• Title/Summary/Keyword: principle components analysis

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Modified Dual-Buck Inverter Based on Resonant Link

  • Chen, Rong;Zhang, Jia-Sheng;Liu, Wei
    • Journal of Power Electronics
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    • v.15 no.6
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    • pp.1421-1428
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    • 2015
  • The efficiency and reliability of the dual-buck inverter (DBI) were greatly improved by eliminating the shoot-through problem and optimally designing the freewheeling diode. The traditional DBI suffers from large harmonic components with low output voltage and large capacity output filter inductor. To overcome the aforementioned disadvantages, a modified DBI (MBDI) was proposed by adopting a quasi-resonant link and pulse density modulation (PDM). This paper first introduces the working principle of the MBDI and PDM, and then the selection principle of system parameters is presented. Finally, a mathematical model of the MBDIis built, and an experiment prototype is set up. Simulation and experimental results verify the correctness of the theoretical analysis and the feasibility of the scheme.

Spectral-Reflectance Estimation Using Adaptive Principle Component Analysis in Similar Color Region (유사 색상 영역의 적응적인 주성분 분석을 이용한 표면분광반사율 추정)

  • 권오설;이철희;이호근;하영호
    • Proceedings of the IEEK Conference
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    • 2003.07e
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    • pp.1767-1770
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    • 2003
  • This paper proposes an algorithm that can reduce the estimation error of surface spectral-reflectance(SR) when using a conventional 3-band RGB camera. In the proposed method, the estimation error is reduced by using adaptive principle components (PCs) for each color region. To build an adaptive set of PCs, n SR populations are organized for n PC sets using the Lloyd quantizer design algorithm. The Macbeth Color Checker is utilized for the initial representative SR values for 1485 Munsell color chips as the total color population, then the Munsell chips arc divided into subsets with a set of corresponding adaptive PCs organized for each subset.

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A study on the design of fault diagnostic system based on PCA (PCA-기반 고장 진단 시스템 설계에 관한 연구)

  • Lee, Young-Sam;Kim, Sung-Ho;Lee, Kee-Sang
    • Proceedings of the KIEE Conference
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    • 2002.07d
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    • pp.2272-2275
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    • 2002
  • PCA(Principle Component Analysis) has emerged as a useful tool for process monitoring and fault diagnosis. The general approach requires the user to identify the root cause by interpreting the residual or principle components. This could be tedious and often impossible for a large process. In this paper, PCA scheme is combined with the FCM-based fault diagnostic algorithm to enhance the diagnosistic results. The implementation of the PCA-FCM based fault diagnostic system is done and its application is illustrated on the two-tank system.

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High-Frequency Forward Transformer Linked PWM DC-DC Power Converter with Zero Voltage Switching and Zero Current Switching Bridge Legs

  • Moisseev, Serguei;Hamada, Satoshi;Ishitobi, Manabu;Hiraki, Eiji;Nakaoka, Mutsuo
    • Journal of Power Electronics
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    • v.2 no.4
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    • pp.278-287
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    • 2002
  • A novel zero-voltage and zero-current switching PWM DC-DC converter with lowered conduction losses is presented in this paper. A new double two-switch forward high frequency transformer type soft-switching converter topology is developed to minimize circulating currents occurs during freewheeling period. This converter has advantages as less number of the components, simple control principle under constant operation frequency, free of transformer Imbalance effect. The principle of operation is illustrated with steady-state analysis. Moreover, the effectiveness of the proposed converter topology is verified by implementation of a 500w-100kHz breadboard using IGBTs.

Effect of thickness stretching and multi-field loading on the results of sandwich piezoelectric/piezomagnetic MEMS

  • Xiaoping Zou;Gongxing Yan;Wangming Wu;Wenjie Yang;Weiwei Shi;Yuhusun Sun
    • Steel and Composite Structures
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    • v.46 no.4
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    • pp.485-495
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    • 2023
  • Bending static and stress investigation of a microplate of piezoelectric/piezomagnetic material subjected to combined multifield loading. Shear deformable as well as thickness stretched model is used for derivation of the kinematic relations. Multi field governing equations are derived analytically through principle of virtual work. the results are analytically obtained analytically including magnetic/electric potentials, displacement and stress components with variation in multifield loading parameters.

