• 제목/요약/키워드: Dimensional reduction method

검색결과 563건 처리시간 0.032초

Seismic force reduction factor for steel moment resisting frames with supplemental viscous dampers

  • Serror, M. Hassanien;Diab, R. Adel;Mourad, S. Ahmed
    • Earthquakes and Structures
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    • 제7권6호
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    • pp.1171-1186
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    • 2014
  • Damping is one of the parameters that control the performance of structures when they are subjected to seismic, wind, blast or other transient shock and vibration disturbances. By adding supplemental viscous dampers, the energy input from a transient deformation is absorbed, not only by the structure itself, but also by the supplemental dampers. The aim of this study is to evaluate the values of both damping and ductility reduction factors for steel moment resisting frames with supplemental linear viscous dampers. Two-dimensional finite element models have been established for a range of low to mid rise buildings with different parameters: number of floors; number of bays; and number of dampers with different supplemental damping ratios (from 5% to 30%). A parametric study has been performed using time history analyses and a well-documented research method (N2-method). In addition, an equation has been proposed for each reduction factor based on regression analysis for the obtained results. The results of the Time history analyses are compared with those of a modified N2-method. Moreover, a comparison with values specified in the European code EC8 and the Egyptian code ECP-201 has been performed.

해석적인 방법을 이용한 Cogging Torque 저감을 위한 영구자석형 전동기 형상 설계 (Cogging Torque Reduction Design of Permanent Magnet Motor Using Analytical Method)

  • 방량;이병화;홍정표
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2009년도 제40회 하계학술대회
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    • pp.676_677
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    • 2009
  • In this paper, an analytical method used for predicting the magnetic field distribution and cogging torque characteristic in a permanent magnet synchronous motor (PMSM) is presented. The magnetic field is analyzed with the space harmonic analysis, and the cogging torque is calculated based on the air-gap field distribution and slot-opening effect considered by relative permeance. The validity of the presented analytical method is confirmed by 2-dimensional finite element analysis (FEA). Then this analytical method combines with response surface methodology (RSM) is applied to the prototype PMSM model rebuilding in order to minimize the cogging torque. Finally, an optimized PMSM model is built and the cogging torque reduction is confirmed by FEA.

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얼굴의 대칭성을 이용하여 조명 변화에 강인한 2차원 얼굴 인식 시스템 설계 (Design of Two-Dimensional Robust Face Recognition System Realized with the Aid of Facial Symmetry with Illumination Variation)

  • 김종범;오성권
    • 전기학회논문지
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    • 제64권7호
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    • pp.1104-1113
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    • 2015
  • In this paper, we propose Two-Dimensional Robust Face Recognition System Realized with the Aid of Facial Symmetry with Illumination Variation. Preprocessing process is carried out to obtain mirror image which means new image rearranged by using difference between light and shade of right and left face based on a vertical axis of original face image. After image preprocessing, high dimensional image data is transformed to low-dimensional feature data through 2-directional and 2-dimensional Principal Component Analysis (2D)2PCA, which is one of dimensional reduction techniques. Polynomial-based Radial Basis Function Neural Network pattern classifier is used for face recognition. While FCM clustering is applied in the hidden layer, connection weights are defined as a linear polynomial function. In addition, the coefficients of linear function are learned through Weighted Least Square Estimation(WLSE). The Structural as well as parametric factors of the proposed classifier are optimized by using Particle Swarm Optimization(PSO). In the experiment, Yale B data is employed in order to confirm the advantage of the proposed methodology designed in the diverse illumination variation

Results of Discriminant Analysis with Respect to Cluster Analyses Under Dimensional Reduction

  • Chae, Seong-San
    • Communications for Statistical Applications and Methods
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    • 제9권2호
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    • pp.543-553
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    • 2002
  • Principal component analysis is applied to reduce p-dimensions into q-dimensions ( $q {\leq} p$). Any partition of a collection of data points with p and q variables generated by the application of six hierarchical clustering methods is re-classified by discriminant analysis. From the application of discriminant analysis through each hierarchical clustering method, correct classification ratios are obtained. The results illustrate which method is more reasonable in exploratory data analysis.

로지스틱 회귀 분석을 이용한 스펨 필터링의 특징 축소 (Features Reduction using Logistic Regression for Spam Filtering)

  • 정용규;이범준
    • 한국인터넷방송통신학회논문지
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    • 제10권2호
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    • pp.13-18
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    • 2010
  • 오늘날의 스팸 메일이 메일 서버와 네트워크 저장장치의 대부분을 차지함으로 인해 네트워크 부하와 같은 부정적인 문제가 발생하고 있으며 사용자 입장에서는 스팸을 삭제하기 위한 시간과 자원 소모 같은 문제를 가지고 있다. 자동 스팸 메일 필터링은 문제 해결위한 필수적인 요소로 부각 되었다. 대표적인 방법은 나이브 베이지안 방법과 달리 PCA를 통하여 많은 차원을 가지는 스팸 테이터 집합을 몇 개의 주축으로 차원을 축소 시켜 연차 처리의 부담을 줄이고 특정 집으로 분류를 위한 로지스틱 회귀 분석 방법을 사용하여 스팸 필터링을 하였다. 이를 통하여 속도와 성능 두가지의 성과를 얻을 수 있었다.

