• 제목/요약/키워드: Eigen Value

검색결과 189건 처리시간 0.021초

주성분 분석을 이용한 직선 검출에 대한 분석 (Analysis of Straight Line Detection Using PCA)

  • 오정수
    • 한국정보통신학회논문지
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    • 제19권9호
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    • pp.2161-2166
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    • 2015
  • 본 논문은 주성분 분석을 이용한 직선 검출 알고리즘을 분석하여 새로운 두 기능이 추가된 개선된 알고리즘을 제안한다. 첫 번째 기능은 검출된 직선을 통해 무효 화소를 제거하고 다시 직선을 검출하는 것이고, 두 번째 기능은 겹치지 않는 블록들에서 직선 검출을 통해 후보 직선들 선택하고, 각 후보 직선의 주변 화소들을 이용해 유효 직선을 검출하는 것이다. 제안된 알고리즘은 정제된 직선 영상에서는 기존 알고리즘보다 적은 계산량으로 더 정확한 직선을 검출하고 있다.

Simply supported boundary condition for bifurcation analysis of functionally graded material: Thickness control by exponential fraction law

  • Shadi Alghaffari;Muzamal Hussain;Mohamed A. Khadimallah;Faisal Al Thobiani;Hussain Talat Sulaimani
    • Advances in nano research
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    • 제14권4호
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    • pp.303-312
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    • 2023
  • In this study, the bifurcation analysis of functionally graded material is done using exponential volume fraction law. Shell theory of Love is used for vibration of shell. The Galerkin's method is applied for the formation of three equations in eigen value form. This eigen form gives the frequencies using the computer software MATLAB. The variations of natural frequencies (Hz) for Type-I and Type-II functionally graded cylindrical shells are plotted for exponential volume fraction law. The behavior of exponent of volume fraction law is seen for three different values. Moreover, the frequency variations of Type-I and -II clamped simply supported FG cylindrical shell with different positions of ring supports against the circumferential wave number are investigated. The procedure adopted here enables to study vibration for any boundary condition but for brevity, numerical results for a cylindrical shell with clamped simply supported edge condition are obtained and their analysis with regard various physical parameters is done.

환경평가를 위한 지표의 가중치 산정방법 결정 모형 (A Determinant Model for Methods to Calculate the Weighted Value of Each Indicator for Environmental Evaluation)

  • 이관규;양병이
    • 환경영향평가
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    • 제10권1호
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    • pp.59-71
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    • 2001
  • This study aims to propose a determinant model to select a method on calculating weight of each indicator for environmental evaluation. According to analyzing and comparing with three types of methods for calculating weights which are usually used to evaluate environment with indicators, the weights which were obtained by each type were all different from each other. This means that a differential weighting method must be applied to each of environmental evaluation studies. Therefore, a determinant model is required to determine weight-calculating methods. Three types of weighting methods, such as weighting by importance degree, weighting by eigen-value and weighting by analytic hierarchy process, were compared. Under the necessity, a determinant model was drawn for selecting a compatible method to calculate weights of indicators in environmental evaluation.

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Fuzzy C-means와 CONDENSATION을 이용한 객체 검출 및 추적 시스템 (An Object Detection and Tracking System using Fuzzy C-means and CONDENSATION)

  • 김종호;김상균;황구선;안상호;강병두
    • 한국산업정보학회논문지
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    • 제16권4호
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    • pp.87-98
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    • 2011
  • 동영상에서의 움직이는 객체 검출과 추적은 객체 식별, 상황인식, 지능형 영상 감시 시스템 등 많은 시각 기반 응용 시스템에서 기본적이고 필수적인 전처리 작업이다. 본 논문에서는 배경과 조명이 실시간으로 변화하는 상황에서 움직이는 객체를 빠르고 정확하게 추출하고 움직이는 객체가 다른 물체에 가려지는 경우에도 강인하게 객체를 추적하는 방법을 제안한다. 객체의 효과적인 검출을 위해서 효과적인 고유 공간과 Fuzzy C-means(FCM) 를 결합하여 사용하고 검출된 객체를 강인하게 추적하기 위해 Conditional Density Propagation (CONDENSATION) 알고리즘을 사용한다. 먼저 Principal Component Analysis(PCA)를 이용하여 배경 영상에서 수집한 학습데이터를 주성분(Principal component)으로 선형변환 한다. 주성분들의 고유 특성에 대한 해석을 통하여 객체와 배경에 대하여 판별 능력이 우수한 주성분을 선별하여 고유 배경을 구성한다. 다음으로 이전단계에서 구성된 고유 벡터와 입력 영상을 결합한 연산 결과를 FCM의 입력 값으로 사용해서 객체를 검출한다. 최종적으로 검출된 객체의 좌표를 CONDENSATION의 입력으로 사용해서 객체를 추적한다. 고정된 카메라에서 조명변화와 배경변화에 적용 가능한 시스템을 구현하기 위해 고정된 카메라에서 움직이는 다양한 객체가 포함된 영상을 수집하여 학습데이터로 구성하여 사용하였다. 실험 결과에 따르면 제안하는 방법이 조명변화와 배경변화 그리고 객체의 부분적 움직임에 모두 강인하게 객체를 검출하고 다른 물체나 배경에 의해 객체가 일부 가려지더라도 객체를 추적함을 보여준다.