Comparative Analysis on the Characteristic of Typical Meteorological Year Applying Principal Component Analysis (주성분분석에 의한 TMY 특성 비교분석)

  • Kim, Shin Young;Kim, Chang Ki;Kang, Yong Heack;Yun, Chang Yeol;Jang, Gil Soo;Kim, Hyun-Goo
    • Journal of the Korean Solar Energy Society
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    • v.39 no.3
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    • pp.67-79
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    • 2019
  • The reliable Typical Meteorological Year (TMY) data, sometimes called Test Reference Year (TRY) data, are necessary in the feasibility study of renewable energy installation as well as zero energy building. In Korea, there are available TMY data; TMY from Korea Institute of Energy Research (KIER), TRY from the Korean Solar Energy Society (KSES) and TRY from Passive House Institute Korea (PHIKO). This study aims at examining their characteristics by using Principle Component Analysis (PCA) at six ground observing stations. First step is to investigate the annual averages of meteorological elements from TMY data and their standard deviations. Then, PCA is done to find which principle components are derived from different TMY data. Temperature and solar irradiance are determined as the main principle component of TMY data produced by KIER and KSES at all stations whereas TRY data from PHIKO does not show similar result from those by KIER and KSES.

A Study on the Safety Estimation of Low Pressure Torsion mounted Turbine Blade (비틀림 마운트형 저압 터빈 블레이드의 안전성 평가에 관한 연구)

  • 홍순혁;조석수;주원식
    • Journal of the Korean Society for Precision Engineering
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    • v.20 no.3
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    • pp.149-156
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    • 2003
  • The estimation of fatigue limit for the component with complicated shape is difficult than of standard fatigue specimen, due to complex test equipment. So, we substitute maximum principle stress from FEM results for fatigue limit diagram made by standard fatigue specimen. Then we can estimate endurance safety of component with high trust. The static stress analysis, the nonlinear contact stress analysis and the model analysis for turbine blade is performed by ANSYS ver. 5.6. the comparison of maximum static stress around hole with maximum contact stress between pun and hole can make the cause of fracture for turbine blade clear. The difference of fatigue limit between fatigue test by standard specimen and in-service mechanical components is due to surface roughness and machining condition etc. In in-service mechanical components, Goodman diagram has to consider surface roughness for failure analysis. To find fracture mechanism of torison-mounted blade in nuclear plant. This study performs the static stress, the nonlinear contact stress and the modal analysis on torison-mounted blade with finite element method and makes the estimation for safety of turbine blade.

Pattern Recognition for Typification of Whiskies and Brandies in the Volatile Components using Gas Chromatographic Data

  • Myoung, Sungmin;Oh, Chang-Hwan
    • Journal of the Korea Society of Computer and Information
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    • v.21 no.5
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    • pp.167-175
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    • 2016
  • The volatile component analysis of 82 commercialized liquors(44 samples of single malt whisky, 20 samples of blended whisky and 18 samples of brandy) was carried out by gas chromatography after liquid-liquid extraction with dichloromethane. Pattern recognition techniques such as principle component analysis(PCA), cluster analysis(CA), linear discriminant analysis(LDA) and partial least square discriminant analysis(PLSDA) were applied for the discrimination of different liquor categories. Classification rules were validated by considering sensitivity and specificity of each class. Both techniques, LDA and PLSDA, gave 100% sensitivity and specificity for all of the categories. These results suggested that the common characteristics and identities as typification of whiskies and brandys was founded by using multivariate data analysis method.

Defect Classification of Components for SMT Inspection Machines (SMT 검사기를 위한 불량유형의 자동 분류 방법)

  • Lee, Jae-Seol;Park, Tae-Hyoung
    • Journal of Institute of Control, Robotics and Systems
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    • v.21 no.10
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    • pp.982-987
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    • 2015
  • The inspection machine in SMT (Surface Mount Technology) line detects the assembly defects such as missing, misalignment, loosing, or tombstone. We propose a new method to classify the defect types of chip components by processing the image of PCB. Two original images are obtained from horizontal lighting and vertical lighting. The image of the component is divided into two soldering regions and one packaging region. The features are extracted by appling the PCA (Principle Component Analysis) to each region. The MLP (Multilayer Perceptron) and SVM (Support Vector Machine) are then used to classify the defect types by learning. The experimental results are presented to show the usefulness of the proposed method.