• 제목/요약/키워드: Two-dimensional reduction technique

검색결과 60건 처리시간 0.025초

Control effect and mechanism investigation on the horizontal flow-isolating plate for PI shaped bridge decks' VIV stability

  • Li, Ke;Qian, Guowei;Ge, Yaojun;Zhao, Lin;Di, Jin
    • Wind and Structures
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    • 제28권2호
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    • pp.99-110
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    • 2019
  • Vortex-Induced-Vibration (VIV) is one kind of the wind-induced vibrations, which may occur in the construction and operation period of bridges. This phenomenon can bring negative effects to the traffic safety or can cause bridge fatigue damage and should be eliminated or controlled within safe amplitudes.In the current VIV studies, one available mitigation countermeasure, the horizontal flow-isolating plate, shows satisfactory performance particularly in PI shaped bridge deck type. Details of the wind tunnel test are firstly presented to give an overall description of this appendage and its control effect. Then, the computational-fluid-dynamics(CFD) method is introduced to investigate the control mechanism, using two-dimensional Large-Eddy-Simulation to reproduce the VIV process. The Reynolds number of the cases involved in this paper ranges from $1{\times}10^5$ to $3{\times}10^5$, using the width of bridge deck as reference length. A field-filter technique and detailed analysis on wall pressure are used to give an intuitive demonstration of the changes brought by the horizontal flow-isolating plate. Results show that this aerodynamic appendage is equally effective in suppressing vertical and torsional VIV, indicating inspiring application prospect in similar PI shaped bridge decks.

Numerical Analysis of Flow Uniformity in Selective Catalytic Reduction (SCR) Process Using Computational Fluid Dynamics (CFD)

  • Shon, Byung-Hyun
    • International Journal of Advanced Culture Technology
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    • 제10권3호
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    • pp.295-306
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    • 2022
  • The NOx removal performance of the SCR process depends on various factors such as catalytic factors (catalyst composition, shape, space velocity, etc.), temperature and flow rate distribution of the exhaust gas. Among them, the uniformity of the flow flowing into the catalyst bed plays the most important role. In this study, the flow characteristics in the SCR reactor in the design stage were simulated using a three-dimensional numerical analysis technique to confirm the uniformity of the airflow. Due to the limitation of the installation space, the shape of the inlet duct was compared with the two types of inlet duct shape because there were many curved sections of the inlet duct and the duct size margin was not large. The effect of inlet duct shape, guide vane or mixer installation, and venturi shape change on SCR reactor internal flow, airflow uniformity, and space utilization rate of ammonia concentration were studied. It was found that the uniformity of the airflow reaching the catalyst layer was greatly improved when an inlet duct with a shape that could suppress drift was applied and guide vanes were installed in the curved part of the inlet duct to properly distribute the process gas. In addition, the space utilization rate was greatly improved when the duct at the rear of the nozzle was applied as a venturi type rather than a mixer for uniform distribution of ammonia gas.

The 2D Measurement of Soot Diameter and Number Density in a Diesel Engine Using Laser Induced Methods

  • Lee, Myung-Jun;Yeom, Jung-Kuk;Ha, Jong-Yul;Chung, Sung-Sik
    • Journal of Mechanical Science and Technology
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    • 제15권9호
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    • pp.1311-1318
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    • 2001
  • It is necessary to diagnose accurately the characteristics of soot formation and oxidation in a diesel engine. Whereas past measurement techniques for soot concentration give limited information for soot, laser-based two-dimensional imaging diagnostics have a potential to provide temporally and spatially superior resolved measurements of the soot distribution. The technique using laser sheet beam has been applied to an optically accessible diesel engine for the quantitative measurement of soot. The results provided the information for reduction of soot from the diesel engine. Both LIS (Laser Induced Scattering) and LII (Laser Induced Incandescence) techniques were used simultaneously in this study. The images of LIS and LII showed the quantitative distribution of the soot concentration in the diesel engine. In this study, several results were obtained by the simultaneous measurements of LIS and LII technique. The diameter and number density of soot in combustion chamber of the test engine were obtained from ATDC 20 degree to 110 degree. The soot diameter increased about 37% between ATDC 20 degree and 110 degree. The number density of soot, however, decreased significantly between ATDC 40 degree and 70 degree.