최근접 이웃 결정방법 알고리즘을 이용한 도로교통안전표지판 영상인식의 구현 (A Study on the Implement of Image Recognition the Road Traffic Safety Information Board using Nearest Neighborhood Decision Making Algorithm)

  • 정진용;김동현;이소행
    • 경영과정보연구
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    • 제4권
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    • pp.257-284
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    • 2000
  • According as the drivers increase who have their cars, the comprehensive studies on the automobile for the traffic safety have been raised as the important problems. Visual Recognition System for radio-controled driving is a part of the sensor processor of Unmanned Autonomous Vehicle System. When a driver drives his car on an unknown highway or general road, it produces a model from the successively inputted road traffic information. The suggested Recognition System of the Road Traffic Safety Information Board is to recognize and distinguish automatically a Road Traffic Safety Information Board as one of road traffic information. The whole processes of Recognition System of the Road Traffic Safety Information Board suggested in this study are as follows. We took the photographs of Road Traffic Safety Information Board with a digital camera in order to get an image and normalize bitmap image file with a size of $200{\times}200$ byte with Photo Shop 5.0. The existing True Color is made up the color data of sixteen million kinds. We changed it with 256 Color, because it has large capacity, and spend much time on calculating. We have practiced works of 30 times with erosion and dilation algorithm to remove unnecessary images. We drawing out original image with the Region Splitting Technique as a kind of segmentation. We made three kinds of grouping(Attention Information Board, Prohibit Information Board, and Introduction Information Board) by RYB( Red, Yellow, Blue) color segmentation. We minimized the image size of board, direction, and the influence of rounding. We also minimized the Influence according to position. and the brightness of light and darkness with Eigen Vector and Eigen Value. The data sampling this feature value appeared after building the learning Code Book Database. The suggested Recognition System of the Road Traffic Safety Information Board firstly distinguished three kinds of groups in the database of learning Code Book, and suggested in order to recognize after comparing and judging the board want to recognize within the same group with Nearest Neighborhood Decision Making.

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A Fourier sine series solution of static and dynamic response of nano/micro-scaled FG rod under torsional effect

  • Civalek, Omer;Uzun, Busra;Yayli, M. Ozgur
    • Advances in nano research
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    • 제12권5호
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    • pp.467-482
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    • 2022
  • In the current work, static and free torsional vibration of functionally graded (FG) nanorods are investigated using Fourier sine series. The boundary conditions are described by the two elastic torsional springs at the ends. The distribution of functionally graded material is considered using a power-law rule. The systems of equations of the mechanical response of nanorods subjected to deformable boundary conditions are achieved by using the modified couple stress theory (MCST) and taking the effects of torsional springs into account. The idea of the study is to construct an eigen value problem involving the torsional spring parameters with small scale parameter and functionally graded index. This article investigates the size dependent free torsional vibration based on the MCST of functionally graded nano/micro rods with deformable boundary conditions using a Fourier sine series solution for the first time. The eigen value problem is constructed using the Stokes' transform to deformable boundary conditions and also the convergence and accuracy of the present methodology are discussed in various numerical examples. The small size coefficient influence on the free torsional vibration characteristics is studied from the point of different parameters for both deformable and rigid boundary conditions. It shows that the torsional vibrational response of functionally graded nanorods are effected by geometry, small size effects, boundary conditions and material composition. Furthermore, for all deformable boundary conditions in the event of nano-sized FG nanorods, the incrementing of the small size parameters leads to increas the torsional frequencies.

