• 지능정보연구
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• 제24권2호
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• pp.243-264
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• 2018

현재 전세계 배터리 시장은 이차전지 개발에 박차를 가하고 있는 실정이지만, 실제로 소비되는 배터리 중 가격 대비 성능이 좋고 재충전을 통해 다시 재사용이 가능한 납축전지(이차전지)의 소비가 광범위하게 이루어지고 있다. 하지만 납축전지는 복합적 셀(cell)을 묶어 하나의 배터리를 구성하여 활용하는 배터리의 특성상 하나의 셀에서 열화가 발생하면 전체 배터리의 손상을 가져와 열화가 빨리 진행되는 문제가 존재한다. 이를 극복하기 위해 본 연구는 기계학습을 통한 배터리 상태 데이터를 학습하여 배터리 열화를 예측할 수 있는 모델을 개발하고자 한다. 이를 위해 실제 현장에서 배터리 상태를 지속적으로 모니터링 할 수 있는 센서를 골프장 카트에 부착하여 실시간으로 배터리 상태 데이터를 수집하고, 수집한 데이터를 이용하여 기계학습 기법을 적용한 분석을 통해 열화 전조 현상에 대한 예측 모델을 개발하였다. 총 16,883개의 샘플을 분석 데이터로 사용하였으며, 예측 모델을 만들기 위한 알고리즘으로 의사결정나무, 로지스틱, 베이지언, 배깅, 부스팅, RandomForest를 사용하였다. 실험 결과, 의사결정나무를 기본 알고리즘으로 사용한 배깅 모델이 89.3923%이 가장 높은 적중률을 보이는 것으로 나타났다. 본 연구는 날씨와 운전습관 등 배터리 열화에 영향을 줄 수 있는 추가적인 변수들을 고려하지 못했다는 한계점이 있으나, 이는 향후 연구에서 다루고자 한다. 본 연구에서 제안하는 배터리 열화 예측 모델은 배터리 열화의 전조현상을 사전에 예측함으로써 배터리 관리를 효율적으로 수행하고 이에 따른 비용을 획기적으로 줄일 수 있을 것으로 기대한다.

• 자원환경지질
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• 제40권5호
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• pp.661-673
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• 2007

안성 청룡사삼층석탑의 구성암석은 대부분 편마상 복운모 화강암과 세립질 화강암으로 이루어져 있다. 이 석탑은 거의 전면에 걸쳐 나타나는 부재의 균열과 결실이 탑의 구조안정성을 위협한다. 또한 표면의 무기오염물과 다양한 서식형태를 갖는 생물침해는 석재표면의 손상을 가중시키고 있다. 따라서 이 연구에서는 석탑에 대한 종합적인 비파괴훼손도 진단을 수행하고 이를 근거로 풍화를 저감시키기 위해 최소한의 보존처리를 수행하였다. 보존처리에서는 석탑의 전면에 걸쳐 자생하는 지의류 및 생물오염물을 건식 및 습식 세정하였으며, 과거 이 석탑의 보수에 사용되었던 노화된 콘크리트를 제거하고 합성수지를 이용하여 복원하였다. 부재사이에 삽입된 부식된 철편은 티타늄 강철 합금으로 교체하였으며, 모든 공정이 완료된 후에 석질 강화처리를 실시하였다. 또한 석탑의 지반과 주위환경을 보강하고 정비하였으며 관람객에 의한 손상을 제어하기 위한 보호시설을 설치하였다.

• 한국콘크리트학회:학술대회논문집
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• 한국콘크리트학회 1998년도 봄 학술발표회논문집(II)
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• pp.633-636
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• 1998

This study is performed for the purpose of obtaining the fundamental datum to analyse the cause of steel corrosion in concrete and establish the repair strategies of deteriorated reinforced concrete structures due to steel corrosion. To investigate the degree of concrete deterioration, soluble chloride content in harden concrete, the depth of carbonation, cover depth and compressive strength are measured. The progress of corrosion of concrete bridge is electrochemically evaluated. The result shows that in approximately 43% of the structures below -350mV(vs. CSE), the exessive chloride contents is a direct cause of steel corrosion in reinforced concrete structures.

• 대한기계학회:학술대회논문집
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• 대한기계학회 2001년도 춘계학술대회논문집C
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• pp.414-419
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• 2001

Microcellular foamed plastic is a foaming technology that is safer to the environment and has no significant deterioration of mechanical properties compared to the conventional foamed plastic. Currently, the development of the injection-molding machine for microcellular plastic (MCP) is nearing completion. Currently, researches on the mass production system for the MCP injection-molding machine are under progress. The purpose of this paper is to design the gas supply system suitable for microcellular foaming in the injection-molding machine. For the design process, Axiomatic Approach, a powerful tool for design, will be used.

