• 제목/요약/키워드: synthetic flow data

검색결과 77건 처리시간 0.031초

LES을 이용한 후향 계단 유동에서의 Synthetic turbulence 효과 연구 (Synthetic Turbulence Effect in Subsonic Backward Facing Step Flow Using LES)

  • 안상훈;성홍계
    • 항공우주시스템공학회지
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    • 제13권6호
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    • pp.1-8
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    • 2019
  • 아음속 유동이 흐르는 후향 계단에서, 입구 경계면에서의 난류를 모사하는 3가지 기법을 조사하였다. 입구 경계면으로 유입되는 평균 유동장과 레이놀즈 응력 프로파일은 실험에서 측정된 결과를 사용하였으며, 입구 경계면의 난류 유동 모사기법으로 synthetic eddy method(SEM), 무작위 변동(random noise) 그리고 균일한 유동 조건(uniform)을 사용하였다. 3차원 유동장의 난류 유동의 모사를 위해 대와동모사(Large Eddy Simulation, LES)를 적용하였다. 3가지 기법에 대한 입구 경계면으로 유입된 유동의 난류 특성과 유동의 재 부착(reattachment) 거리와 속도, 레이놀즈 응력(Reynolds stress)을 비교하였다.

통계적 난류합성 모델을 이용한 원심홴 내부 광대역 소음 예측 (Prediction of Internal Broadband Noise of a Centrifugal Fan Using Stochastic Turbulent Synthetic Model)

  • 허승;김대환;정철웅;김태훈
    • 한국소음진동공학회논문집
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    • 제21권12호
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    • pp.1138-1145
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    • 2011
  • The internal broadband noise of a centrifugal fan in a household refrigerator is predicted using hybrid CAA techniques based on stochastic turbulent synthetic model. First, the unsteady flow field around the centrifugal fan is predicted using computational fluid dynamics(CFD) method. Then, the turbulent flow field is synthesized by applying the stochastic turbulent synthetic technique to the predicted flow field. The aerodynamic noise sources of the centrifugal fan are modeled on a basis of the synthesized turbulent field. Finally, the internal broadband noise of the centrifugal fan is predicted using the boundary element method(BEM) and the modeled sources. The predicted noise spectrum is compared with the experimental data. It is found that the predicted result closely follows the experimental data. The proposed method can be used as an effective tool for designing low-noise fans without expensive computational cost required generally for the LES and DNS simulations to resolve the turbulence flow field responsible for the broadband noise.

통계적난류합성모델을 이용한 원심홴 내부 광대역 소음 예측 (Prediction of internal broadband noise of a centrifugal fan using stochastic turbulent synthetic model)

  • 허승;김대환;정철웅;김태훈
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2011년도 추계학술대회 논문집
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    • pp.627-632
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    • 2011
  • The internal broadband noise of a centrifugal fan in a household refrigerator is predicted by using hybrid CAA technique based on stochastic turbulent synthetic model. First, the unsteady flow field around the centrifugal fan is predicted using Computational Fluid Dynamics (CFD) method. Then, the turbulent flow field is synthesized by applying the stochastic turbulent synthetic technique to the predicted flow field. The aerodynamic noise sources of the centrifugal fan are modeled on a basis of the synthesized turbulent field. Finally, the broadband noise of the centrifugal fan is predicted using Boundary Element Method (BEM) and the modeled sources. The predicted result is compared with the experimental data. It is found that the predicted result closely follows the experimental data. The proposed method can be used as an effective tool for designing low-noise fans without expensive computational cost required generally for the LES and DNS simulations to resolve the turbulence flow field responsible for the broadband noise.

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Synthetic Jet 주위 유도 와류에 대한 수치 해석 (NUMERICAL INVESTIGATION OF VORTICAL FLOW INDUCED BY A SYNTHETIC JET ACTUATOR)

  • 박수형;사정환;유영훈
    • 한국전산유체공학회:학술대회논문집
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    • 한국전산유체공학회 2006년도 추계 학술대회논문집
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    • pp.120-125
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    • 2006
  • Piezoelectric actuators have been investigated for flow control in the field of fluid dynamics. Numerical simulation for a single diaphragm piezoelectric actuator operating in quiescent air is performed to investigate the complex flow field around the slot exit. A periodic velocity transpiration condition is applied to simulate the effect of the moving diaphragm. The computational results for the flow field around the slot exit agree well with the experimental data. The results also show that low pressure regions due to the vortex pairing cause non-monotonic variations in the vertical velocity.

