• 제목/요약/키워드: Oil Path

검색결과 76건 처리시간 0.033초

Sentienl-1 SAR 영상을 활용한 유류 분포특성과 CNN 구조에 따른 유류오염 탐지모델 성능 평가 (Evaluation of Oil Spill Detection Models by Oil Spill Distribution Characteristics and CNN Architectures Using Sentinel-1 SAR data)

  • 박소연;안명환;이성뢰;김준우;전현균;김덕진
    • 대한원격탐사학회지
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    • 제37권5_3호
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    • pp.1475-1490
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    • 2021
  • SAR 이미지의 통계적 특징을 이용하여 유류오염영역을 특정하는 방법은 분류규칙이 복잡하고 이상값에 의한 영향을 많이 받는다는 한계가 있어, 최근 인공신경망을 기반으로 유류오염영역을 특정하는 연구가 활발히 이루어지고 있다. 하지만, 다양한 유류오염 사례에 대해 모델의 탐지 성능 및 특성을 평가한 연구는 부족하였다. 따라서, 본 연구에서는 기본적인 구조의 CNN인 Simple CNN과 픽셀 단위의 영상 분할이 가능한 U-net을 이용하여, CNN의 구조와, 유류오염의 분포특성에 따른 모델의 탐지성능차이가 존재하는지 분석하였다. 연구결과, 축소경로만 존재하는Simple CNN과 축소경로와 확장경로가 모두 존재하는U-net의 F1 score는 86.24%와 91.44%로 나타나, 두 모델 모두 비교적 높은 탐지 정확도를 보여주었지만, U-net의 탐지성능이 더 높은 것으로 나타났다. 또한 다양한 유류오염 사례에 따른 모델의 성능 비교를 위해, 유류오염의 공간적 분포특성(유류오염 주변의 육지의 분포)과 선명도(유출된 기름과 해수의 경계면이 뚜렷한 정도)를 기준으로, 유류오염 발생사례를 4가지 유형으로 구분하여 탐지 정확도를 평가하였다. Simple CNN은 각각의 유형에 대해 F1 score가 85.71%, 87.43%, 86.50%, 85.86% 로 유형별 최대 편차가 1.71%인 것으로 나타났으며, U-net은 동일한 지표에 대해 89.77%, 92.27%, 92.59%, 92.66%의 F1 score를 보여 최대 편차가 2.90% 로 두 CNN모델 모두 유류오염 분포특성에 따른 수치상 탐지성능의 차이는 크지 않은 것으로 나타났다. 하지만 모든 유류오염 유형에서 Simple CNN은 오염영역을 과대탐지 하는 경향을, U-net은 과소탐지 하는 경향을 보여, 모델의 구조와 유류오염의 유형에 따라 서로 다른 탐지 특성을 가진다는 것을 확인하였고, 이러한 특성은 유류오염과 해수의 경계면이 뚜렷하지 않은 경우 더 두드러지게 나타났다.

자동변속기의 과도특성 분석을 위한 토크 컨버터의 변동 파라미터 성능 모델 개발 (Development of the Variable Parametric Performance Model of Torque Converter for the Analysis of the Transient Characteristics of Automatic Transmission)

  • 임원식;이진원
    • 한국자동차공학회논문집
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    • 제10권1호
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    • pp.244-254
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    • 2002
  • To enhance the acceleration performance and fuel consumption rate of a vehicle, the torque converter is modified or newly-developed with reliable analysis model. Up to recently, the one dimensional performance model has been used for the analysis and design of torque converter. The model is described with constant parameters based on the concept of mean flow path. When it is used in practice, some experiential correction factors are needed to minimize tole estimated error. These factors have poor physical meaning and cannot be applied confidently to the other specification of torque converter. In this study, the detail dynamic model of torque converter is presented to establish the physical meaning of correction factors. To verify the validity of model, performance test was carried out with various input speed and oil temperature. The effect of oil temperature on the performance is analysed, and it is applied to the dynamic model. And, to obtain the internal flow pattern of torque converter, CFD(Computational Fluid Dyanmics) analysis is carried out on three-dimensional turbulent flow. Correction factors are determined from the internal flow pattern, and their variation is presented with the speed ratio of torque converter. Finally, the sensitivity of correction factors to the speed ratio is studied for the case of changing capacity factor with maintaining torque ratio.

SIMULATION OF A HYDRAULIC CONTROL SYSTEM FOR POWERSHIFT TRANSMISSION OF TRACTORS

  • Kim, D. C.;Lee, H. S.;Kim, K. U.;Y S. Nam
    • 한국농업기계학회:학술대회논문집
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    • 한국농업기계학회 2000년도 THE THIRD INTERNATIONAL CONFERENCE ON AGRICULTURAL MACHINERY ENGINEERING. V.II
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    • pp.498-505
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    • 2000
  • Performance of a hydraulic system is influenced by its working temperature. Therefore, it is very important to make the system perform uniformly in an entire range of the working temperature. In this study a simulation of a hydraulic control system for the powershift transmission of tractors was conducted and the effect of the temperature was investigated in terms of design conditions of the system. Results of the simulation are as follows. The hydraulic control system with a spring accumulator was found to be more convenient to control the shifting time than that with a gas accumulator. By returning the oil from the clutches to the system through a path between the filter and pump, the time delay due to the pressure difference between the low and high temperatures could be reduced. Therefore, it was recommended that the hydraulic control system for the powershift transmission of tractors must be equipped with a spring accumulator and a circuit to return oil from the clutches to the system through a path between the filter and pump.

