• Title/Summary/Keyword: Flow stream

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Teacher-Student Architecture Based CNN for Action Recognition (동작 인식을 위한 교사-학생 구조 기반 CNN)

  • Zhao, Yulan;Lee, Hyo Jong
    • KIPS Transactions on Computer and Communication Systems
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    • v.11 no.3
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    • pp.99-104
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    • 2022
  • Convolutional neural network (CNN) generally uses two-stream architecture RGB and optical flow stream for its action recognition function. RGB frames stream display appearance and optical flow stream interprets its action. However, the standard method of using optical flow is costly in its computational time and latency associated with increased action recognition. The purpose of the study was to evaluate a novel way to create a two sub-networks in neural networks. The optical flow sub-network was assigned as a teacher and the RGB frames as a student. In the training stage, the optical flow sub-network extracts features through the teacher sub-network and transmits the information to student sub-network for baseline training. In the test stage, only student sub-network was operational with decreased in latency without computing optical flow. Experimental results shows that our network fed only by RGB stream gets a competitive accuracy of 54.5% on HMDB51, which is 1.5 times better than that on R3D-18.

Low flow Calculation by Stream Morphological Characteristic Parameters in Geum River System (금강수계의 하천형태학적 특성인자에 의한 갈수량 산정)

  • An, Sang-Jin;Yun, Yong-Nam;Gang, Gwan-Won
    • Water for future
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    • v.14 no.1
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    • pp.31-37
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    • 1981
  • It was possible to synthesize the low flow frequency curves for ungauged stations of Geum river system through a correlation analysis using the morphological parameters such as basin area, bnsin relief, total stream length of first-order stream and the 7-day, 10-year low flow.

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A Study on Assessment of Tidal Stream Resources (조류자원의 평가에 관한 연구)

  • Yang, Chang-Jo;Choi, M.S.;Lee, Y.H.
    • Proceedings of the Korean Society of Marine Engineers Conference
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    • 2011.06a
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    • pp.309-309
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    • 2011
  • This paper outlines extraction potential of tidal stream resources from the simplified channel in which flow is driven by a head difference between inlet and outlet. Energy extraction alters the flow within a simple channel, and extraction of 10% energy flux in a natural channel would give rise to a flow speed reduction of about 5.7%.

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Analysis of Influences of the Solifluction Soil and Stream flow on the Stream Water Quality of Bukhansan National Park (북한산국립공원에서 동결융해침식토사 및 유량이 계류수질에 미치는 영향 분석)

  • Park, Jae Hyeon
    • Journal of the Korean Society of Environmental Restoration Technology
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    • v.6 no.2
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    • pp.11-20
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    • 2003
  • This research was conducted to investigate the influences of the solifluction soil and amount of flow on the stream water quality of the Bukhansan National Park from March to october, 2002. The average pH of stream water was higher than that caused by solifluction soil. The average electrical conductivity of upstream water was about 2.1~2.8 times lower than that of downstream water. Linear regression analysis showed that pH and amount of anion($Cl^-$, ${NO_3}^-$, ${SO_4}^{2-}$) of stream water were very significantly correlated with those at the caused by solifluction soil. Structures for erosion control along both sides of stream channel should be designed in order not to influence upon solifluction soil and stream water quality.

Analysis of stream-aquifer using nonlinear Boussinesq equation (비선형 Boussinesq방정식을 이용한 유로대수층 해석)

  • 정재성;김민환;방경미
    • Journal of Environmental Science International
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    • v.11 no.1
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    • pp.57-61
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    • 2002
  • To investigate the flow characteristics by the water stage variation between stream-aquifer, the new solution of nonlinear Boussinesq equation was derived and extended using the Boltzmann transformation. The soundness of the analytic solution obtained from this study was examined by the comparison with the linearized analytic solution and the numerical solution by finite difference method. And the movement, velocity, flowrate and volume of flow caused by the stage variation of stream and the existence of regional gradient were estimated. This new analytic solution can express the groundwater movement between stream-aquifer. So, it might be helpful to manage water environment.

Second Law Optimization of Water-to-Water Heat Pump System

  • Kim, Kyu-Hyung;Woo, Joung-Son;Lee, Se-Kyoun
    • Journal of Mechanical Science and Technology
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    • v.17 no.1
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    • pp.122-128
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    • 2003
  • This paper presents a thermodynamic analysis of heat pump system using water as a heat source and heat sink. The primary object in this study is the optimization of exergetic efficiency. Two different systems, 2-stream and 1-stream system, are analyzed in detail. Mass flow ratio (the ratio of mass flow rate of water through evaporator to that through condenser) is identified as the most important parameter to be optimized. It is shown that there exists an optimum mass flow ratio to maximize exergetic efficiency. The variation of optimum exergetic efficiency of 2-stream system is quite small and the value lies between 0.2∼0.23 for the range of investigation in this study. However, far better performance can be obtained from 1-stream system. This means considerable irreversibilities are generated through condenser of the 2-stream system. The effects of adiabatic efficiency of compressor-motor unit on the overall system performance are also examined in the analysis.