• 대한전기학회:학술대회논문집
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• 대한전기학회 1992년도 하계학술대회 논문집 B
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• pp.973-975
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• 1992

The Acoustic Emission due to treeing progress in Crosslinked Polyethylene(XLPE) is studied by using the self developed automatic measuring system of acoustic emission. Tree progression and average pulse amplitude are almost in proportion to the rising of applied voltage but there is no proportionality relation between tree progression and pulse numbers. From now on, Skewness and kurtosis of average cycle, special property of $\phi$-a distribution characteristics can be confirmed as the useful parameters of treeing deterioration.

• Corrosion Science and Technology
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• 제6권6호
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• pp.297-303
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• 2007

This paper discusses the chloride-induced corrosion of reinforcement in marine concrete structures focusing on the variability in the progress of deterioration. Through tests and analyses of reinforced concrete slabs taken out from existing open-pile structures that have been in service for 30 to 40 years, the following topics were particularly discussed: variation in chloride ion profiles of concrete, variation in corrosion properties of reinforcement embedded in concrete, and influence of the reinforcement corrosion on the load-carrying capacity of the concrete slabs. As a result, their variability was found to be very large even in one reinforced concrete slab with almost the same conditions. It was also discussed how to determine the calculation parameters for prediction of decreasing in load-carrying capacity of concrete members with chloride-induced corrosion of reinforcement.

• 한국연초학회지
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• 제5권2호
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• pp.9-15
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• 1983

The effect of leaf dehydration process and air flow capacity of bulk curing on physical properties and composition of cured leaves was studied, respectively, during flue- curing. Cured leaves from excessive moisture during yellowing stage and those from rapid dehydration Process inevitably during later stages, tend towards lower equilibrium moisture contents, higher shatter index, hither protein nitrogen, and leaf scalding or deterioration of Beaves with redish cast. Early dehydration at the yellowing stage re suited in increasing of p Bamitic, stearic, linoleic, and linolenic acid contents, but showed reduction of brightness difference between upper and lower surface of the cured leaves, Leaf surface lipid decreased with the progress of curing stages, more conspicuously during later stage. Lowering air flow capacity of fan by 50oye during stem drying stage resulted in increasing of leaf surface lipid and 25oye decreasing of electric power consumption , but curing period and kerosene consumption were not affected.

• 상하수도학회지
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• 제27권6호
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• pp.787-796
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• 2013

Sewer joint-related defect is one of the most common domestic sewer defects along with the lateral pipe problem. However, there are currently no criteria that precisely assess the joint-related sewer defects. Therefore, this study examined the joint-related sewer defects found in domestic circumstances, classified them according to the suggested defect code, and presented the examples of defect pictures. Each defect code was organized as the process of out of pipeline alignment (OPA) which shows the progress in deterioration. Each defect was classified into 5 grades depending on appropriate repair and rehabilitation method. The result of this study is expected to be useful for domestic CCTV inspectors to assess the sewer condition and helpful for managers to make a decision of repair and rehabilitation.

• 대한기계학회:학술대회논문집
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• 대한기계학회 2000년도 추계학술대회논문집A
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• pp.219-224
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• 2000

A research for development of composite body panel is in progress for lightening tare. Low specific weight LPMC (Low pressure molding compound) has advantages such as lightweight and resistance to dent and corrosion. In this study, tensile, bending and impact tests for the LPMC and SPRC35 (High tension steel plate) were carried out and compared. Although mechanical properties of SPRC35 are better than the LPMC, the LPMC satisfies basic requirements for car body panel. The high temperature exposed LPMC were degraded due to fiber-matrix debonding and deterioration of resin.

• 대한안전경영과학회지
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• 제8권2호
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• pp.81-90
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• 2006

As aging society makes rapid progress, various social problems arise. The drop of productive labor and the increase of welfare cost can be taken as examples. From this point of view, a use of aged labor is a matter of great Important to national productivity improvement. But, the participation rate of the aged in economical activity amounts to 49.8 percent and their unemployment rate does 2.1 percent. The purpose of this paper is to analyze the deterioration of skill and the lowering of adaption to new working environments due to aging. Since the aging effect is closely related to worker's productivity, it should be properly measured and analyzed. The coordination tester is used to find out activity limitations. Experimental results show that the expert skill of the workers can be improved through the effective of their experience. Therefore we can say that some operation is not influenced by aging.