
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    • 2007
  • Recently, developments of process monitoring system in order to detect and diagnose process abnormalities has got the spotlight in process systems engineering. Normal data obtained from processes provide available information of process characteristics to be used for modeling, monitoring, and control. Since modern chemical and environmental processes have high dimensionality, strong correlation, severe dynamics and nonlinearity, it is not easy to analyze a process through model-based approach. To overcome limitations of model-based approach, lots of system engineers and academic researchers have focused on statistical approach combined with multivariable analysis such as principal component analysis (PCA), partial least squares (PLS), and so on. Several multivariate analysis methods have been modified to apply it to a chemical process with specific characteristics such as dynamics, nonlinearity, and so on.This paper discusses about missing value estimation and sensor fault identification based on process variable reconstruction using dynamic PCA and canonical variate analysis.

Comparison of Analysis Model on Soil Disaster According to Soil Characteristics (지반특성에 따른 토사재해 해석 모델 비교)

  • Choi, Wonil;Baek, Seungcheol
    • Journal of the Korean GEO-environmental Society
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    • v.18 no.6
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    • pp.21-30
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    • 2017
  • This study analyzed the ground characteristics region by designating 3 research areas, Anrim-dong in Chungju City, Busa-dong in Daejeon Metropolitan City and Sinan-dong in Andong City out of the areas subject to concentrated management to prepare for sediment disaster in downtown areas. The correlation between ground characteristics were observed by using characteristics (crown density, root cohesion, rainfall characteristics, soil characteristics) and the risk areas were predicted through sediment disaster prediction modeling. Landslide MAPping (LSMAP), Stability Index MAPping (SINMAP) and Landslide Hazard MAP (LHMAP) were used for the comparative analysis of the hazard prediction model for sediment disaster. As a result of predicting the sediment disaster danger, in case of SINMAP which was generally used, excessive range was predicted as a hazardous area and in case of the Korea Forest Service's landslide hazard map (LHMAP), the smallest prediction area was assessed. LSMAP predicted a medium range of SINMAP and LHMAP as hazardous area. The difference of the prediction results is that the analysis parameters of LSMAP is more diverse and engineering than two comparative models, and it is found that more precise prediction is possible.

Performance analysis with parameter errors in predictive control based T-type 3-level inverter (예측제어 기반의 T-타입 3-레벨 인버터에서 파라미터 오차에 따른 성능 분석)

  • Yoon, JongTae;Lee, KuiJun
    • Proceedings of the KIPE Conference
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    • 2018.07a
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    • pp.296-297
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    • 2018
  • 본 논문은 3상 T-type 3-레벨 인버터의 모델예측제어에 관한 연구이다. 모델예측제어는 시스템의 모델링을 통한 최적의 성능을 제공하는 제어기법으로 PI 제어보다 빠른 동특성을 갖지만, 정확한 파라미터 값이 요구된다. 본 논문에서는 시스템 파라미터 오차가 3상 T-type 3-레벨 인버터의 예측제어에서 어떤 영향을 주는지 알아보고 출력 파형을 분석한다.

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Identification of Frequency-Dependent Dynamic Characteristics of a Bump Structure for Gas-Foil Bearings via 1-DOF Shaker Tests Under Air Pressurization (가스 포일 베어링 범프 구조의 1 자유도 가진/가압 실험을 통한 주파수 의존 동특성 규명)

  • Sim, Kyuho;Park, Jisu;Lee, Sanghun
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.39 no.10
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    • pp.1029-1037
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    • 2015
  • Recently, the importance of rotordynamic stability has been increased because of the tendency to employ ultra-high speeds in rotating machinery. In particular, the dynamic characteristics of gas bearings for high-speed rotating machinery need to be identified at various excitation frequencies to predict the rotor's behavior. In this study, we perform dynamic loading tests for gas-foil bearings (GFBs) to determine the bump foil structure and an air-film combined bump-foil structure for varying excitation frequencies. We calculate the dynamic characteristics from the measured force and displacement data. The air film is generated by a pressurized air supply. Based on the results, the stiffness coefficients of the bump structure and the air-film combined bump structure increased, while the damping coefficients decreased at increasing excitation frequencies. Further, the stiffness and damping coefficients of the air-film combined structure show lower values than those of the bump structure. Consequently, we identify the frequency-dependent dynamic characteristics of the bump structure and the effect of gas film on the dynamic characteristics of GFBs. Furthermore, to reveal the effectiveness of the proposed method, we perform experiments and discuss two methods of extracting the dynamic characteristics from the measured data.

Vibrational analysis of the base supported washing machine considering the frictional effect in snubber (스너버의 마찰을 고려한 하부지지형 세탁기의 진동 해석)

  • 최상현;김주호;한창소;한동철
    • Proceedings of the Korean Society for Noise and Vibration Engineering Conference
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    • 1993.10a
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    • pp.99-105
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    • 1993
  • 본 연구에서는 세탁통 및 감속장치가 스너버(Snubber)와 지지 스프링에 의 해서 지지되는 하부지지형 세탁기를 모델로 선택하였으며, 시스템의 동특성 해석을 위하여 세탁기를 회전체를 갖는 강체 현가 시스템으로 모델링하고 운동방정식을 구하여 수치 해법을 적용하여 진동 특성을 계산하였다. 세탁기 의 진동 형태를 예측하기 위해서 밑판의 마찰 계수, 스터버의 곡률 반경, 지지 스프링 계수 및 위치 등을 진동량에 영향을 미치는 설계 변수로 선정하여 결과를 구하였으며, 이 자료들을 설계 변경시에 이용할 수 있게 하였다.