Riverbed Change Special Quality by Nature Style Small Stream Improvement (자연형 소하천 정비에 따른 하상변동 특성)

  • Jeong, Hae-Won;Jeong, Jae-Hoon;Yoon, Jeong-Hwan;Park, Seung-Ki
    • Proceedings of the Korean Society of Agricultural Engineers Conference
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    • 2005.10a
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    • pp.330-335
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    • 2005
  • This study was performed for the analysis of the variation characteristics on riverbed according to the arrangement of stream. It was monitored of the variation progress of riverbed dependent on the elapsed time after the arrangement and It was studied that the hydraulic adjustment of the riverbed caused by the variation of the riverbed. The large amount of deposit just after the construction in which the riverbed was arranged to natural form was come from the reduction of flow rate by the installed artificialities such as weirs and stone weirs and by the stones or the concrete blocks attached to the stream sides of riverbanks. This phenomenon was well consistent with the usual characteristics that the accumulation is induced on upper stream of hydraulic artificialities and the erosion is induced on down stream of hydraulic artificialities. The large reduction of the deposit 1 year later after the construction showed that the riverbed eroded considerably because of the recovery of flow amount and the rise of flow rate.

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Analysis of Flood Characteristics in Urban Stream Basin Using Numerical Models (수치모형을 이용한 도시 하천의 홍수특성 분석)

  • Yoon, Sun-Kwon;Moon, Young-Il;Kim, Jong-Suk;Choi, Byung-Hwa
    • 한국방재학회:학술대회논문집
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    • 2007.02a
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    • pp.599-602
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    • 2007
  • Flood damage has been increased due to abnormal climate and extreme rainfall. Especially, the increase of impervious areas and the decrease of flow travel times due to the urbanization have been caused heavy division of flood with the recent rainfall characteristics. In this study, hydrodynamics flow analysis has been needed two dimensional numerical analysis for correct stream flow interpretations on bridges as hydraulic structures in rivers. Therefore, comparative analysis has been accomplished by using HEC-RAS model and SMS-RMA2 model for one and two dimensional flow. Also, flood characteristics have been analyzed in urban stream basin.

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Hydraulic Characteristics of Bocheong Stream Basin (보청천 유역의 수리학적 특성분석)

  • Jeon, Min-Woo;Yeon, Gyu-Bang;Cho, Young-Soo;Kim, Chong-Hoon
    • Proceedings of the Korea Water Resources Association Conference
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    • 2009.05a
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    • pp.1311-1315
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    • 2009
  • Understanding of the hydraulics of flow is very important to support the management of river. The cross-sectional area, average velocity, flow depth and discharge can be regarded as a power function each other. In this paper the flow of Bocheong stream basin is experimentally studied. The correlation analysis was performed between observed hydraulic factors by the power type function. The constants resulted from the correlation analysis were calculated by the geomorphologic characteristics of the watershed using the power type function. The correlation coefficients between the hydraulic factors were appeared close to unit having strong correlationship. The two conditions of equality of the continuity equation were analysed, and the conditions were found to be good results. From these results the observed hydraulic data of Bocheong stream basin can be concluded as a reliable data. The correlation coefficients between the parameters of the hydraulic characteristics and geomorphologic factors were found to be close to unit.

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Numerical Study on the Isothermal Flow Field abound Rectangular Cross Section Bluff Body (사각형 둔각물체 주위의 유동장 특성에 관한 수치적 연구)

  • Lee, Jung-Ran;Lee, Eui-Ju
    • Journal of the Korean Society of Safety
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    • v.27 no.5
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    • pp.35-41
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    • 2012
  • The Numerical simulation was performed on the flow field around the two-dimensional rectangular bluff body in order to complement the previous experimental results of the bluff body stabilized flames [1]. For both fuel ejection configurations against an oxidizer stream, the flame stability was affected mainly by vortex structure and mixing field near bluff body. FDS(Fire Dynamic Simulator) based on the LES(Large Eddy Simulation) was employed to clarify the isothermal mixing characteristic and wake flow pattern around bluff body. The air used atmosphere and the fuel used methane. The result of counter flow configuration shows that the flow field depends on air velocity but the mixing field is influenced on the fuel velocity. At low fuel velocity the fuel mole fraction is below the flammable limit and hence the mixing is insufficient to react. Therefore, as the result, the flame formed at low fuel velocity is characterized by non-premixed flames. For the flow field of co-flow configuration, flame stability was affected by fuel velocity as well as air velocity. the vortex generated by fuel stream has counter rotating direction against the air stream. Therefore, the momentum ratio between air and fuel stream was important to decide the flame blow out limit, which is result in the characteristic of the partially premixed reacting wake near extinction.