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국소교란이 있는 난류박리 재부착유동의 이산와류 수치해석 (Discrete Vortex Simulation of Turbulent Separated and Reattaching Flow With Local Perturbation)

  • 정용만;성형진
    • 대한기계학회논문집
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    • 제18권2호
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    • pp.479-491
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    • 1994
  • Discrete vortex method was applied for simulating an active control of turbulent leading- edge separation bubble. The leading-edge separation zone was perturbed by a time-dependent sinusoidal perturbation of different frequencies and levels. In order to describe the local sinusoidal perturbation at the separation point, a source pulsation vortex technique was proposed. The present two-dimensional vortex simulations were qualitatively compared with the experimental results for a blunt circular cylinder, where perturbation was introduced along the square-cut leading edge of the cylinder $(Kiya et al.^{(6,7)}).$ It was found that the reattachment length attained a minimum point at low levels of perturbation and two minima at a moderate higher perturbation frequency. The effects of local perturbation on the evolution of leading-edge separation bubble were scrutinized by comparing the perturbed flow with the natural flow. These comparisons were made for the distributions of mean velocity and its velocity fluctuations, intermittency and wall velocity. The motions of instantaneous reattachment in the space-time domain were demonstrated, which were also compared with the experimental findings. In order to investigate the reduction mehanism of reattachment length in the separation bubble, various cross-correlations for velocity and pressure and the relevant convection velocities were evaluated. It was observed that the convection velocity was closely associated with its corresponding pulsationg frequency.

분석변수들의 잠재공간 표현 (Representing variables in the latent space)

  • 허명회
    • 응용통계연구
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    • 제30권4호
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    • pp.555-566
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    • 2017
  • 다변량 자료에서 변수 수 p가 큰 경우 주성분분석 등 통상적인 차원축소는 효과적이지 못할 수 있다. 효과적인 시각화가 되려면 축소공간의 차원이 2-3 정도이어야 하는데, 관측개체의 잠재적 차원이 이보다 훨씬 큰 경우가 있기 때문이다. 이 논문은 분석변수들을 다수의 잠재 차원에 분할하여 차원축소적 방법으로 탐색하고 부분들의 유기적 관계를 시각화하는 이단계 작업을 제안한다. 분석변수들을 잠재 차원에 분할하는 "잠재변인 변수군집화" 방법으로는 R팩키지 ClustOfVar를 쓰고 개별 변수군집의 시각화를 위해서 주성분분석 행렬도(biplot)를, 개별 변수군집과 외부 잠재변인 또는 외적 변수 간 관계의 시각화를 위해서는 추가변수 끼워넣기(embedding supplementary variables) 기법을 활용한다.

3차원 효과를 고려한 암반사면의 안전율 변화에 관한 연구 (A Study on the Factor of Safety for Rock Slopes Based on Three Dimensional Effects)

  • 서옥근;이승호
    • 한국지반공학회논문집
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    • 제31권1호
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    • pp.47-52
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    • 2015
  • 사면안정분야의 해석과 설계에는 한계평형법(LEM)과 전단강도 감소기법(SSR)이 주로 사용된다. 이 두 방법은 2차원과 3차원 해석을 모두 수행할 수 있지만 많은 연구자들에 의해 전단강도 감소기법이 해석 변수에 대해 더욱 민감하게 반응하고 합리적인 결과를 산출한다고 알려져있다. 그러나 전단강도 감소기법의 모델링의 복잡함과 해석시간의 증가 등의 이유로 현계평형법이 여전히 일반적으로 사용되고 있다. 본 연구에서는 FLAC 3D를 사용하여 전단강도 감소기법을 통한 돌출된 암반사면의 3차원 효과에 대해 연구하였다. 수치해석 변수는 사면의 경사, 높이, 지반강도, 사면의 돌출길이이며 연구 결과 사면의 안전율은 암반의 강도보다 사면의 형상에 더 영향을 받는 것으로 나타났다.