시스템 제너레이터 환경에서 순시 절대값을 이용한 가변스텝사이즈 적응알고리즘 (Variable Step Size Adaptive Algorithm using Instantaneous Absolute Value Based on System Generator)

  • 이채욱;류정탁
    • 한국산업정보학회논문지
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    • 제21권3호
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    • pp.1-6
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    • 2016
  • LMS 알고리즘에서, 시간영역의 적응알고리즘은 입력신호의 고유치 분포 폭이 넓게 분포되면, 수렴속도가 느려지기 때문에 가변 스텝 사이즈가 많이 사용된다. 그러나 이 경우 많은 계산량이 필요하다. 본 논문에서는 시간영역의 적응 알고리즘을 변환영역에서 수행한다. 그리고 수렴성능 향상과 계산량을 줄이기 위하여 평균오차의 순시 절대 값을 exponential 함수에 적용한 새로운 알고리즘을 제안한다. 그리고 시스템 제너레이터를 이용하여 시뮬레이션 및 검증을 하였다. 그 결과 순시 절대 값에 비례하여 변화하는 가변스텝사이즈의 적응알고리즘이 기존의 알고리즘과 비교하여 보다 안정되고 성능이 우수함을 입증하였다.

휴대폰 애플리케이션을 통한 타워전망대 동적특성 분석 (Analysis on Dynamic Characteristics of an Observatory Tower by Using Mobile-phone Application)

  • 문상현;윤성원
    • 한국공간구조학회논문집
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    • 제16권2호
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    • pp.47-54
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    • 2016
  • It is very important to calculate natural frequency of the observatory tower correctly because it is keenly affected by wind response vibration due to its large slenderness ratio, weight and small damping ratio. Additionally, suggestion equation of natural frequency being used in the design phase has considerable difference between actual measured value thereby making it inappropriate to be used in the serviceability design of the observatory tower. Therefore, this paper conducted an ambient vibration measuring on 10 observatory towers through mobile-phone application thereby calculating the natural frequency and comparing the result with the domestic and foreign standards and that of the eigen-value analysis. This paper suggested approximate equation of the natural frequency of the observatory tower; T=0.0266H. The square of the corelation coefficient is 0.940, which is high.

Critical buckling load optimization of the axially graded layered uniform columns

  • Alkan, Veysel
    • Structural Engineering and Mechanics
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    • 제54권4호
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    • pp.725-740
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    • 2015
  • This study presents critical buckling load optimization of the axially graded layered uniform columns. In the first place, characteristic equations for the critical buckling loads for all boundary conditions are obtained using the transfer matrix method. Then, for each case, square of this equation is taken as a fitness function together with constraints. Due to explicitly unavailable objective function for the critical buckling loads as a function of segment length and volume fraction of the materials, especially for the column structures with higher segment numbers, initially, prescribed value is assumed for it and then the design variables satisfying constraints are searched using Differential Evolution (DE) optimization method coupled with eigen-value routine. For constraint handling, Exterior Penalty Function formulation is adapted to the optimization cycle. Different boundary conditions are considered. The results reveal that maximum increments in the critical buckling loads are attained about 20% for cantilevered and pinned-pinned end conditions and 18% for clamped-clamped case. Finally, the strongest column structure configurations will be determined. The scientific and statistical results confirmed efficiency, reliability and robustness of the Differential Evolution optimization method and it can be used in the similar problems which especially include transcendental functions.

Correlation between frequency and Poisson's ratio: Study of durability of armchair SWCNTs

  • Muzamal Hussain;Mohamed A. Khadimallah;Abdelouahed Tounsi
    • Computers and Concrete
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    • 제32권3호
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    • pp.303-311
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    • 2023
  • An analysis of the Poisson's ratios influence of single walled carbon nanotubes (SWCNTs) based on Sander's shell theory is carried out. The effect of Poisson's ratio, boundary conditions and different armchairs SWCNTs is discussed and studied. The Galerkin's method is applied to get the eigen values in matrix form. The obtained results shows that, the decrease in ratios of Poisson, the frequency increases. Poisson's ratio directly measures the deformation in the material. A high Poisson's ratio denotes that the material exhibits large elastic deformation. Due to these deformation frequencies of carbon nanotubes increases. The frequency value increases with the increase of indices of single walled carbon nanotubes. The prescribe boundary conditions used are simply supported and clamped simply supported. The Timoshenko beam model is used to compare the results. The present method should serve as bench mark results for agreeing the results of other models, with slightly different value of the natural frequencies.