• 한국정보통신학회:학술대회논문집
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• 한국정보통신학회 2021년도 춘계학술대회
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• pp.2-4
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• 2021

분산된 환경에서 머신 러닝의 학습 가중치를 공유하여 학습하는 방법은 훈련 데이터를 직접 공유하는 것이 아니기 때문에 안전한 것으로 여겨졌다. 하지만, 최근 연구에 따르면 악의적인 공격자가 공유된 가중치를 분석하여 원본 데이터를 완벽하게 복원할 수 있는 취약점이 발견되었다. Gradient Leakage Attack은 이러한 취약점을 이용해 훈련 데이터를 복원하는 공격 기법이다. 본 연구에서는 개별 장치에서 학습을 진행하고 가중치를 서버와 공유하는 학습 환경인 연합 학습 환경에서 해당 공격을 방어하기 위해 이산 코사인 변환에 기반한 이미지 변환 기법을 제시한다. 실험 결과, 우리의 이미지 변환 기법을 적용하면 공유된 가중치로부터 원본 데이터를 완벽하게 복원할 수 없다.

• 한국유체기계학회 논문집
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• 제14권4호
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• pp.57-63
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• 2011

Regenerative blower is suitable for hydrogen recirculation in fuel cell vehicle due to its capability of high pressure rise in single stage. Numerical models were applied to investigate inner gap leakage flow characteristics. A leakage flow in the inner gap is dominantly affected by pressure gradient. Therefore a blower with concentric channel type was suggested as one of modified models for reducing the inner gap pressure gradient. Also numerical results such as pressure rise, efficiency, leakage flow rate and torque were compared between modified and reference models. The performance of concentric channel type was improved as a result of reduced leakage flow.

• 한국안전학회지
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• 제33권1호
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• pp.35-40
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• 2018

This research aimed to develop an leakage detector of analyzing the electric potential generated from the electric leakage of electric equipment of the fountain. To accomplish this goal, the potential gradient was analyzed against path 1 ~ path 4; this was done by taking the lighting of a fountain as the electric leakage point based on code analyses in Korea and other countries. Lighting 1 was taken as the electric leakage point, and the earthing point was set against lightings(2~3). It appeared that the allowable touch voltage against the 1 type(under 2.5 V) exceeded 60.0%. Therefore, the lighting of fountain turned out to be the most dangerous point, and electric shock could be formed by the electric leakage of electric equipment in underwater as well as by the lighting. An leakage detector was developed based on this risk; this detector is capable of analyzing the electric potential of a electric equipments of the fountain in underwater. Then, a verification test was carried out. This leakage detector can be used to measure electric potential in various submerged areas such as swimming pools, flooded spaces, and fountains.

• 유체기계공업학회:학술대회논문집
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• 유체기계공업학회 2005년도 연구개발 발표회 논문집
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• pp.359-364
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• 2005

Centrifugal pump shows the strongest secondary flow. Wake is formed near pressure surface close to hub at impeller exit for centrifugal pump impeller. Pressure gradient drives secondary flow in the inducer region, while in the remaining region the following sources drive together: > Pressure gradient > Coriolis force Low-momentum fluid near suction surface hub moves toward pressure surface hub in mixed-flow pump impeller. Tip leakage vortex dominate secondary flow in axial-flow pump impeller. Tip leakage vortex dominate secondary flow in axial-flow in axial-flow pump impeller

• 한국지반환경공학회 논문집
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• 제21권4호
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• pp.19-30
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• 2020

본 연구는 하천 보축제체 내부를 관통하여 설치되는 배수통문 구조물 연결부에서 누수가 발생하는 경우 구조물 측면의 침투 특성을 파악하고 이러한 측면 침투 거동에 따른 파이핑 등이 제체 안정에 미치는 영향을 분석한 수치해석적 연구이다. 측면 침투 거동을 고려하기 위해 동일한 모델에 대해 2차원 및 3차원 수치해석을 수행하였다. 그리고 측면 침투의 영향을 분석하고 수치 해석의 타당성을 평가하고자 하였다. 연구 결과, 제외지에 수문이 위치한 조건에서 누수가 발생하고 측면 침투를 고려하는 경우 구조물 누수지점 인근의 최대간극수압은 누수가 발생하지 않는 정상적인 침투 상태에 비해 절반 정도로 감소하였다. 특히 측면 침투를 고려하지 않는 경우 구조물 하부에서 과도한 간극수압 변화를 보였다. 구조물 상부와 하부의 동수경사는 고수위로 수위가 상승하면서 한계동수경사보다 큰 동수경사를 나타내고 있어 장기간 파이핑에 취약할 것으로 판단된다. 제내지에 수문이 위치하고 측면침투를 고려하지 않는 경우 동수경사와 침투유속 등 침투수의 영향은 측면침투를 고려하는 경우에 비해 과소하게 해석되었다. 수문이 제외지에 위치하고 누수가 발생하여 파이핑 발생 또는 제체 재료 유실이 우려되는 경우 측면 침투를 무시하게 되면 최대 동수경사는 상대적으로 작게 나타났다. 그리고 한계동수경사를 초과하는 기간도 짧은 시간대로 해석되었다. 결과적으로 측면 침투를 무시하게 되면 파이핑 발생 가능성을 과소하게 평가할 수 있어 주의해야 할 것으로 판단된다.