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공기분사가 오일미스트 윤활 시스템용 비접촉 시일의 성능 향상에 미치는 영향 (Air Jet Effect on Performance Improvement of Non-Contact Type Seals for Oil Mist Lubrication Systems)

  • 나병철;전경진;한동철
    • 대한기계학회논문집A
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    • 제24권9호
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    • pp.2159-2166
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    • 2000
  • Recently, high performance machining center requires special type of sealing mechanism that prevent a leakage of oil jet or oil mist lubrication system. Sealing of oil-air mixture plays important r oles to have an enhanced lubrication for performance machining center. Current work emphasizes on investigations of the air jet effect on the protective collar type labyrinth seal. To improve sealing capabilities of conventional labyrinth seals, air jet is injected against the leakage flow. In this study, an adapted model is introduced to improve sealing capability of conventional non-contact type seals. It has a combined geometry of a protective collar type and an air jet type. Both of a numerical analysis by CFD (Computational Fluid Dynamics) and experimental measurements are carried out to verify sealing improvement. The sealing effects of the leakage clearance and the air jet magnitude aic studied in various parameters. Gas or liquid has been used as a working fluid for most of nori-contact types seals including the labyrinth seal. However, it is more reasonable to regard two-phase flows because oil mist or oil jet are used for high performance spindle's lubrication. In this study, working fluid is regarded as two phases that are mixed flow of oil and air phase. Both of turbulence and compressible flow model are also introduced in a CFD analysis to represent an isentropic process. Estimation of non-leaking property is determined by amount of pressure drop in the leakage path. Results of pressure drop in the experiment match reasonably to those of the simulation by introducing a flow coefficient. Effect of the sealing improvement is explained as decreasing of leakage clearance by air jetting. Thus, sealing effect is improved by amount of air jetting even though clearance becomes larger

Formation Mechanism Analysis and Detection of Charged Particles in an Aero-engine Gas Path

  • Wen, Zhenhua;Hou, Junxing;Jiang, ZhiQiang
    • International Journal of Aeronautical and Space Sciences
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    • 제16권2호
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    • pp.247-253
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    • 2015
  • The components of an aero-engine gas path cannot be monitored in a timely way due to a lack of real-time monitoring technologies. As an attempt to address this problem, we have conducted research on a condition monitoring technology based on the charging characteristics of particles in an aero-engine gas path, and emphatically analyze the formation of particles in an aero-engine gas path, the charging mechanism of carbon particles and the factors that influence the charge quantity and polarity. The verification experiments are performed on the simulated experiment platform and a turbo-shaft engine test bench. The results show the carbon particles' carry charge, and an obvious change in the total electrostatic charge level in the aero-engine gas path due to the increased carbon particles produced by burning or abnormal metal particles; the charge number is related to the size of particles, and the bigger carbon particles carry a negative charge and metal particles carry a positive charge; the change in engine power can lead to an obvious change in the level of electrostatic charge in the gas path, and the change in electrostatic charge results from the extra carbon particles formed in the rich-oil burning process. The research provides a reference for establishing the baseline of electrostatic charge while the engine runs on different power. The study also demonstrates the validity of the electrostatic monitoring technology and establishes a base for developing the application of electrostatic monitoring technology in aero-engines.

대두유와 Glyceryl Monooleate의 효소적 반응을 이용한 Diacylglycerol 함유 유지의 생산 (Production of Diacylglycerol-Oil from Lipase-Catalyzed Reaction Using Soybean Oil and Glyceryl Monooleate)

  • 전미선;이초롱;이기택
    • 한국식품영양과학회지
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    • 제38권11호
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    • pp.1559-1563
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    • 2009
  • SBO와 GMO의 몰비율 1:2의 기질에 Lipozyme RMIM을 총 기질 질량의 10%를 사용하여, impeller를 장착한 회분식반응기를 통해 DAG 함유 유지의 대량합성을 실시하였다. 반응시작 후 1 hr부터 6 hr까지 total DAG의 함량은 25.4-27.7 g/100 g oil로 나타났으며, 6 hr 반응하였을 때 TAG의 함량은 32.2 g/100 g oil으로 감소하였다. 반응 완료 후 분자증류를 통해 MAG와 FFA를 제거하였으며 NP-HPLC를 통해 분자증류 전과 후의 TAG와 DAG 함량변화를 알아보았다. 분자증류 전의 TAG와 DAG의 함량은 각각 7, 59 area%였으며, 분자증류 후에는 각각 29, 71 area%로 나타나 TAG와 DAG의 함량이 분자증류를 하기 전보다 증가함을 알 수 있었다. 분자증류를 거친 DAG 함유 유지의 주요한 지방산은 C18:1과 C18:2로 그 함량은 각각 44.36%와 37.36%로 나타났으며, trans 지방산의 함량은 1.72%로 나타났다. 그리고 분자증류를 거친 DAG 함유 유지의 산가와 요오드가는 각각 0.13과 112.6이었다. SFC분석 결과, 분자증류를 거친 DAG 함유 유지는 SBO보다 높은 온도인 25$^{\circ}C$에서 대부분 융해되는 것을 알 수 있었으며, 융점 피크는 -25.0, 0.1, 11.2$^{\circ}C$ 에서 나타났고, 결정화 피크는 -16.2$^{\circ}C$ 에서 보였다.