보강재로 보수된 균열평판의 파괴역학적 해석(I) (Fracture Mechanics Analysis of Cracked Plate Repaired by Patch (I))

  • 정기현;양원호;조명래
    • 대한기계학회논문집A
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    • 제24권8호
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    • pp.2000-2006
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    • 2000
  • The enhancement of service life of damaged or cracked structures is currently major issue to the researchers and engineers. In order to improve the life of cracked aging aircraft structures, the repair technique which uses adhesively bonded boron/epoxy composite patches is being widely considered as a cost-effective and reliable method. This paper is to study the performance of the bonded composite patch repair of a plate containing an inclined central through-crack. A 3-dimensional finite element method having three layers to the cracked plate, composite patch and adhesive layer, is used to compute the stress intensity factor. In this paper, the reduction of stress intensity factors near the crack-tip are determined to evaluate the effects of various non-dimensional design parameter including composite patch thickness, and material properties of the composite patch and thickness of the adhesive layer, materials of patch etc., and the crack length, Finally, The problem of how to optimize the patch geometric configurations has been discussed.

이차원 퓨리에 변환의 크기와 위상을 이용한 커버곡 검색 (Cover song search based on magnitude and phase of the 2D Fourier transform)

  • 서진수
    • 한국음향학회지
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    • 제37권6호
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    • pp.518-524
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    • 2018
  • 라이브 음악 또는 리메이크를 통해서 재발매된 음악을 원곡의 커버곡이라 부른다. 본 논문은 고속 커버곡 검색을 위한 특징 축약을 위해 2차원 퓨리에 변환을 이용하는 방법을 연구하였다. 이차원 퓨리에 변환은 조변화에 대해서 불변성을 가지고 있으므로, 커버곡 검색을 위한 특징 축약 방법으로 적합하다. 기존 퓨리에 변환 방법에서는 크기값 만을 활용하였으나, 본 논문에서는 인접한 크로마 블록은 같은 조변화를 가진다는 가정하에 위상 정보를 추가로 활용하는 방법을 제안하였다. 두 가지 커버곡 실험 데이터셋에서 성능 비교를 수행하였으며, 제안된 방법이 기존 방법에 비해서 우수한 커버곡 검색 정확도를 보임을 확인하였다.

Three-dimensional free vibration analysis of functionally graded fiber reinforced cylindrical panels using differential quadrature method

  • Yas, M.H.;Aragh, B. Sobhani;Heshmati, M.
    • Structural Engineering and Mechanics
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    • 제37권5호
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    • pp.529-542
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    • 2011
  • Three dimensional solutions for free vibrations analysis of functionally graded fiber reinforced cylindrical panel are presented, using differential quadrature method (DQM). The orthotropic panel is simply supported at the edges and is assumed to have an arbitrary variation of reinforcement volume fraction in the radial direction. Suitable displacement functions that identically satisfy the simply supported boundary condition are used to reduce the equilibrium equations to a set of coupled ordinary differential equations with variable coefficients, which can be solved by differential quadrature method to obtain natural frequencies. The main contribution of this work is presenting useful results for continuous grading of fiber reinforcement in the thickness direction of a cylindrical panel and comparison with similar discrete laminate composite ones. Results indicate that significant improvement is found in natural frequency of a functionally graded fiber reinforced composite panel due to the reduction in spatial mismatch of material properties.

냉간단조품의 정밀도향상을 위한 금형해석 기법 (Methodology of tool analysis to improve the accuracy of cold forged parts)

  • Kim, T.H.;Kim, B.M.;Park, J.C.
    • 한국정밀공학회지
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    • 제12권1호
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    • pp.29-37
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    • 1995
  • In many metal forming processes, it is common to use stress rings for reducing elastic deformation and failures of forming dies. But, shrink fit of dies inner diameter of die insert, machining is reuqired after shrink fit processes. The reduction of inner diameter can be predicted by the analysis of elastic-plastic finite element method. The dimension of dies before shrink fit can be determined to minimize or remove machining after shrink fit processes by deformation analysis of die. The computation of contacting stresses along die surface was analyzied by rigid plasitic finite element method, and data were interpolated by the contact search algorithm. In this paper, we propose the analysis method of forging dies after shrink fit and forming to improve dimensional accuracy of final products.

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Refinement of Document Clustering by Using NMF

  • Shinnou, Hiroyuki;Sasaki, Minoru
    • 한국언어정보학회:학술대회논문집
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    • 한국언어정보학회 2007년도 정기학술대회
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    • pp.430-439
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    • 2007
  • In this paper, we use non-negative matrix factorization (NMF) to refine the document clustering results. NMF is a dimensional reduction method and effective for document clustering, because a term-document matrix is high-dimensional and sparse. The initial matrix of the NMF algorithm is regarded as a clustering result, therefore we can use NMF as a refinement method. First we perform min-max cut (Mcut), which is a powerful spectral clustering method, and then refine the result via NMF. Finally we should obtain an accurate clustering result. However, NMF often fails to improve the given clustering result. To overcome this problem, we use the Mcut object function to stop the iteration of NMF.

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