• The Transactions of the Korea Information Processing Society
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• v.13 no.5
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• pp.236-242
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• 2024

Software Defect Prediction (SDP) enhances the efficiency of software development by proactively identifying modules likely to contain errors. A major challenge in SDP is improving prediction performance. Recent research has applied deep learning techniques to the field of SDP, with the SAINT model particularly gaining attention for its outstanding performance in analyzing structured data. This study compares the SAINT model with other leading models (XGBoost, Random Forest, CatBoost) and investigates the latest deep learning techniques applicable to SDP. SAINT consistently demonstrated superior performance, proving effective in improving defect prediction accuracy. These findings highlight the potential of the SAINT model to advance defect prediction methodologies in practical software development scenarios, and were achieved through a rigorous methodology including cross-validation, feature scaling, and comparative analysis.

• 한국디지털정책학회:학술대회논문집
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• 2006.12a
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• pp.337-354
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• 2006

본 연구는 금융거래를 위한 매체 특성과 금융 업무처리를 위한 개인의 매체 선택에 미치는 영향 요인을 규명하고자 하였다. 또한 매체간 특성을 고려하여 차이점에 대하여 실증적 검증을 시도하였다. 아울러 금융 채널의 사용에 영향을 미치는 매체의 특성들이 반영된 상황 발생시 상황에 얼마나 부합되는 금융 채널을 선택하는지에 대해서도 실증 분석하였다. 정보 기술의 발전으로 금융거래를 위한 채널이 다양화 되었으며, 최근 인터넷 뱅킹에 이어 모바일 뱅킹이 도입되면서 금융 채널의 다양화와 급속화가 진행되고 있다. 이는 차별적 채널의 도입과 운용의 필요성을 제시하며, 고객의 특성 및 거래액, 고객이 느끼는 각 채널별 특성을 고려하여 고객 만족 전략을 전개할 수 있음을 시사한다. 연구결과, 오프라인 거래채널인 은행 창구와 ATM은 입지에 민감한 금융 매체임에 따라 편리성이 사용량에 영향을 미치는 요인으로 나타났으며, 온라인 매체라 할 수 있는 폰뱅킹 , 인터넷 뱅킹 , 모바일 뱅킹은 입지나 위치와는 상관없는 기술적 안전성이 보장되어야 하는 신뢰성이 사용량에 영향을 미치는 요인으로 나타났다. 본 연구에서는 금융 매체별 사용량에 영향을 미치는 특성을 파악함으로써 금융 기관의 차별적 고객 채널의 도입과 운용의 필요성을 제시하고 있다.

• 한국벤처창업학회:학술대회논문집
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• 2022.11a
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• pp.89-93
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• 2022

정보통신기술(ICT - Information and Communications Technology)의 발달, 정부와 민간의 스타트업 발굴 및 투자 규모의 확대로 인해 혁신적인 아이디어를 기반으로 우수한 성과를 창출하는 스타트업들이 증가하고 있다. 이를 롤모델로 삼고 창업을 준비하는 예비 창업자들도 지속적으로 증가하고 있으나, 성공을 경험으로 연쇄창업을 도전하는 창업자와 달리 초기 스타트업들은 팀원 채용, 기술 개발, 자금 유치 등 다양한 문제에 직면하게 된다. 엑셀러레이터는 스타트업들이 직면하게 되는 다양한 문제 해결을 돕기 위해 교육, 멘토링, 컨설팅, 네트워크 연계, 초기 투자 등의 활동을 통해 스타트업이 성장할 수 있도록 멘토와 투자자의 역할을 동시에 수행한다. 본 연구의 목적은 스타트업의 특성과 창업성과과 어떠한 상관관계를 가지고 있는가를 조사하고, 엑셀러레이터의 역할이 스타트업의 창업성과에 매개역할을 하는지 분석 하는데 있다. 최근 국내에서는 다시 벤처 붐이 일어나고 있으며, 유니콘 기업의 양적 질적 증가, 정부 지원을 통한 초기 스타트업의 성과 등 창업생태계에서 의미 있는 지표들을 볼 수 있다. 스타트업의 성과와 관련된 지표들은 직/간접적으로 엑셀러레이터와 관련이 있으나, 그동안 국내에서 창업성과에 영향을 미치는 요인을 스타트업의 창업가의 기업가정신이나 창업가의 역량을 기반으로 주로 연구하였다. 따라서 본 연구에서는 스타트업의 특성으로 대표되는 독립변수 혁신성, 조직 문화, 재무적 특성, 네트워크 지향성과 학습지향성이 종속변수인 창업성과에 영향을 미칠 것이라는 가설을 검증하며 매개변수인 엑셀러레이터의 역할의 효과를 확인하고자 한다.

• Journal of the Korean Society for Railway
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• v.19 no.3
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• pp.324-330
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• 2016

A magnetic contactor is a switching device widely used for electric circuits. For the operation of magnetic contactors, magnetic coils are essential; these coils create and interrupt the electric circuit. In this paper, the finite element analysis model was developed to reflect the experimental data, and was verified through alteration of the applied voltages and the numbers of turns. Effects of electromagnetic force on the geometrical variations of the facing poles for fixed and moving cores of two magnet coils were investigated. In addition, effects of slope and air gap size between two facing poles on the electromagnetic force were explored through the distribution of the magnetic flux density in the magnetic coils of a push-type solenoid. Through this analysis, the characteristics of the electromagnetic force against the facing poles were explored.