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물리 기반 인공신경망을 이용한 PIV용 합성 입자이미지 생성 (Generation of Synthetic Particle Images for Particle Image Velocimetry using Physics-Informed Neural Network)

  • 최현조;신명현;박종호;박진수
    • 한국가시화정보학회지
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    • 제21권1호
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    • pp.119-126
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    • 2023
  • Acquiring experimental data for PIV verification or machine learning training data is resource-demanding, leading to an increasing interest in synthetic particle images as simulation data. Conventional synthetic particle image generation algorithms do not follow physical laws, and the use of CFD is time-consuming and requires computing resources. In this study, we propose a new method for synthetic particle image generation, based on a Physics-Informed Neural Networks(PINN). The PINN is utilized to infer the flow fields, enabling the generation of synthetic particle images that follow physical laws with reduced computation time and have no constraints on spatial resolution compared to CFD. The proposed method is expected to contribute to the verification of PIV algorithms.

영상코드화 기법을 이용한 PIV 알고리듬에 대한 연구 (A Research on the PIV Algorithm Using Image Coding)

  • 김성균
    • 대한기계학회논문집B
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    • 제24권2호
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    • pp.153-160
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    • 2000
  • A Particle Image Velocimetry(PIV) algorithm is developed to analyze whole flow field both qualitatively and quantitatively. The practical use of PIV requires the use of fast, reliable, computer-based methods for tracking numerous particles suspended in a flow field. The TSS, NTSS, FFT-Hybrid, which are developed in the area of image compression and coding, are introduced to develop fast vector search algorithm. The numerical solution of the lid-driven cavity flow by the ADI algorithm with the Wachspress Formula is introduced to produce synthetic data for the validation of the tracking algorithms. The algorithms are applied to image data of real flow experiments. The comparisons in CPU time and mean error show, with a small loss of accuracy, CPU time for tracking is reduced considerably.

임베디드 웹서버를 이용한 Synthetic Jet Actuator의 풍동실험장치 개발 (A Development of Wind Tunnel Test System for Synthetic Jet Actuator with Embedded Web Server)

  • 정규홍
    • 대한기계학회논문집A
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    • 제29권5호
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    • pp.639-646
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    • 2005
  • As the internet communication is prevalent in recent years, it becomes quite possible to monitor and control some mechanical plants from the remote place through the TCP/IP communication. Such a concept is expected to be applied to many industrial systems fur easy maintenance and trouble shooting as well as various kinds of expensive test equipments fo. sharing. Synthetic jet actuate.(SJA) is a kind of high-lifting device to prevent flow separation at high angle of attack and its use for flow control has received a great amount of attention. In this research, remote control and data monitoring system for SJA wind tunnel test is implemented by TCP/IP communication with DSP as a embedded web server. From the tests performed with embedded server, it showed the possibility of reliable remote control system design utilizing the internet communication.

