• 한국자동차공학회논문집
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• 제13권5호
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• pp.7-18
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• 2005

Over the past twenty years, the maintenance system has been developed and its importance has been increased. For the effective maintenance of the urban transit, we have developed the maintenance system based on the concept of RCM(Reliability Centered Maintenance). RCM analysis is a systematic approach to developing a cost-effective maintenance strategy based on the various components's reliability of the system in question. It is performed according to process that includes the following steps; definition of function and functional failures of the systems, construction of RB D(Reliability Block Diagram), performance of FMEA(Failure Modes & Effects Analysis) and calculation of the reliability index. The final process of RCM is to determine appropriate failure maintenance strategies. This paper aims to define the procedure of maintenace based on the concept of RCM for urban transit. The key for a successful maintenance system is an automated scheduling to the maximum extent possible and timely executions. The developed system issues maintenance plan and repair request based on analyzed data and maintenance experience.

• 한국자동차공학회논문집
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• 제16권6호
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• pp.192-199
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• 2008

The key issues for the reduction technologies of the exhaust gas from diesel engine being developed are to reduce particulate matters and NOx. The SCR system is known to be one of the most efficient and stable technologies to remove NOx through the mixing of NOx and urea solution. In the present research, the effects of mixer configurations of SCR system have been investigated to enhance the SCR performance. First, a Schlieren technique is employed to visualize the mixing characteristics of urea solution and exhaust gas. The results show that a mixer is essential to obtain proper fluid mixing. In addition, numerical studies have been made to understand the mixing characteristics through the comparison of the mal-distribution index of concentration at the several locations of the diffuser. In particular, the effects of number of blade and mixer angles on mixing characteristics were studied. The results show that the blade angle has a larger effect on the mixing characteristics than the number of blades.

• Journal of Forest and Environmental Science
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• 제37권2호
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• pp.91-103
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• 2021

We conducted an analysis of agroforestry system efficiency to conserve biodiversity in the Mbalmayo Forest Reserve (MFR) between March 2018 and June 2018. A synthesis of forest fragmentation data observed on multiple strata and scale satellite imageries over 31 years, between 1987 and 2018 as well as, the use of both a floristic and a faunal surveys, revealed that although 29.28% of natural forests was fragmented and converted to agroforests landscapes, banana and cocoa based agroforest appeared to perform the most relevant records in carbon storage and to attract wild terrestrial and avifauna. Analysis of NDVI, NDWI and Iron Oxyde helped monitor the vegetation cover of the reserve, and differentiate natural and fragmented classes, majority of conserved forest wetlands and agroforestry systems, and a minority of natural dryland forest. Further analysis also revealed significant correlations between NDVI and Shannon Index, and between NDVI and carbon stock. Based on the NDVI value and the equation Y=3.827×X-1.587 (where Y for the carbon stocks and X for NDVI value), we estimated the total carbon stock of the forest reserve at about 99557.6 tonnes, and its mean value at about 8.491 tons/ha. Nevertheless, environmental efforts to sustainably manage agroforestry landscape appear to be a relevant key to conserve wild biodiversity and mitigate climate change at the level of the Mbalmayo Forest Reserve. If anthropogenic activities have deeply changed the reserve's natural landscape, reduced its carbon sequestration performance, and wildlife conservation status, forest wetlands appear to remain its most conserved places and the best refuge for wild fauna still occurring in diverse strata of the MFR.

• 한국전자통신학회논문지
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• 제18권3호
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• pp.483-494
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• 2023

최근 가스터빈 발전기는 전력계통의 주파수 조절용으로 널리 사용되고 있다. 가스터빈의 입구온도는 기기의 성능과 수명에 관련된 핵심요소이지만 터빈구조 및 운전환경 등의 이유로 입구온도를 직접 측정하지 않고 가스터빈 배기가스 온도 측정값을 이용하여 입구온도의 추정 값을 구해 이를 연소제어에 사용하고 있다. 특히 재열 가스터빈의 입구온도는 안정적 운전관리에 있어서 매우 중요하지만 제작사가 산출 식에 대한 정보를 제공하지 않고 있어 현장 실무자들은 많은 어려움을 겪고 있다. 이에 본 연구에서는 폴리트로픽 과정식의 기반 위에 머신러닝 기반의 선형회귀 분석기법을 사용하여 가스터빈의 입구온도를 추정할 수 있는 방법을 제시하고자 한다. 또한 선형회귀분석을 통해 얻어진 입구온도 산출 모델식의 유용성 분석과 검증을 통해 입구온도 산출 알고리즘을 제안함으로서 재열 가스터빈 연소튜닝 기술수준 향상에 도움이 되고자 한다.

