• 제목/요약/키워드: ensemble flow

검색결과 129건 처리시간 0.022초

촉매 변환기의 내부 유동장 측정-CFD 해석과 비교 (Flow Field Measurement in Catalytic Converter-Comparison with Computational Fluid Dynamics Analyses)

  • 유성출;장성국
    • 대한기계학회논문집B
    • /
    • 제38권3호
    • /
    • pp.197-202
    • /
    • 2014
  • 촉매 변환기의 효율은 촉매 물질이 포함되어 있는 하니콤 브릭 입구의 유동장 분포와 밀접한 관계가 있다. 하니콤 브릭 표면의 유동장 분포가 균일하지 않으면 시스템의 전환 효율이 감소하고 균일한 유동장 분포를 갖는 촉매 변환기에 비해 크기가 커져 제작비용도 증가한다. 따라서 촉매 변환기의 내부유동 해석은 매우 중요하다. 본 연구에서는 변환기 내부 하니콤 브릭 사이부분과 2번째 하니콤 브릭 출구부분의 유동분포를 단축을 따라 37.8 l/s와 94.4 l/s 유동영역에서 측정하였다. 또한, 자동차 제작사에서 이루어진 전산해석 결과를 측정 결과와 비교하여 실험적으로 검증하였다. 하니콤 브릭 사이부분의 ${\upsilon}$-속도분포 측정은 다소 변화하는 유동패턴이 형성되는 것을 보여주지만 입구 반대쪽 벽 부근영역에서 음의 유동장이 형성되고 음의 속도는 감소하여 중심 부근에서는 정체현상을 보이고 계속 입구 쪽까지 지속되는 것을 보여준다. 대부분의 속도 값에서 전산해석 결과는 측정치에 비하여 크게 나타났다.

자료동화 기법을 연계한 실시간 하천유량 예측모형 개발 (Development of Real-Time River Flow Forecasting Model with Data Assimilation Technique)

  • 이병주;배덕효
    • 한국수자원학회논문집
    • /
    • 제44권3호
    • /
    • pp.199-208
    • /
    • 2011
  • 본 연구에서는 연속형 강우-유출모형과 앙상블 칼만 필터 기법을 연계하여 실시간 하천유량 예측모형을 개발하고 자료동화로 인한 정확도 개선 정도를 평가하고자 한다. 대상유역은 안동댐 상류유역을 선정하고 2006.7.1~8.18과 2007.8.1~9.30의 홍수기간에 대해 평가를 수행하였다. 자료동화를 위한 모형 상태변수는 유역의 토양수분과 저류량 및 하도 저류량을 선정하였으며 하류 댐 지점의 관측유량을 이용하여 상태변수를 갱신하도록 모형을 설계하였다. 상태변수의 칼만게인 거동을 분석한 결과 모의유량은 관측유량으로 74% 이동한 것으로 나타났다. 예측강우를 관측강우와 동일하다고 가정하고 예측선행시간 1시간에 대해 자료동화 전 후의 모의유량을 분석한 결과 2006년과 2007년에 각각 49.6%와 33.1%의 정확도가 향상됨을 확인하였다. 이상의 결과로부터 실시간 하천유량 예측시스템에 자료동화기법을 연계할 경우 강우-유출모형만을 이용한 결과보다 정확한 홍수량 예측이 가능할 것으로 판단된다.

스테레오 PIV 기법에 의한 임펠러 와류유동의 3차원 구조측정 (Identification on the Three-Dimensional Vortical Structures of Impeller Flow by a Multi-Plane Stereoscopic PIV Method)

  • 윤상열;김경천
    • 대한기계학회:학술대회논문집
    • /
    • 대한기계학회 2001년도 춘계학술대회논문집E
    • /
    • pp.690-695
    • /
    • 2001
  • The three-dimensional spatial structures of impeller flow created by a six bladed Rushton turbine have identified based on the volumetric velocity information from multi-plane stereoscopic PIV measurements. A total of 10 planes with 2 mm space with a 50 mm by 64 mm size of the field of view were targeted. To reduce the depth of focus, we adopted an angle offset configuration which satisfied the Scheimpflug condition. The distortion compensation procedure was utilized during the in situ calibration. Phase-locked instantaneous data were ensemble averaged and interpolated in order to obtain mean 3-D, volumetric velocity fields on a 60 degree sector of a cylindrical ring volume enclosing the turbine blade. Using the equi-vorticity surface rendering, the spatial structure of the trailing vortices was clearly demonstrated. Detail flow characteristics of the radial jet reported in previous studies of mixer flows were easily identified.