• Transactions of the Korean Society of Mechanical Engineers A
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• v.37 no.10
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• pp.1269-1278
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• 2013

The cutting area changes periodically in the end-milling process because of its form generation mechanism. In this study, the effects of the cutting area on end-milled side walls are studied by developing a cutting area model that simulates the area formed by engagement between a workpiece and a cutting edge of the end mill. To do this, the straightness profile of the side wall in the axial direction is investigated. Models for estimating the cutting area and the transition point, where the slope of the straightness profile changes suddenly, are verified from real end-milling experiments under various radial and axial depth of cut conditions. Through this study, it is confirmed that the final end-milled side wall is generated in the regions where cutting areas are constant and decreasing in the down-cut. Similarly, in stable up-cut, it is also generated in the regions where cutting areas are increasing and constant. It is found that the transition point appears when the region changes.

• Journal of Aerospace System Engineering
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• v.11 no.6
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• pp.84-91
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• 2017

The dynamic characteristics of a ducted fan in hovering condition were investigated. The section properties of the fan blade were calculated, and a simulation model was developed according to the rotor system components. Dynamic analyses were conducted relative to the rotational speed and the collective pitch. The proposed ducted fan system showed less aero-elastic instability within the designated operating ranges. To verify the analytical approach, a rotating test stand of the ducted fan was set up. A functional test of the assembly was carried out to determine the kinematics and interference between components. The non-rotating and rotating normal frequencies were measured by excitation of the collective pitch using hydraulic actuators. The results indicated a correlation between the test equipment and the simulation model.

• Journal of Broadcast Engineering
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• v.24 no.6
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• pp.1024-1034
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• 2019

Preference for music is determined by a variety of factors, and identifying characteristics that reflect specific factors is important for music recommendations. In this paper, we propose a method to extract the singing voice related music features reflecting various musical characteristics by using a model learned for singer identification. The model can be trained using a music source containing a background accompaniment, but it may provide degraded singer identification performance. In order to mitigate this problem, this study performs a preliminary work to separate the background accompaniment, and creates a data set composed of separated vocals by using the proven model structure that appeared in SiSEC, Signal Separation and Evaluation Campaign. Finally, we use the separated vocals to discover the singing voice related music features that reflect the singer's voice. We compare the effects of source separation against existing methods that use music source without source separation.

• Journal of the Earthquake Engineering Society of Korea
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• v.11 no.2 s.54
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• pp.95-104
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• 2007

Three types of high-rise RC building structures having irregularity in the lower two stories were selected as prototypes and were performed nonlinear static analysis by using OpenSees to verify the analysis technique and to investigate the seismic capacity of those buildings. The first one has a symmetrical moment resisting frame (Model 1), the second has an infilled shear wall in the central frame (Model 2), and the third has an infilled shear wall only in one of exterior frames (Model 3). Fiber model, which consists of concrete and reinforcing bar represented from stress-strain relationship, is adapted used for simulate the nonlinearity of members, and MVLEM(Multi vertical linear element model) is used for simulate the behavior of wall. The analytical results are simulate the behavior of piloti stories well, for example, the stiffness and yield farce of piloti stories, the up-lift of wall and the variation of lateral stiffness of column due to the variation of axial forces. Overstrength of Model 2 and Model 3 are about 2 times larger than that of Model 1. The reason of the high oversttrength and ductility of Model 2 and Model 3 is that the conservative design of Model 2 and Model 3, whose beam and column sections are the same as those of Model 1. The ductilities of Model 1 and Model 3 are slightly larger than that of Model 1 and Model 3. Model 1 and Model 3 reached mechanism condition, whereas Model 2 failed to the shear failure of shear wall and the large axial forces in columns due to large overturning moment.

• Journal of the Korea Institute of Information and Communication Engineering
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• v.14 no.6
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• pp.1345-1352
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• 2010

The structural approach in the signature verification, representing a signature as a structural form of local primitives, shows an excellent performance since it counts in the local characteristics such as local variation, stroke complexity, and etc. However, this method has a problem of template data sizing which can not fix the number of subpatterns comprising a signature. In this paper, we proposed a new algorithm to reduce the signature data into a fixed size by selecting a fixed number of subpatterns which is considered as important parts. As a result, it shows more excellent performance when the fixed sized sub-patterns is applied with local weights extracted from variational characteristics and complexities in local part. And the number of subpatterns representing a signature reference model can be fixed under a certain number of segments determined appropriately.

• Proceedings of the KIPE Conference
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• 2013.11a
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• pp.65-66
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• 2013

본 논문에서는 계통 전압 사고 상황에서 계통 연계형 풍력 발전 시스템이 만족시켜야 할 LVRT(Low Voltage Ride Through) 동작 모의 및 동특성을 분석하였다. 제작한 시뮬레이터는 유도전동기를 이용한 풍력터빈 모델과 영구자석 동기 발전기 그리고 컨버터와 인버터로 구성된 Back to Back Converter를 통해 계통과 연계되는 구조를 가지고 있다. 계통과 연계되는 부분에 슬라이닥스와 변압기 그리고 IGBT를 이용해 계통의 사고를 모의할 수 있는 계통 전압사고 모의 장치를 제작하여 연결하였으며, 이 계통 전압사고 모의 장치는 A, B, C 각 상을 독립적으로 제작해 다양한 계통사고를 모의할 수 있도록 구성하였다. 하드웨어 시뮬레이터와 제안된 계통 전압 사고 모의 장치 분석을 위해 PSCAD/EMTDC 소프트웨어를 이용한 시뮬레이션을 실시하였고 하드웨어 실험을 통해 그 타당성을 검증하였다.