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Prediction of Structural Modified Design Parameter due to the Change of Dynamic Characteristic (동특성변화에 따른 구조물의 변경된 설계파라미터 예측)

  • 이정윤
    • Proceedings of the Korean Society of Machine Tool Engineers Conference
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    • 2004.04a
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    • pp.191-196
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    • 2004
  • This study proposed the analysis of mass position detection and modified stiffness due to the change of the mass and stiffness of structure by using the original and modified dynamic characteristics. The method is applied to examples of a cantilever and 3 degree of freedom by modifying the mass. The predicted detection of mass positions and magnitudes are in good agrement with these from the structural reanalysis using the modified mass.

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Vibration Experiment and Stability Prediction of a Universal Machining Center (만능형 머시닝센터의 진동실험 및 절삭안정성 예측)

  • 이신영;김종원
    • Proceedings of the Korean Society of Machine Tool Engineers Conference
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    • 2004.10a
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    • pp.219-224
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    • 2004
  • There have been many researches on machine tool vibration and chatter to obtain assessment procedure and more productivity. In this paper chatter limit is predicted on a universal machining center which used a parallel mechanism. The prediction method uses the combination of structural dynamic characteristics and cutting dynamics. So the dynamic characieristics were obtained by vibration experiments. We showed the unstable cutting conditions, and from them we could plot the unstable borderlines.

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Characterization of CNT/Polymer Nanocomposites using MD-based Multiscale Method (분자동역학에 기반한 멀티스케일 해석을 이용한 탄소나노튜브/고분자 복합재료의 특성 규명)

  • Yu, Su-Young;Yang, Seung-Hwa;Cho, Maeng-Hyo
    • Proceedings of the Computational Structural Engineering Institute Conference
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    • 2010.04a
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    • pp.554-557
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    • 2010
  • 본 논문에서는 동일한 체적분율 가지는 탄소나노튜브 나노복합재의 기계적 특성을 규명하였다. 동일한 chirality를 가지는 서로 다른 크기의 탄소나노튜브를 이용하여 탄소나노튜브의 크기가 복합재의 물성에 미치는 영향을 규명하였다. 복합재료의 분자동역학의 결과 탄소나노튜브의 길이방향의 물성은 크게 증가하나, 전단특성의 물성 강화효과를 나타나지 않았다. 이는 통해 탄소나노튜브와 기지재료 사이의 상호작용력이 복합재료의 전단력을 전달하고, 변형을 유지할 만큼 강하지 않다는 것을 확인하였다. 이와 같은 분자동역학 결과를 바탕으로 멀티스케일 모델을 개발하여 복합재료에서 나타나는 현상을 묘사하였다. 제안된 멀티스케일 모델을 이용하여 다양한 조건의 복합재료에 대한 특성 예측이 가능하다.

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Extension of Intra Chroma Prediction Modes and Mode Signaling for Internet Video Coding (IVC 의 색차성분 화면내 예측 모드 확장 및 시그널링 기법)

  • Yang, Anna;Park, Do-Hyun;Kim, Jae-Gon
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2016.06a
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    • pp.66-67
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    • 2016
  • 본 논문에서는 정지영상에 주로 적용되어 왔던 히스토그램 등화 (histogram equalization) 기법을 실시간 동영상 화질향상에 이용할 수 있도록 확장한다. 우선, 동영상의 히스토그램 등화를 실시간으로 동작하기 위한 방안으로, 이전 프레임들의 히스토그램을 이용하여 현재 프레임의 변환 함수를 구성하는 방법을 제안한다. 또한 페이드-인 (fade-in) 등과 같이 장면 전환을 위한 특수 효과를 적용한 동영상이나 장면의 특성상 낮은 화소값이나 높은 화소값들만으로 구성된 동영상에 대해 히스토그램 등화를 적용할 경우 발생하는 문제점을 극복하기 위한 방법을 제시한다. 따라서 제안하는 알고리듬을 적용하여 동영상의 히스토그램 등화를 수행하면 실시간 동영상 처리가 가능할 뿐만 아니라, 다양한 특수 기법들을 사용한 동영상을 효과적으로 개선하여 향상된 화질의 동영상을 얻을 수 있다.

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Design and Development of Thermoacoustic Rdfrierator : I. Acoustic Analysis of Resonator and Prediction of Energy Conversion (열음향 냉동기의 설계 및 개발 : I. 내부공간의 음향해석 및 에너지 변환 예측)

  • Park, Chul-Min;Ih, Jeong-Guon
    • The Journal of the Acoustical Society of Korea
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    • v.15 no.5
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    • pp.44-52
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    • 1996
  • Acoustical characteristics of internal pipe structures and a loudspeaker of the thermoacoustic refrigerator are analyzed by using the transfer matrix method. The resonator system is dismantled into verious basic acoustic elements, and then linearized transfer matrices are serially combined with the dynamical system of linearized loudspeaker model, that the total system of thermoacoustic refrigerator can be analyzed in terms of frequency characteristics and acoustic field shape. Additionally, by using equations for energy flow through the capillary stack, the temperature distribution over the stack is numerically estimated. After expressing the acoustic work flow, thermoacoustic flow, and energy loss per unit length in a single capillary duct by using the transverse functional variations, overall energy flow rate and energy balance are obtained for the whole capillary stack. The final expression for energy flow through the stack is numerically evaluated by varying physical parameters obtained from the sound field analysis. After confirming good agreements between predicted and experimental results for the interior sound field of a refrigerator model, the thermoacoustic characteristics of Hofler's apparatus is analyzed by the proposed method and it is observed that the results agree well with Hofler's experimental results.

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