A STUDY ON THE PARAMETER ESTIMATION OF SNYDER-TYPE SYNTHETIC UNIT-HYDROGRAPH DEVELOPMENT IN KUM RIVER BASIN

  • Jeong, Sang-man;Park, Seok-Chae;Lee, Joo-Heon
    • Water Engineering Research
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    • 제2권4호
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    • pp.219-229
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    • 2001
  • Synthetic unit hydrograph equations for rainfall run-off characteristics analysis and estimation of design flood have long and quite frequently been presented, the Snyder and SCS synthetic unit hydrograph. The major inputs to the Snyder and SCS synthetic unit hydrograph are lag time and peak coefficient. In this study, the methods for estimating lag time and peak coefficient for small watersheds proposed by Zhao and McEnroe(1999) were applied to the Kum river basin in Korea. We investigated lag times of relatively small watersheds in the Kum river basin in Korea. For this investigation the recent rainfall and stream flow data for 10 relatively small watersheds with drainage areas ranging from 134 to 902 square kilometers were gathered and used. 250 flood flow events were identified along the way, and the lag time for the flood events was determined by using the rainfall and stream flow data. Lag time is closely related with the basin characteristics of a given drainage area such as channel length, channel slope, and drainage area. A regression analysis was conducted to relate lag time to the watershed characteristics. The resulting regression model is as shown below: ※ see full text (equations) In the model, Tlag is the lag time in hours, Lc is the length of the main river in kilometers and Se is the equivalent channel slope of the main channel. The coefficient of determinations (r$^2$)expressed in the regression equation is 0.846. The peak coefficient is not correlated significantly with any of the watershed characteristics. We recommend a peak coefficient of 0.60 as input to the Snyder unit-hydrograph model for the ungauged Kum river watersheds

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계절별 기후요건과 유황을 고려한 주지하수감수곡선에 대한 연구 (Research on Master Recession Curve (MRC) Considering Seasonality and Flow Condition)

  • 양동석;이서로;금동혁;임경재
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2018년도 학술발표회
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    • pp.317-317
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    • 2018
  • Baseflow which is one of the unmeasurable components of streamflow and slowly flows through underground is important for water resource management. Despite various separation methods from researches preceded, it is difficult to find a significant separation method for baseflow separation. This study applied the MRC method and developed the improved approach to separate baseflow from total streamflow hydrograph. Previous researchers utilized the whole streamflow data of study period at once to derive synthetic MRCs causing unreliable results. This study has been proceeded with total nine areas with gauging stations. Each three areas are selected from 3 domestic major watersheds. Tool for drawing MRC had been used to draw MRCs of each area. First, synthetic MRC for whole period and two other MRCs were drawn following two different criteria. Two criteria were set by different conditions, one is flow condition and the other is seasonality. The whole streamflow was classified according to seasonality and flow conditions, and MRCs had been drawn with a specialized program. The MRCs for flow conditions had low R2 and similar trend to recession segments. On the other hand, the seasonal MRCs were eligible for the baseflow separation that properly reflects the seasonal variability of baseflow. Comparing two methods of assuming MRC for baseflow separation, seasonal MRC was more effective for relieving overestimating tendency of synthetic MRC. Flow condition MRCs had large distribution of the flow and this means accurate MRC could not be found. Baseflow separation using seasonal MRC is showing more reliability than the other one however, if certain technique added up to the flow condition MRC method to stabilize distribution of the streamflow, the flow conditions method could secure reliability as much as seasonal MRC method.

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수압파쇄된 CBM 저류층에서 수평정의 생산 거동예측을 위한 생산자료 분석 (Production Data Analysis to Predict Production Performance of Horizontal Well in a Hydraulically Fractured CBM Reservoir)

  • 김영민;박진영;한정민;이정환
    • 한국가스학회지
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    • 제20권3호
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    • pp.1-11
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    • 2016
  • 수압파쇄된 석탄층 메탄가스(coalbed methaen, CBM) 수평정의 생산거동을 예측하고 궁극가채매장량(estimated ultimate recovery, EUR)을 산출하기 위해 감퇴곡선분석, 유동영역분석, 유동물질평형분석을 활용하여 CBM 생산자료를 분석하였다. 가상의 생산자료를 발생시키기 위해 미국의 아팔라치안 분지(Appalachian basin)의 CBM 물성자료를 기반으로 저류층 모델을 구축하였다. 생산자료 분석 결과, 약 6~16년간 천이유동이 발생하였으며, 그 후에 경계지배 유동이 발생하였다. 천이유동 구간의 자료를 활용하여 생산자료 분석을 시행할 경우 예측된 생산자료와 가상의 생산자료 간의 큰 오차가 발생하였으며, 생산거동 예측이 불가함을 확인하였다. 경계지배유동의 생산자료 분석 결과, 1년 이상의 자료를 가지고 있을 때 EUR 오차율 5%이내에서 생산거동 예측이 가능한 것으로 확인되었다.