• 제목/요약/키워드: water quality modeling

검색결과 444건 처리시간 0.025초

DISEASE DIAGNOSED AND DESCRIBED BY NIRS

  • Tsenkova, Roumiana N.
    • 한국근적외분광분석학회:학술대회논문집
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    • 한국근적외분광분석학회 2001년도 NIR-2001
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    • pp.1031-1031
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    • 2001
  • The mammary gland is made up of remarkably sensitive tissue, which has the capability of producing a large volume of secretion, milk, under normal or healthy conditions. When bacteria enter the gland and establish an infection (mastitis), inflammation is initiated accompanied by an influx of white cells from the blood stream, by altered secretory function, and changes in the volume and composition of secretion. Cell numbers in milk are closely associated with inflammation and udder health. These somatic cell counts (SCC) are accepted as the international standard measurement of milk quality in dairy and for mastitis diagnosis. NIR Spectra of unhomogenized composite milk samples from 14 cows (healthy and mastitic), 7days after parturition and during the next 30 days of lactation were measured. Different multivariate analysis techniques were used to diagnose the disease at very early stage and determine how the spectral properties of milk vary with its composition and animal health. PLS model for prediction of somatic cell count (SCC) based on NIR milk spectra was made. The best accuracy of determination for the 1100-2500nm range was found using smoothed absorbance data and 10 PLS factors. The standard error of prediction for independent validation set of samples was 0.382, correlation coefficient 0.854 and the variation coefficient 7.63%. It has been found that SCC determination by NIR milk spectra was indirect and based on the related changes in milk composition. From the spectral changes, we learned that when mastitis occurred, the most significant factors that simultaneously influenced milk spectra were alteration of milk proteins and changes in ionic concentration of milk. It was consistent with the results we obtained further when applied 2DCOS. Two-dimensional correlation analysis of NIR milk spectra was done to assess the changes in milk composition, which occur when somatic cell count (SCC) levels vary. The synchronous correlation map revealed that when SCC increases, protein levels increase while water and lactose levels decrease. Results from the analysis of the asynchronous plot indicated that changes in water and fat absorptions occur before other milk components. In addition, the technique was used to assess the changes in milk during a period when SCC levels do not vary appreciably. Results indicated that milk components are in equilibrium and no appreciable change in a given component was seen with respect to another. This was found in both healthy and mastitic animals. However, milk components were found to vary with SCC content regardless of the range considered. This important finding demonstrates that 2-D correlation analysis may be used to track even subtle changes in milk composition in individual cows. To find out the right threshold for SCC when used for mastitis diagnosis at cow level, classification of milk samples was performed using soft independent modeling of class analogy (SIMCA) and different spectral data pretreatment. Two levels of SCC - 200 000 cells/$m\ell$ and 300 000 cells/$m\ell$, respectively, were set up and compared as thresholds to discriminate between healthy and mastitic cows. The best detection accuracy was found with 200 000 cells/$m\ell$ as threshold for mastitis and smoothed absorbance data: - 98% of the milk samples in the calibration set and 87% of the samples in the independent test set were correctly classified. When the spectral information was studied it was found that the successful mastitis diagnosis was based on reviling the spectral changes related to the corresponding changes in milk composition. NIRS combined with different ways of spectral data ruining can provide faster and nondestructive alternative to current methods for mastitis diagnosis and a new inside into disease understanding at molecular level.

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축제식 양식장에서 수차에 의한 순환 모델링 (Modeling Paddlewheel-Driven Circulation in a Culture Pond)