  • PDF

3차원 CFD해석을 이용한 환형 역류형 연소기설계 (DESIGN OF ANNULAR REVERSIBLE COMBUSTOR WITH 3 DIMENSIONAL CFD ANALYSIS)

  • 나상권;심재경;박희호;이성준;전승배
    • 한국전산유체공학회:학술대회논문집
    • /
    • 한국전산유체공학회 2010년 춘계학술대회논문집
    • /
    • pp.247-251
    • /
    • 2010
  • It is very difficult to understand and estimate the heat transfer and flow characteristics in the combustor, which is one of main components in the Auxiliary Power Unit (APU), because its flow filed has very complex structure. In this paper, specified is characteristics of injection and flow through different air goles in the liner, which consist of large circular holes film cooling holes, and tangential air swirl holes. The durability of the liner depends on whether the surface of the liner is exposed to the hot gas over 1000 $^{\circ}C$ of a temperature or net. It is proved that the locations of hot spots estimated from the calculation using CFD are matched well with that from the test. In this study, CFD simulations were performed to examine the heat transfer and temperature distributions in and about a liner wall with film cooling on the wall. This computational study is based on the ensemble average continuity, compressible Navier-Stokes, energy, and PDF combustion equations closed by the standard $k-{\varepsilon}$ turbulence model with standard wall functions for the gas phase and the Fourier equations for conduction in the solid phase.

  • PDF

스테레오 PIV 기법에 의한 임펠러 와류유동의 3차원 구조측정 (Identification on the Three-Dimensional Vortical Structures of Impeller Flow by a Multi-Plane Stereoscopic PIV Method)

  • 윤상열;김경천
    • 대한기계학회논문집B
    • /
    • 제27권6호
    • /
    • pp.773-780
    • /
    • 2003
  • The three-dimensional spatial structures of impeller flow created by a six bladed Rushton turbine have identified based on the volumetric velocity information from multi-plane stereoscopic PIV measurements. A total of 10 planes with 2 mm space and a 50 mm by 64 mm size of the field of view were targeted. To reduce the depth of focus, we adopted an angle offset configuration which satisfied the Scheimpflug condition. The distortion compensation procedure was utilized during the in situ calibration. Phase-locked instantaneous data were ensemble averaged and interpolated in order to obtain mean 3-D. volumetric velocity fields on a 60 degree sector of a cylindrical ring volume enclosing the turbine blade. Using the equi-vorticity surface rendering, the spatial structure of the trailing vortices was clearly demonstrated. Detail flow characteristics of the radial jet reported in previous studies of mixer flows were easily identified.

Sketch Recognition Using LSTM with Attention Mechanism and Minimum Cost Flow Algorithm

  • Nguyen-Xuan, Bac;Lee, Guee-Sang
    • International Journal of Contents
    • /
    • 제15권4호
    • /
    • pp.8-15
    • /
    • 2019
  • This paper presents a solution of the 'Quick, Draw! Doodle Recognition Challenge' hosted by Google. Doodles are drawings comprised of concrete representational meaning or abstract lines creatively expressed by individuals. In this challenge, a doodle is presented as a sequence of sketches. From the view of at the sketch level, to learn the pattern of strokes representing a doodle, we propose a sequential model stacked with multiple convolution layers and Long Short-Term Memory (LSTM) cells following the attention mechanism [15]. From the view at the image level, we use multiple models pre-trained on ImageNet to recognize the doodle. Finally, an ensemble and a post-processing method using the minimum cost flow algorithm are introduced to combine multiple models in achieving better results. In this challenge, our solutions garnered 11th place among 1,316 teams. Our performance was 0.95037 MAP@3, only 0.4% lower than the winner. It demonstrates that our method is very competitive. The source code for this competition is published at: https://github.com/ngxbac/Kaggle-QuickDraw.

Effects of Individual Sweating Response on Changes in Skin Blood Flow and Temperature Induced by Heat of Sorption Wearing Cotton Ensemble

  • Tanaka, Kaori;Hirata, Kozo
    • 한국의류산업학회지
    • /
    • 제2권5호
    • /
    • pp.398-404
    • /
    • 2000
  • We examined the effect of individual sweating responses on thermoregulatory responses induced by heat of sorption, immediately after the onset of sweating. The present study consists of two experiments. In experiment 1, made of 100% cotton (C) and 100% polyester (P) clothing were exposed in the chamber at ambient temperature (Ta) of $27.2^{\circ}C$ and relative humidity (rh) raised from 50% to 95% at five different increase rates of environmental vapor pressure (VP). The increase rate of clothing surface temperature (Tcs), peak Tcs and peak time showed significant correlation with the increase rate of environmental VP in C-clothing (p<0.05). In experiment 2, seven female subjects were studied during leg water immersion ($35-41^{\circ}C$) for 70min in Ta of 27.2 and 50%rh. There were significant positive correlations in the increase rate of clothing microclimate VP vs. changes in Tcs, skin blood flow, mean skin temperature and mean body temperature (p<0.05). The present results showed that individual clothing microclimate VP had significant effects on thermoregulatory responses induced by heat of sorption wearing C ensembles.