CNC 공작기계용 볼스크류의 열팽창 억제에 관한 연구 (A Study on Control of the Thermal Expansion for Ball Screw of CNC Machin Tools)

  • 전언찬
    • 한국생산제조학회지
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    • 제7권4호
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    • pp.73-78
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    • 1998
  • In this paper, we have studied about the thermal expansion of the ball screw used for the CNC machine tools. The hollow ball type is used for the ball screw. We have compared the conventional cooling system and function with the improved cooling system and function which is developed the path providing cooling oil in hollow ball screw. That is the temperature variation and positioning accuracy are analyzed of the ball screw. We have obtained the following results through this experiment. 1) The improved cooling system of the hollow ball screw for CNC machine tools was developed 2) The improved cooling system of the hollow ball screw has a large effectiveness on restraining the thermal expansion of the ball screw. 3) The positioning accuracy of the ball screw was improved about 2~4$\mu$m using temperature -controlled cooling oil.

산업용 기름으로 오염된 지반의 강도 특성에 관한 연구 (A Study on the Strength Characteristics of the Ground Contaminated with the Industrial Oil)

  • 조태룡;이영생
    • 한국지반공학회논문집
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    • 제16권2호
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    • pp.125-134
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    • 2000
  • 지반이 산업용 기름으로 오염될 때 지반의 강도변화 특성을 연구하기 위하여 모래와 실트질 모래 및 카오리나이트를 대상으로 함수비아 함유비를 변화시키며 다짐실험, 투수실험, 비배수상태에서 삼축압축실험을 실시하였다. 실험결과에 의하면 밀도가 같은 모래의 경우는 기름을 혼합하였을 경우가 물을 혼합하였을 경우에 비해 약 7%정도 전단 강도가 떨어지고 실트질 모래와 카오리나이트 경우는 기름을 혼합하였을 경우가 물을 혼합하였을 경우에 비해 점토입자와 기름의 화학적, 물리학적인 상호 작용으로 5~15%정도 강도가 증가하는 현상을 보였다. 일반적으로 산업용 기름 유출에 따라 토양오염 및 수질오염으로 동.식물에 큰 영향을 주고 있으나 토질역학적 거동은 초기 상태 및 모래에서는 전단 강도가 감소하였으나 점성토의 경우는 기름 유출 또는 유입에 따라 응집성, 부착성이 생겨 강도증가 현상을 가져와 큰 문제점이 없는 것으로 판단된다.

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일반적인 형상의 스탬핑의 최적블랭크 설계를 통한 민감도법의 검증 (Verification of Sensitivity Method for the Design of Optimal Blanks of General Shaped Parts)

  • 손기찬;심현보;황현태
    • 소성∙가공
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    • 제10권1호
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    • pp.15-22
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    • 2001
  • The sensitivity method has been utilized to find initial blank shapes which transform into desired shapes after forming. From the information of die shapes, target shape and material properties, the corresponding initial blank which gives final shape after deformation has been found. Drawings of a trapezoidal cup, a cross-shaped cup and an oil pan have been chosen as the examples. At every case the optimal blank shape has been obtained only a few times of modification without any predetermined deformation path. With the predicted optimal blank, both computer simulation and experiment are performed. Excellent agreements are recognized between simulation and experiment at every cases Through the investigation, the sensitivity method is found to be effective in obtaining optimal blank shapes in drawing of complex shapes.

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해저 유정 제어 시스템에서의 누수 경로 FTA 분석 (FTA of Leakage Path in Subsea X-mas Tree System)

  • 유원우;박민선;양영순;류원선;장범선
    • 한국해양공학회지
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    • 제27권3호
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    • pp.85-90
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    • 2013
  • The growing need for energy (oil and gas) has led to offshore resource development. As a reflection of this trend, there have been many advances in the technologies used for the subsea production systems that make offshore resource development possible. As the technologies for subsea production systems continue to grow, a subsea X-mas tree, the core equipment in a subsea production system, is required to have more functions than before. Generally, these complex functions lead to a change in its configuration. Therefore, this paper investigates a change in a subsea X-mas tree system to enhance system understanding, and conducts a leakage path analysis of a subsea X-mas tree system. Utilizing the recent configuration of the subsea X-mas tree, an identification of the leakage path and a quantitative risk analysis for the leakage using an FTA (fault tree analysis) are conducted.