• Journal of the Korean Society for Aviation and Aeronautics
• /
• v.31 no.3
• /
• pp.79-92
• /
• 2023

Aluminum alloys are important materials in modern aircraft. Aircraft failures due to corrosion are fatal and costly. Thus, information about the atmospheric corrosion of aluminum is helpful for aviation safety. This study employed four corrosion models and 12 environmental variables to improve knowledge of aluminum atmospheric corrosivity: PACER LIME, ICP, ISO CORRAG, and a modified model of CORRAG. This study applied each model on 47 aircraft operating bases in Korea and compared the results. In the results, The risk of corrosion was different for each model. The cause was the difference in environmental variables according to the model. Especially, the effect of ozone, which has recently been increasing, was shown in the results of PACER LIME. These findings suggest that caution is needed when assessing atmospheric corrosion risk as a single model. Furthermore, it means that the application and integration of various models are needed to improve atmospheric corrosion risk assessment.

• Journal of the Korea institute for structural maintenance and inspection
• /
• v.15 no.3
• /
• pp.142-154
• /
• 2011

This study predicted the probability of corrosion initiation of reinforced concrete tunnel boxes structures using the Monte Carlo Simulation. For the inner wall and outer wall in the tunnel boxes, exposed to airborne chloride ion and seawater directly respectively, statistical values of parameters like diffusion coefficient D, surface chloride content $C_s$, cover depth c, and the chloride threshold level $C_{lim}$ were examined from experiment or literature review. Their average values accounted for $3.77{\times}10^{-12}m^2/s$, 3.0% by weight of cement, 94.7mm and 45.5mm for outer wall and inner wall, respectively, and 0.69% by weight of cement for D, $C_s$, c, and $C_{lim}$, respectively. With these parametric values, the distribution of chloride contents at rebar with time and the probability of corrosion initiation of the tunnel boxes, inner wall and outer wall, was examined by considering time dependency of chloride transport. From the examination, the histogram of chloride contents at rebar is closer to a gamma distribution, and the mean value increases with time, while the coefficient of variance decreases with time. It was found that the probability of corrosion initiation and the time to corrosion were dependent on the time dependency of chloride transport. Time independent model predicted time to corrosion initiation of inner wall and outer wall as 8 and 12 years, respectively, while 178 and 283 years of time to corrosion was calculated by time dependent model for inner wall and outer wall, respectively. For time independent model, the probability of corrosion at 100 years of exposure for inner wall and outer wall was ranged 59.5 and 95.5%, respectively, while time dependent model indicated 2.9 and 0.2% of the probability corrosion, respectively. Finally, impact of $C_{lim}$, including values specified in current codes, on the probability of corrosion initiation and corrosion free life is discussed.

• Proceedings of the KSME Conference
• /
• 2003.04a
• /
• pp.310-315
• /
• 2003

This paper presents the effect of boundary condition of failure pressure model for buried pipelines on failure prediction by using a failure probability model. The first order Taylor series expansion of the limit state function is used in order to estimate the probability of failure associated with various corrosion defects for long exposure periods in years. A failure pressure model based on a failure function composed of failure pressure and operation pressure is adopted for the assessment of pipeline failure. The effects of random variables such as defect depth, pipe diameter, defect length, fluid pressure, corrosion rate, material yield stress, material ultimate tensile strength and pipe thickness on the failure probability of the buried pipelines are systematically studied by using a failure probability model for the corrosion pipeline.

• Proceedings of the Korean Society of Postharvest Science and Technology of Agricultural Products Conference
• /
• 2003.10a
• /
• pp.162.2-163
• /
• 2003

두부는 특유의 질감으로 우리 민족의 주요부식이 되어온 전통식품으로서 국제적으로 잘 알려져있는 고단백식품이다. 두부의 원료인 대두는 전체단백질의 80∼90%를 차지하는 glycinin과 albumin등의 단백질 성분과 비단백 질소 화합물이 함유되어 있는데 가격이 저렴하면서 영양과 기능성이 우수하여 식육, 낙농제품, 계란단백질이 disulfide 결합, 수소결합 및 소수결합에 의해 응집되어 gel이 된 후 염농도 증가에 의해 침전되거나 산에 의해 등전점 (pH 4.2∼4.6)에서 침전되는 성질을 이용한다. 또한 두부는 80% 이상의 높은 수분함량 때문에 쉽게 변질되는 소지가 많으며 두부의 저장에 많은 한계성을 보이는 식품이기도 한다. 따라서 건조에 의한 식품의 저장은 식품내의 수분을 감소시킴으로써 용질의 상대적 농도를 높혀 식품내의 수분 활성도를 저하시켜 미생물 및 효소에 의한 부패나 변패 및 변질을 방지할 수 있다. 이에 본 연구에서는 두부의 안전저장과 유통을 위하여 열풍건조, 진공건조 및 동결건조에 따라 분말두부를 제조하고 수분흡습특성과 기존 모델식과의 적합성 및 평형수분함량의 예측모델을 구하여 분말두부의 활용성을 높이며 다른 분말식품에도 적용할 수 있는 기초자료를 제공하고자 하였다.