• KSII Transactions on Internet and Information Systems (TIIS)
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• 제17권12호
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• pp.3218-3241
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• 2023

Financial fraud undermines the sustainable development of financial markets. Financial statements can be regarded as the key source of information to obtain the operating conditions of listed companies. Current research focuses more on mining financial digital data instead of looking into text data. However, text data can reveal emotional information, which is an important basis for detecting financial fraud. The audit opinion of the financial statement is especially the fair opinion of a certified public accountant on the quality of enterprise financial reports. Therefore, this research was carried out by using the data features of 4,153 listed companies' financial annual reports and audits of text opinions in the past six years, and the paper puts forward a financial fraud detection model integrating audit opinions. First, the financial data index database and audit opinion text database were built. Second, digitized audit opinions with deep learning Bert model was employed. Finally, both the extracted audit numerical characteristics and the financial numerical indicators were used as the training data of the LightGBM model. What is worth paying attention to is that the imbalanced distribution of sample labels is also one of the focuses of financial fraud research. To solve this problem, data enhancement and Focal Loss feature learning functions were used in data processing and model training respectively. The experimental results show that compared with the conventional financial fraud detection model, the performance of the proposed model is improved greatly, with Area Under the Curve (AUC) and Accuracy reaching 81.42% and 78.15%, respectively.

• 지능정보연구
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• 제17권1호
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• pp.111-125
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• 2011

클러스터링(Clustering)은 유사한 문서나 데이터를 묶어 군집화해주는 프로세스이다. 클러스터링은 문서들을 대표하는 개념별로 그룹화함으로써 사용자가 자신이 원하는 주제의 문서를 찾기 위해 모든 문서를 검사할 필요가 없도록 도와준다. 이를 위해 유사한 문서를 찾아 그룹화하고, 이 그룹의 대표되는 개념을 도출하여 표현해주는 기법이 요구된다. 이 상황에서 문제점으로 대두되는 것이 복합 개념(Complex Concept)의 탐지이다. 복합 개념은 서로 다른 개념의 여러 클러스터에 속하는 중복 개념이다. 기존의 클러스터링 방법으로는 문서를 클러스터링할 때 동일한 레벨에 있는 서로 다른 개념의 클러스터에 속하는 중복된 복합 개념의 클러스터를 찾아서 표현할 수가 없었고, 또한 복합 개념과 각 단순 개념(Simple Concept) 사이의 의미적 계층 관계를 제대로 검증하기가 어려웠다. 본 논문에서는 기존 클러스터링 방법의 문제점을 해결하여 복합 개념을 쉽게 찾아 표현하는 방법을 제안한다. 기존의 계층적 클러스터링 알고리즘을 변형하여 동일 레벨에서 중복을 허용하는 계층적 클러스터링(Hierarchical Overlapping Clustering, HOC) 알고리즘을 개발하였다. HOC 알고리즘은 문서를 클러스터링하여 그 결과를 트리가 아닌 개념 중복이 가능한 Lattice 계층 구조로 표현함으로써 이를 통해 여러 개념이 중복된 복합 개념을 탐지할 수 있었다. HOC 알고리즘을 이용해 생성된 각 클러스터의 개념이 제대로 된 의미적인 계층 관계로 표현되었는지는 특징 선택(Feature Selection) 방법을 적용하여 검증하였다.

• 한국건설관리학회논문집
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• 제16권4호
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• pp.118-128
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• 2015

BIM 기술은 현재 빠르게 건설 산업 전반에 적용 및 확산되고 있다. 그러나 고비용의 BIM 인프라, 법령의 부재, 운영 프로세스 등의 문제로 도입 초기의 기대와 달리 그 활용도면에서 만족할 만한 기대치를 채우지 못하고 있다. 설계 단계에서 수행되는 BIM 기술 기반의 협업 설계 인프라 구축은 성공적인 건설 프로젝트를 위한 필수 요소로 볼 수 있다. 현재 BIM은 클라우드 컴퓨팅기술과 결합하여 드로잉, 3D 모델링, 객체 데이터, 속성 정보 등을 생성할 수 있는 서비스 들이 파생되고 있으며 설계 인프라를 위한 핵심으로 떠오르고 있다. 본 논문은 VDI 시스템 환경 설정 및 구축을 통해 BIM 모델링, Viewing, 모델 체크, 마크업 등 BIM을 수행할 수 있는 서버 인프라 서비스 구축 방안을 제시한다. VDI 성능 시스템 테스트를 통하여 BIM 설계 환경에 필요한 가상 머신 리소스를 산정하고 배분하는 방식을 제안하여 클라우드 컴퓨팅 기반 BIM 설계 및 BIM 설계정보를 활용 프로젝트 운영 방향을 제시하고자 한다.