이차원 타원형 날개꼴의 실속제어에서 간헐제트 브로잉의 효과 (Effects of Pulsating Jet Blowing on Stall Control of Two Dimensional Elliptic Airfoil)

  • 이기영;손명환;정형석
    • 한국항공우주학회지
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    • 제33권9호
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    • pp.1-8
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    • 2005
  • 이차원 타원형 날개꼴에서 펄스제트 브로잉에 의한 박리 제어 효과에 대하여 연구하였다. 박리 유동의 능동제어기술 개발을 위하여 압축공기를 사용하는 연속제트/간헐제트 엑츄에이터를 설계제작하여 타원형 날개 풍동 실험 모델에 장착하였다. 아음속 유동에서 날개 주위 유동장의 PIV 측정과 유동의 가시화을 통하여 간헐제트 브로잉의 타원형 날개의 실속제어 효과와 실용성에 대해 실험연구를 수행하였다. PIV 실험 결과 제트 브로잉에 의해 난류 후류 영역과 박리 버블의 크기를 현저하게 감소시킴으로써 박리제어가 가능함을 보였다. 간헐제트는 연속제트보다 박리제어에 보다 효과적이었다. 간헐제트의 주파수를 증가시키면 보다 높은 받음각에 이르기까지 난류 박리 후류를 효과적으로 억제할 수 있었다.

레이저 섬광법에 의한 압연된 저탄소강 판재의 열확산계수 측정 (Measurements of Thermal Diffusivity of Heavy Rolled Low Carbon Steel Plate With Laser Flash Technique)

  • 배신철;임동주
    • 대한기계학회논문집
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    • 제14권1호
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    • pp.157-171
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    • 1990
  • 본 연구에서는 저탄소강 판재가 소성변형을 하면 열확산계수가 변화하는가를 구명하려는 것이다. 재료의 소성변형은 압연법을 이용하며, 고온압연, 열간압연 및 냉간압연법으로 재료를 제작하여, 압연률을 변화시키면서 압연방법 및 압연률에 따르 는 변화를 규명하려 한다. 열확산계수의 측정은 레이저 섬광법으로 하며 온도를 실 온에서 500.deg. C 근처까지 변화시키면서 측정한다.

Two dimensional reduction technique of Support Vector Machines for Bankruptcy Prediction

  • Ahn, Hyun-Chul;Kim, Kyoung-Jae;Lee, Ki-Chun
    • 한국경영정보학회:학술대회논문집
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    • 한국경영정보학회 2007년도 International Conference
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    • pp.608-613
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    • 2007
  • Prediction of corporate bankruptcies has long been an important topic and has been studied extensively in the finance and management literature because it is an essential basis for the risk management of financial institutions. Recently, support vector machines (SVMs) are becoming popular as a tool for bankruptcy prediction because they use a risk function consisting of the empirical error and a regularized term which is derived from the structural risk minimization principle. In addition, they don't require huge training samples and have little possibility of overfitting. However. in order to Use SVM, a user should determine several factors such as the parameters ofa kernel function, appropriate feature subset, and proper instance subset by heuristics, which hinders accurate prediction results when using SVM In this study, we propose a novel hybrid SVM classifier with simultaneous optimization of feature subsets, instance subsets, and kernel parameters. This study introduces genetic algorithms (GAs) to optimize the feature selection, instance selection, and kernel parameters simultaneously. Our study applies the proposed model to the real-world case for bankruptcy prediction. Experimental results show that the prediction accuracy of conventional SVM may be improved significantly by using our model.

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Photon-counting linear discriminant analysis for face recognition at a distance

  • Yeom, Seok-Won
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • 제12권3호
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    • pp.250-255
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    • 2012
  • Face recognition has wide applications in security and surveillance systems as well as in robot vision and machine interfaces. Conventional challenges in face recognition include pose, illumination, and expression, and face recognition at a distance involves additional challenges because long-distance images are often degraded due to poor focusing and motion blurring. This study investigates the effectiveness of applying photon-counting linear discriminant analysis (Pc-LDA) to face recognition in harsh environments. A related technique, Fisher linear discriminant analysis, has been found to be optimal, but it often suffers from the singularity problem because the number of available training images is generally much smaller than the number of pixels. Pc-LDA, on the other hand, realizes the Fisher criterion in high-dimensional space without any dimensionality reduction. Therefore, it provides more invariant solutions to image recognition under distortion and degradation. Two decision rules are employed: one is based on Euclidean distance; the other, on normalized correlation. In the experiments, the asymptotic equivalence of the photon-counting method to the Fisher method is verified with simulated data. Degraded facial images are employed to demonstrate the robustness of the photon-counting classifier in harsh environments. Four types of blurring point spread functions are applied to the test images in order to simulate long-distance acquisition. The results are compared with those of conventional Eigen face and Fisher face methods. The results indicate that Pc-LDA is better than conventional facial recognition techniques.