• 한국컴퓨터정보학회논문지
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• 제27권12호
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• pp.77-84
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• 2022

본 논문은 객체 위치식별 알고리즘의 성능을 향상하기 위한 레이블 재할당 방법을 제안한다. 제안한 방법은 추론 단계와 재할당 단계로 구분한다. 추론 단계에서는 학습된 모델로부터 사전 지정된 크기에 따라 다중 스케일 추론을 수행한 뒤, 이를 마스킹한 영상을 다시 한번 추론하여 강인한 클래스 종류의 추론 결과를 얻는다. 재할당 단계에서는 박스간의 IoU를 계산하여 중복 박스를 제거하고, 박스와 클래스의 빈도를 계산하여 지배적 클래스를 다시 할당하였다. 제안한 방법을 검증하기 위하여 공사현장 안전장비 인식 영상 데이터 세트에 레이블 재할당 방법을 적용하고 이를 YOLOX-L 객체 탐지 모델에서 학습하였다. 실험 결과 적용 전 대비 mAP가 3.9% 향상하여 51.07%를 달성하였으며 AP_S를 3배 이상 향상하여 14.53%를 달성하였다. 실험 결과를 통해 레이블 재할당 알고리즘이 더 우수한 성능의 모델을 훈련해 냄을 확인하였다.

• 한국컴퓨터정보학회논문지
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• 제29권3호
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• pp.1-10
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• 2024

해상 운송의 대부분을 차지하고 있는 선박의 경로를 예측하는 연구는 해상의 위험을 사전에 탐지하여 사고를 예방할 수 있다. 도로와 달리 해상에는 신호체계가 따로 존재하지 않고, 교통 관리가 어렵기에 해상 안정성을 위해 선박 경로 예측은 필수적이다. 그러나 선박의 경로 데이터셋의 시간 간격은 통신 장애로 인해 불규칙하다. 본 연구는 이 문제를 해결하기 위해 선박 경로 예측에 적합한 보간법을 사용하여 데이터의 시간 간격을 조정하는 방법을 제시한다. 또한, 선박의 경로를 예측하기 위한 선박 경로 예측 딥러닝 모델을 개발하였다. 본 연구의 모델은 선박의 실시간 경로 정보를 담고 있는 AIS 데이터를 통해 선박의 이동패턴을 파악하여 이후에 위치할 선박의 GPS 좌표를 예측하는 LSTM 모델이다. 본 논문은 선형 보간법을 사용한 데이터 전처리 방법과 선박 경로 예측에 적합한 딥러닝 모델을 제시하고, 실험을 통해 MSE 0.0131, Accuracy 0.9467로 본 논문에서 제시하는 방법의 예측 성능이 우수함을 나타낸다.

• 제어로봇시스템학회:학술대회논문집
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• 제어로봇시스템학회 2004년도 ICCAS
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• pp.1072-1077
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• 2004

This paper provides a new approach to analyze the stability of a general multi-link TCP Vegas, which is a kind of feedback-based congestion algorithm. Whereas the conventional approaches use the approximately linearized model of the TCP Vegas along equilibrium pints, this approach models a multi-link TCP Vegas network in the form of a piecewise linear multiple time-delay system. And then, based on the exactly characterized dynamic model, this paper presents a new stability criterion via a piecewise and multiple delay-dependent Lyapunov-Krasovskii function. Especially, the resulting stability criterion is formulated in terms of linear matrix inequalities (LMIs).

• 한국지능시스템학회:학술대회논문집
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• 한국퍼지및지능시스템학회 2003년도 ISIS 2003
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• pp.500-503
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• 2003

The navigation problem of robot is one of the main themes to deal with conficts or interferences between obstacles and the robot itself In this case, while the robot avoids obstacles on the space, the passage route should be determined efficiently. In order to solve problems above, we have come up with the distance field space medel (DFM) and then, under known environment, we have presented the distance field A algorithm for passage route path search. In this research, the method of performing the 3-dimensional passage route path search of robot under unknown environment is proposed. It is shown that the authors can build the distance search model the does not need space division by taking into account of sensor information to a distance field space model, and constructing this information as virtual obstacle information.