• Fire Science and Engineering
• /
• v.24 no.2
• /
• pp.67-75
• /
• 2010

The fuel moisture changes accompanying with the elapsed days after a rainfall is very important to predict the risk of forest fire and make a good use of forest fire guard. So, to investigate the conditions for the risk of forest fire, it was studied the risk of forest fire for fallen leaves level, rotten level, and soil level after more-than-5 mm-rainfall according to the different forest density of pine forests which were located in Yeong-dong region in the Spring of 2007. The result of the study showed that the around 17% of fuel moisture which was the risky level for forest fire was reached after three days of a rainfall in the coarse dense forest region and after five days in the medium or highly dense forest region. However, for the rotten level represents more than 30% of fuel moisture even after six days after the rainfall, and the lower and upper level of the soil represented a slight or almost no changes. Based on the result, the prediction model ($R^2$=0.56~0.87) for the change of fuel moisture was developed, and it was examined by applying to actual meteorological measurements in the same period of 2008. It showed a meaningful result of 1% level of distinction.

• Proceedings of the Korea Water Resources Association Conference
• /
• 2015.05a
• /
• pp.421-421
• /
• 2015

2007년 IPCC 4차 기후변화 평가보고서 발간 이후, 최근 제 5차 기후변화 평가보고서에 표준 온실가스 시나리오를 대표농도경로(Representative Concentration Pathway, RCP)로 새롭게 선정하여 발간되었다. 이러한 기후변화 시나리오를 적용하여 수자원변화를 예측하는 연구들이 진행되었다. 그러나 기후변화 모델을 제공하는 기관이 많고 전지구적인 스케일로 제공되고 있어 모델의 선택여부와 지역적인 특성으로 인해 발생하는 스케일 불일치 등 다양한 불확실성을 포함하고 있다. 또한, 본 연구 대상지역인 도암댐 유역은 상류에 고랭지 밭이 다수 위치해 있으며 2018년 동계올림픽을 유치하는 평창에 속해있어 2011년 이후로 급격한 개발이 이루어졌고 지속적으로 토지 이용변화가 일어나는 유역이다. 따라서 본 연구에서는 RCP 4.5와 8.5시나리오를 대상으로 총 20개의 기후변화 모델 자료를 수집하였고 지역오차보정을 통해 지역적인 스케일의 불일치를 개선하고 미래시나리오에 대해서는 비정상성을 고려한 비정상성 분위사상법을 통해 미래 시나리오의 정확성을 높였다. 과거 토지이용변화추세를 반영하여 5가지의 미래토지이용변화 시나리오를 생성하고 이를 유역모형인 SWAT모형에 적용하여 미래기후변화와 토지이용변화를 모두 고려하여 도암댐 유역에서의 유출을 전망하였다.

• Proceedings of the Korea Water Resources Association Conference
• /
• 2017.05a
• /
• pp.51-51
• /
• 2017