  • 강윤호
    • 한국수산과학회지
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    • 제34권6호
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    • pp.643-651
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    • 2001
  • 축제식 양식장에서 수차에 의한 순환효과를 재현하기 위해 수치모형을 개발하였다. 수치모형의 지배방정식으로는 2차원 수심적분 Reynolds 방정식을 사용하였고, 수차에 의한 가속도는 축력을 수차날개에 의해 밀려가는 유체의 질량으로 나눈 값으로 산정하였다. 수치모형을 적용하여 1대의 수차를 작동하고서 수차로부터 직선방향 loin 간격으로 관측된 유속자료와 비교하였다. 모형의 보정을 위해 유량보정계수와 무차원 와점성계수의 민감도를 실험하였다. 유량보정계수는 본 연구에서 처음 제시된 항으로 실험결과 15와 20에서 모형의 결과가 관측값과 가장 유사하였다. 유량보정 계수는 관측자료가 없거나 관측이 용이하지 않을 경우 효과적으로 사용할 수 있으며, 특히 수치실험에서 수차에 의해 발생하는 복잡한 수리특성을 비교적 단순하게 처리할 수 있다는 장점이 있다. Reynolds 응력을 Boussinesq 근사로 표현하는 녈 연구에 서 무차원 와점성계수는 6이 가장 적당한 것으로 계산되었다. 바람에 의한 전단효과를 파악하기 위해 유향 $0^{\circ}C,\;90^{\circ}C,\;180^{\circ}C$ 그리고 풍속 0, 2.5, 5와 7.5m/s 조건의 경우를 비교하였다. 풍향이 수차에 의한 제트류 방향과 평행하거나 정반대일 경우 유속변화는$1\%$ 이하이나, 제트류에 직각으로 향할 경우 제트류 좌우의 와류는 풍향에 따라 위치가 뚜렷이 바뀌며, 유속은 약 $4\%$까지 감소하는 것으로 나타났다. 유속변화 $4\%$는 바람응력 외에 호지의 기하학적 평면구조 혹은 변장비 등에 따른 효과도 포함하는 것으로 생각되었다. 호지에 미치는 바람에 의한 유속변화가 $4\%$ 이하인 것으로 보아, 바람웅력의 영향은 매우 미약한 것으로 나타났다. 그러나 호지의 기하학적 특성과 관련한 와류형성 기구에 대해서 바람이 미치는 효과는 무시할 수 없는 것으로 생각되었다. 모형은 또한 축제식 양식장 2곳에 적용하였다. 양식장 호지 A와B는 각기 변장비 1.05와 0.68, 면적 1.02ha와 0.66ha 그리고 평균수심 1.2m를 갖는다. 각각의 호지에 수차 4대를 작동하고서 관측된 유속과 수치모형을 적용한 계산결과를 회귀 해석하였다. 호지A에서 유향 및 유속의 상관계수는 각기 0.8928, 0.6782이며 호지 B의 경우 각기 0.8539, 0.7071인 것으로 나타났다 따라서 본 연구에서 사용된 모형은 호지의 순환특성을 비교적 잘 재현하였으며, 향후 수차운영과 양식호지의 수질관리에 관한 유용한 도구로 사용될 수 있을 것으로 생각하였다.

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공기조화, 냉동 분야의 최근 연구 동향 -2004년 및 2005년 학회지 논문에 대한 종합적 고찰- (Recent Progress in Air Conditioning and Refrigeration Research - A Review of Papers Published in the Korean Journal of Air-Conditioning and Refrigeration Engineering in 2004 and 2005 -)