• 한국재료학회지
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• 제11권11호
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• pp.947-952
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• 2001

The meso-scale microstructure of the $Ni-Ni_3Al- Ni_3V$ system is crucial to obtain both high strength and high toughness. Its evolution may be predicted with the aid of computer simulation of the compositional separation for heat-treated alloys. In this study, computer simulations of the hypothetical A-B-C ternary system, which is similar to the $Ni-Ni_3Al- Ni_3V$ system in terms of phase equilibria, have been performed using the kinetic modeling. Simulated morphologies were changed with nominal compositions and model parameters. It was showed the current model was useful and the more realistic model was proposed.

• 한국정밀공학회지
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• 제9권1호
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• pp.44-52
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• 1992

A post-processor is developed to be effectively usable in the personal computer. 3-dimensional controur lines are shown on the surface of the finite element model and also on the 3-dimensional cutting plane, using the function linearly interpolated onto the triangular elements which are constructed on the surface or sectional polygons. And these polygons are originated from the finite element model, 3-dimensional model is projected on the plane with hidden line removal by comparision technique[6]. The graphic data file is used to increase the protability of the program. It is easy to use in the other computer system if the graphic routine adopted that computer system is developed. The developed program has wide applications in 3-dimensional finite element analysis.

• 한국멀티미디어학회논문지
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• 제6권4호
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• pp.565-575
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• 2003

This paper proposed context based annotation model and annotation ambiguity correction methods. The proposed model provides various annotation types, semantic models, and pen-based free drawing interface. Annotation correction method that is specifically based on the context which includes various textual and structure information between free-form marking and annotation. Also, interface for XML environment using the proposed model and correction methods is proposed and possibilities of application is looked at. The results from the implementation of the proposed method show that the annotated areas included in the free-form marking information are more accurate, achieving more accurate exchange results amongst multiple users in a heterogeneous document environment

• 한국멀티미디어학회논문지
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• 제17권1호
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• pp.1-7
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• 2014

Hippocampus is an important part of brain which is related with early memory storage and spatial navigation. By observing the anatomy of hippocampus, some brain diseases effecting human memory (e.g. Alzheimer, schizophrenia, etc.) can be diagnosed and predicted earlier. The diagnosis process is highly related with hippocampus segmentation. In this paper, hippocampus segmentation using Active Shape Model, which not only works based on image intensity, but also by using prior knowledge of hippocampus shape and intensity from the training images, is proposed. The results show that ASM is applicable in segmenting hippocampus from whole brain MR image. It also shows that adding more images in the training set results in better accuracy of hippocampus segmentation.

• 환경위생공학
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• 제13권2호
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• pp.66-75
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• 1998

The computer simulation model was used to forecast the concentrations of COD$_{cr}$, NH$_{4}$$^{+}$-N and NO$_{3}$$^{-}$-N in each reactors. In the biological wastewater treatment system, the computer simulation model was used to observe the behavior of pollutants especially. In this research, effect of SRT, feeding pattern and recirculation rate on UCT(University of Cape Town) process was evaluated by computer simulation model. T-N removal was affected to the SRT. SRT for effective T-N removal was 15 days or longer. Feeding pattern in UCT process was affected to the T-N removal. Feeding pattern which 100% loading to the first reactor was most effective for T-N removal. The effect of recirculation rate was clear for T-N removal. The recirculation from anoxic reactor to anaerobic reactor was not need but the recirculation from oxic reactor to anoxic reactor was need. In aspect of nitrogen removal efficiency, A/O process was higher than UCT process.

• Journal of Information Technology Applications and Management
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• 제12권1호
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• pp.241-259
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• 2005

This study explores a model of partnership to the success of outsourcing CTI(computer telephony integration) based customer service centers of a telecommunication service company. The motivation of the study is to extend the research on IT outsourcing to IT-enabled BPO of customer service centers as a specific IT outsourcing practice. Previous research on IT outsourcing partnership and success is reviewed for developing an a research model of IT-enabled BPO. This model is proposed based on the previous partnership success models in information systems research. The results of the study confirm major factors related to successful IT-enabled BPO in previous research. Especially, the specificity of a contract and strategic collaboration in partnership are found to be influential on the success of IT-enabled BPO.