지역빈도해석은 짧은 기간의 자료를 보유하고 있는 계측 지점이나 자료가 없는 미계측 지점에서의 확률수문량을 산정하기 위하여 많이 쓰여 진다. 지역빈도해석을 실시하기 위한 조건으로는 우선 수집된 하천유역들을 대상으로 수문학적 동질 지역을 구분하는 것이 중요하다. 그리고 구분되어진 지역에 포함되는 모든 지점들의 자료를 빈도해석 함으로써 관심 지점의 신뢰할 만한 확률수문량을 산정하는 것이다. 그동안의 지역빈도해석은 주로 비건조지역을 중심으로 홍수와 같은 재난재해 대비 그리고 수자원 관리를 위한 연구들을 실시해왔다. 본 연구의 주 목적은 건조지역의 수자원 관리를 위해 건조지역 하천유역을 중심으로 지역빈도해석을 실시하여 신뢰할만한 확률수문량을 산정하는 것이다. 확률수문량 산정값의 정확도를 향상시키기 위해 지역빈도해석 모델에 쓰여 지는 새로운 지형학적 변수들을 제공하였고 수문학적 동질 지역을 구분 위해 수집된 각 하천유역의 형상들을 확인하여 동질 지역을 정의하였다. 예를 들면, 수지형 유역, 부채형 유역, 격자형 유역과 같은 다른 형상들을 구분하여 각 유역 형상 종류별로 동질 지역을 만들었다. 건조지역의 지역빈도해석을 위해 미국 건조지역의 105개 하천유역 유량자료들을 수집 및 이용하였다. 확률수문량 산정을 위하여 앙상블 인경신경망 (Ensemble Artificial Neural Network)과 정준 상관 계수(Canonical Correlation Analysis)를 이용한 지역빈도해석 모델을 만들었다. 제안된 모델의 수행평가와 정확성 평가를 위해 리샘플링 기법인 10-겹 교차 검증 (10-fold cross-validation), 잭나이프 (Jackknife) 기법들을 이용하였고 모델로부터 산정된 확률수문량값을 편향 (Bias), 상대 편향(rBias), 평균 제곱근 오차 (RMSE), 상대 평균 제곱근 오차 (rRMSE)를 통하여 산정 값과 실제 관측 값의 차이를 분석하였다. 그 결과 건조지역의 지역빈도해석을 위해 새롭게 제시된 지형학적 변수들을 사용하였을 때 모델의 수행능력이 향상되었음을 확인하였다. 또한 하천유역 형상에 따라 동질 지역을 구분하였을 때 향상된 확률수문량이 산정되었다. 향상된 지역빈도해석 모델을 통해 건조지역의 신뢰할만한 확률수문량을 산정함으로써 건조지역의 효과적인 수자원 관리를 위한 수공시설물 설계에 중요한 정보들을 제공할 것이다.

• Journal of Digital Convergence
• /
• v.17 no.1
• /
• pp.123-130
• /
• 2019

One of the most commonly used methods of web recommendation techniques is collaborative filtering. Many studies on collaborative filtering have suggested ways to improve accuracy. This study proposes a method of movie recommendation using Word2Vec and an ensemble convolutional neural networks. First, in the user, movie, and rating information, construct the user sentences and movie sentences. It inputs user sentences and movie sentences into Word2Vec to obtain user vectors and movie vectors. User vectors are entered into user convolution model and movie vectors are input to movie convolution model. The user and the movie convolution models are linked to a fully connected neural network model. Finally, the output layer of the fully connected neural network outputs forecasts of user movie ratings. Experimentation results showed that the accuracy of the technique proposed in this study accuracy of conventional collaborative filtering techniques was improved compared to those of conventional collaborative filtering technique and the technique using Word2Vec and deep neural networks proposed in a similar study.

• Journal of the Computational Structural Engineering Institute of Korea
• /
• v.34 no.4
• /
• pp.231-241
• /
• 2021

Although the deterioration of bridges may occur due to various causes, one of the representative causes is that the chloride used for deicing in the winter penetrates bridge members and results in corrosion. This study aims to quantify the ageing degree resulting from the corrosion of a bridge, apply it to the inelastic dynamic analysis model of the bridge, perform a seismic fragility analysis, and evaluate the relationship between the ageing degree and the seismic fragility curve. It is important to appropriately define the threshold values for each damage state in seismic fragility analyses considering the ageing degree. The damage state was defined using the results of existing experimental studies on the characteristics of the deterioration in the displacement ductility capacity of the pier, according to the ageing degree. Based on the seismic fragility analyses of six types of bridges divided by three types of bearing devices and two pier heights, it was found that the seismic vulnerability tends to increase with the ageing degree. The difference in seismic vulnerability with respect to the ageing degree exhibits a tendency to increase as the damage state progresses from slight to moderate, severe, and collapse.

• Journal of Wetlands Research
• /
• v.10 no.2
• /
• pp.97-103
• /
• 2008

In this study, the structure and role of governance system, which can be adapted as a effective way to negotiate the water resources related conflicts, was presented and the features and a characteristics of the various types of citizen participation model was analyzed. Also, the scientific approach based on Shared vision model, Game theory and Institutional design theory was introduced and applied to current conflict issues in Korea. The governance system with engineering negotiation model, which is presented in this study, can be used effectively in the field of water resources related conflicts to provide the scientific alternatives by participation of water related stakeholders.