• 대한전기학회논문지:전기물성ㆍ응용부문C
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• 제53권7호
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• pp.364-369
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• 2004

In this Paper, a flashover prediction method using the leakage current in the contaminated EPDM distribution polymer insulator is proposed. The leakage currents on the insulator were measured simultaneously with the different salt fog application such as 25g, 50g, and 75g per liter of deionized water. Then, the measured leakage currents were enveloped and transformed as the CDFS using the Hilbert transform and the level crossing rate, respectively. The obtained CDFS having different gradients(angles) were used as a important factor for the flashover prediction of the contaminated polymer insulator. Thus, the average angle change with an identical salt fog concentration was within a range of 20 degrees, and the average angle change among the different salt fog concentrations was 5 degrees. However, it is hard to be distinguished each other because the gradient differences among the CDFS were very small. So, the new weighting value was defined and used to solve this problem. Through simulation, it Is verified that the proposed method has the capability of the flashover prediction.

• 한국지하수토양환경학회:학술대회논문집
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• 한국지하수토양환경학회 2002년도 총회 및 춘계학술발표회
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• pp.221-224
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• 2002

To demonstrate prevention of the leachate leakage out of the landfill with creating inward hydraulic gradient, a tracer test and continuous waterlevel monitoring at the Inside and outside of the barrier wall of a costal landfill were peformed. When the tracers were injected into the well outside of the vertical wall system with high water level, then they were detected at the well inside of the system with low water level. Furthermore the lowered water level at the inside of the landfill than that at the outside prevented leachate leakage out of the landfill. This study reports results of the tracer test and waterlevel monitoring.

• 유체기계공업학회:학술대회논문집
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• 유체기계공업학회 2004년도 유체기계 연구개발 발표회 논문집
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• pp.427-433
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• 2004

The effects of flow interaction between mainstream and shrouded cavity leakage flow in an axial-flow compressor on aerodynamic losses are experimentally and numerically examined. A fraction of mainstream is Ingested in the downstream cavity and travelled in the shrouded cavity along the direction opposite to the mainstream. This leakage flow is caused by adverse pressure gradient along the blade passage. Then it is entrained through the upstream cavity near mid-pitch and interacts with the mainstream. As a result, the convection flow angle with respect to the blade chord is reduced i.e. underturning This underturned flow results in an increase in size of secondary flow formed near the suction side of the blade as well as its magnitude. Consequently, this causes pronounced increase in overall aerodynamic losses compared to the blading without shrouded cavity, leading to $9\%$ decrease in pressure rise through the single stage of the stators.

• 유체기계공업학회:학술대회논문집
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• 유체기계공업학회 1999년도 유체기계 연구개발 발표회 논문집
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• pp.227-233
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• 1999

Detailed Measurements were made to investigate the turbulence characteristics of a leakage vortex in an axial-flow fan using three-dimensional LDV. The turbulence in the leakage vortex has highly anisotropic characteristics with the radial value being the maximum. The turbulence intensity components in the vortex in the streamwise and tangential directions increase up to a certain downstrean position and then decrease. This increase is mainly due to the rapid decrease of the streamwise velocity of the vortex and partly due to the radial gradient of the streamwise velocity caused by a velocity deficit. As the vortex decays moving downstream, turbulence intensity also decrease gradually.

• 한국윤활학회:학술대회논문집
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• 한국윤활학회 1999년도 제30회 추계학술대회
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• pp.283-288
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• 1999

The sealing performance of an elastomeric O-ring seat with a temperature gradient has been analyzed for the contact stress behaviors that develop between the O-ring seal and the surfaces with which it comes into contact. The leakage of an O-ring seal will occur when the pressure differential across the seal just exceeds the initial (or static) peak contact stress. The contact stress behaviors that develop in compressed O-rings, in common case of restrained geometry (grooved), are investigated using the finite element method. The analysis includes material hyperelasticity and axisymmetry. The computed FEM results show that the contact stress behaviors are related to a compression rate and a temperature gradient between the vacuum chamber with a groove and the contacting plate with a cooling jacket.