• Journal of the Korean Academy of Child and Adolescent Psychiatry
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• 제23권3호
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• pp.103-108
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• 2012

Objectives : The aim of this study is to investigate the effectiveness of treatment with osmotic-release oral system methylphenidate (OROS-MPH) on quality of life (QOL) in children with attention-deficit hyperactivity disorder (ADHD). Another aim is to assess the relationship between change in QOL and other factors including children's symptoms and academic performance or parents' depression and parenting stress. Methods : A total of 111 medication-naive children with ADHD in a multicenter, open-label, 12-week trial of OROS-MPH completed an evaluation using diverse rating scales at two time points; at baseline and after 12 weeks of treatment. Scales for investigation of children included the Parent Report Form-Children's Health and Illness Profile-Children's Edition (PRF-CHIP-CE) on QOL, the ADHD Rating Scale-IV on symptoms, and the Academic Performance Rating Scale (APRS). The Beck Depression Inventory and Parenting Stress Index were used for assessment of their parents. Results : Total scores for mean PRF-CHIP-CE increased from $207.9{\pm}26.7$ at baseline to $226.3{\pm}25.9$ after 12 weeks of treatment (p<.001). The change of APRS showed the strongest correlation with the increment of PRF-CHIP-CE scores (Pearson coefficient=0.561, p<.001), even after controlling for other factors (partial correlation coefficient=0.420, p<.001). Conclusion : Treatment with MPH-OROS results in improvement of QOL in children with ADHD in Korea. The advance in academic performance plays a key role in this change of QOL.

• 한국진공학회:학술대회논문집
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• 한국진공학회 2014년도 제46회 동계 정기학술대회 초록집
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• pp.150.1-150.1
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• 2014

Showerhead is used as a main part in the semiconductor equipment. The face plate flatness should remain constant and the cleaning performance must be gained to keep the uniformity level of etching or deposition in chemical vapor deposition process. High operating temperature or long period of thermal loading could lead the showerhead to be deformed thermally. In some case, the thermal deformation appears very sensitive to showerhead performance. This paper describes the methods for robust design using computational fluid dynamics. To reveal the influence of the post distribution on flow pattern in the showerhead cavity, numerical simulation was performed for several post distributions. The flow structure appears similar to an impinging flow near a centered baffle in showerhead cavity. We took the structure as an index to estimate diffusion path. A robust design to reduce the thermal deformation of showerhead can be achieved using post number increase without ill effect on flow. To prevent the showerhead deformation by heat loading, its face plate thickness was determined additionally using numerical simulation. The face plate has thousands of impinging holes. The design key is to keep pressure drop distribution on the showerhead face plate with the holes. This study reads the methodology to apply to a showerhead hole design. A Hagen-Poiseuille equation gives the pressure drop in a fluid flowing through such hole. The assumptions of the equation are the fluid is viscous-incompressible and the flow is laminar fully developed in a through hole. An equation can be expressed with radius R and length L related to the volume flow rate Q from the Hagen-Poiseuille equation, $Q={\pi}R4{\Delta}p/8{\mu}L$, where ${\mu}$ is the viscosity and ${\Delta}p$ is the pressure drop. In present case, each hole has steps at both the inlet and the outlet, and the fluid appears compressible. So we simplify the equation as $Q=C(R,L){\Delta}p$. A series of performance curves for a through hole with geometric parameters were obtained using two-dimensional numerical simulation. We obtained a relation between the hole diameter and hole length from the test cases to determine hole diameter at fixed hole length. A numerical simulation has been performed as a tool for enhancing showerhead robust design from flow structure. Geometric parameters for the design were post distribution and face plate thickness. The reinforced showerhead has been installed and its effective deposition profile is being shown in factory.

• 정보처리학회논문지D
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• 제15D권6호
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• pp.755-766
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• 2008

최근 NAND 플래시 메모리는 하드 디스크에 비해 작고, 속도가 빠르며, 저 전력 소모 등의 장점을 가지고 있어 차세대 저장 매체로 각광받고 있다. 그러나 쓰기-전-소거 구조, 비대칭 연산 속도 및 단위와 같은 독특한 특징으로 인하여, 디스크 기반의 시스템이나 응용을 NAND 플래시 메모리 상에 직접 구현시 심각한 성능저하를 초래할 수 있다. 특히 NAND 플래시 메모리 상에 B-트리를 구현할 경우, 레코드의 잦은 삽입, 삭제 및 재구성에 의한 많은 양의 중첩 쓰기가 발생할 수 있으며, 이로 인하여 급격한 성능 저하가 발생할 수 있다. 이러한 성능 저하를 피하기 위해 ${\mu}$-트리가 제안되었으나, 잦은 노드 분할 및 트리 높이의 빠른 신장 등의 문제점을 가지고 있다. 본 논문에서는 갱신 연산을 위해 특정 단말 노드에 해당하는 로그 노드를 할당하고, 해당 로그 노드에 있는 변경된 데이터를 한 번의 쓰기 연산으로 저장하는 로그 기반의 B-트리(LSB-트리)를 제안한다. LSB-트리는 부모 노드의 변경을 늦추어 추가적인 쓰기 연산의 횟수를 줄일 수 있다는 장점을 가지고 있다. 또한 키 값에 따라 데이터를 순차적으로 삽입할 때, 로그 노드를 새로운 단말 노드로 교환함으로써 추가적인 쓰기 연산의 횟수를 줄일 수 있다. 마지막으로, 다양한 비교 실험을 통하여 ${\mu}$-트리와 비교함으로써 LSB-트리의 우수성을 보인다.