  • 최영돈;강용태;김내현;김만회;박경근;박병윤;박진철;홍희기
    • 설비공학논문집
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    • 제19권1호
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    • pp.94-131
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    • 2007
  • A review on the papers published in the Korean Journal of Air-Conditioning and Refrigerating Engineering in 2004 and 2005 has been done. Focus has been put on current status of research in the aspect of heating, cooling, air-conditioning, ventilation, sanitation and building environment. The conclusions are as follows. (1) Most of fundamental studies on fluid flow were related with heat transportation of facilities. Drop formation and rivulet flow on solid surfaces were interesting topics related with condensation augmentation. Research on micro environment considering flow, heat, humidity was also interesting for comfortable living environment. It can be extended considering biological aspects. Development of fans and blowers of high performance and low noise were continuing topics. Well developed CFD and flow visualization(PIV, PTV and LDV methods) technologies were widely applied for developing facilities and their systems. (2) The research trends of the previous two yews are surveyed as groups of natural convection, forced convection, electronic cooling, heat transfer enhancement, frosting and defrosting, thermal properties, etc. New research topics introduced include natural convection heat transfer enhancement using nanofluid, supercritical cooling performance or oil miscibility of $CO_2$, enthalpy heat exchanger for heat recovery, heat transfer enhancement in a plate heat exchanger using fluid resonance. (3) The literature for the last two years($2004{\sim}2005$) is reviewed in the areas of heat pump, ice and water storage, cycle analysis and reused energy including geothermal, solar and unused energy). The research on cycle analysis and experiments for $CO_2$ was extensively carried out to replace the Ozone depleting and global warming refrigerants such as HFC and HCFC refrigerants. From the year of 2005, the Gas Engine Heat Pump(GHP) has been paid attention from the viewpoint of the gas cooling application. The heat pipe was focused on the performance improvement by the parametric analysis and the heat recovery applications. The storage systems were studied on the performance enhancement of the storage tank and cost analysis for heating and cooling applications. In the area of unused energy, the hybrid systems were extensively introduced and the life cycle cost analysis(LCCA) for the unused energy systems was also intensively carried out. (4) Recent studies of various refrigeration and air-conditioning systems have focused on the system performance and efficiency enhancement. Heat transfer characteristics during evaporation and condensation are investigated for several tube shapes and of alternative refrigerants including carbon dioxide. Efficiency of various compressors and expansion devices are also dealt with for better modeling and, in particular, performance improvement. Thermoelectric module and cooling systems are analyzed theoretically and experimentally. (5) According to the review of recent studies on ventilation systems, an appropriate ventilation systems including machenical and natural are required to satisfied the level of IAQ. Also, an recent studies on air-conditioning and absorption refrigeration systems, it has mainly focused on distribution and dehumidification of indoor air to improve the performance were carried out. (6) Based on a review of recent studies on indoor environment and building service systems, it is noticed that research issues have mainly focused on optimal thermal comfort, improvement of indoor air Quality and many innovative systems such as air-barrier type perimeter-less system with UFAC, radiant floor heating and cooling system and etc. New approaches are highlighted for improving indoor environmental condition as well as minimizing energy consumption, various activities of building control and operation strategy and energy performance analysis for economic evaluation.

비점오염모델 적용을 위한 우리나라 행정구역별 강수 중 질소농도 비교분석 (Comparative Analysis of Nitrogen Concentration of Rainfall in South Korea for Nonpoint Source Pollution Model Application)

  • 최동호;김민경;허승오;홍성창;최순군
    • 한국환경농학회지
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    • 제37권3호
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    • pp.189-196
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    • 2018
  • 본 연구에서는 비점오염 모델에 강우의 질소 농도를 현실적으로 반영하기 위하여 국내 문헌과 3년 동안 관측한 강우 질소 농도를 분석하여 1개시(서울시), 9개도(경기도, 강원도, 충청남/북도, 전북남/북도, 경상남/북도, 제주도) 6개 광역시(부산, 인천, 대전, 울산, 대구, 광주)의 강우시 $NO_3{^-}$, $NH_4{^+}$ 및 T-N의 대표 농도를 제시하였다. $NO_3{^-}$$NH_4{^+}$의 평균 농도는 각각 1.88 mg/L와 0.96 mg/L 였으며, T-N은 2.84 mg/L 였다. 이는 환경부에서 제시하고 있는 2015년 전국 $NO_3{^-}$$NH_4{^+}$의 평균 농도인 1.98 mg/L와 1.05 mg/L와 비슷한 것으로 나타나 본 연구에서 제시된 각 행정구역별 농도는 타당한 수치로 사료된다. 본 연구결과 행정구역별로 질소농도의 차이가 있는 것으로 나타나 해당지역에 적합한 질소농도의 적용이 필요한 것으로 나타났다. 따라서 비점오염 모델 적용시 다양한 구축자료(수문인자, 지형인자 및 영농활동 인자 등)와 더불어 모델 적용지역의 강우 특성을 적절히 반영하여 오염부하량을 추정하는데 활용이 가능할 것으로 판단된다.