  • PDF

강우자료의 불확실성을 고려한 강우 유출 모형의 적용 (Application of Rainfall Runoff Model with Rainfall Uncertainty)

  • 이효상;전민우;발린 다니엘라;로드 미하엘
    • 한국수자원학회논문집
    • /
    • 제42권10호
    • /
    • pp.773-783
    • /
    • 2009
  • 강우유출모형의 입력 자료로 사용되는 강우 관측 자료의 불확실성이 유량예측에 미치는 영향을 분석하기 위하여 모형변수 검정의 불확실성 연구에서 사용하는 GLUE (Generalized Likelihood Uncertainty Estimation)방법을 입력 자료 부분으로 확장하여 적용 하였다. 독일의 Weida 유역의 강우 관측 자료를 바탕으로 구조적 및 비구조적인 불확실성 부분을 각각 구조적인 오차 수정 과정과 DUE (Data Uncertainty Engine)을 통하여 강우자료를 구성하였다. 이를 유역의 수문학적 작용을 고려하기 위해 선정한 집중형 강우유출모형, PDM (Probability Distribution Model)에 MC (Monte Carlo)와 GLUE 방법을 활용하여 적용하였다. MC검정변수들의 검정 후 반응 표면(Posterior response surface)을 검토하고 GLUE 의 반응검정 모형변수(Behavioural model parameter set)를 선택, 간략한 GLUE 유량곡선들을 계산하였다. 계산된 GLUE 유량곡선들을 모두 합하여 앙상블 유량을 산정하고, 이 유량의 90 분위를 강우량자료 및 모형변수 검정의 불확실성을 고려한 신뢰구간으로 제시하였다. PDM 모형의 결과는 유량곡선의 전구간에서 안정적인 모의 능력을 보여주고 있으나, 첨두유량 부분이 적게 산정되는 문제점을 보이고 있다. 본 연구에서 상대적으로 적은 수의 강우 시나리오 및 반응검정 모형변수의 적용이라는 한계에도 불구하고, GLUE 방법을 강우관측자료의 불확실성 부분으로 확장하여 강우자료 및 변수 검정의 불확실성을 고려한 모의된 유량예측의 신뢰구간의 적용가능성을 보여주고 있다.

Stereoscopic PIV 기법을 이용한 선박용 프로펠러 후류의 3차원 속도장 측정 (Three Component Velocity Field Measurements of Turbulent Wake behind a Marine Propeller Using a Stereoscopic PIV Technique)

  • 이상준;백부근;윤정환
    • 대한기계학회논문집B
    • /
    • 제27권12호
    • /
    • pp.1716-1723
    • /
    • 2003
  • A stereoscopic PIV(Particle Image Velocimetry) technique was employed to measure the 3 dimensional flow structure of turbulent wake behind a marine propeller with 5 blades. The out-of-plane velocity component was determined using two CCD cameras with the angular displacement configuration. Four hundred instantaneous velocity fields were measured for each of four different blade phases and ensemble averaged to investigate the spatial evolution of the propeller wake in the near-wake region from the trailing edge to one propeller diameter(D) downstream. The phase-averaged velocity fields show the potential wake and the viscous wake developed along the blade surfaces. Tip vortices were generated periodically and the slipstream contraction occurs in the near-wake region. The out-of-plane velocity component and strain rate have large values at the locations of tip and trailing vortices. As the flow goes downstream, the turbulence intensity, the strength of tip vortices and the magnitude of out-of-plane velocity component at trailing vortices are decreased due to viscous dissipation, turbulence diffusion and blade-to-blade interaction.

PIV 기법을 이용한 비등온 부력제트의 유동구조에 관한 연구 (Velocity Field Measurements of a Vertical Turbulent Buoyant Jet Using a PIV Technique)

  • 신대식;윤정환;이상준
    • 대한기계학회논문집B
    • /
    • 제25권5호
    • /
    • pp.611-618
    • /
    • 2001
  • The flow characteristics of a turbulent buoyant jet were experimentally investigated using a single-frame PIV system. The Reynolds number based on the nozzle exit velocity and nozzle diameter was about Re=5$\times$10$^3$. The instantaneous velocity fields in the streamwise plane passing the jet axis were measured in the near field X/D <11 with and without the temperature gradient. By ensemble averaging the instantaneous velocity fields, the spatial distributions of mean velocity, vorticity, and higher-order statistics up to third order were obtained. The temperature difference of 10$\^{C}$ does not affect a significant influence to the flow structure in the near field, but the total entrainment rate is increased slightly. The entrainment rate shows a linear variation with the streamwise distance in the region after X/D=5.0.