• The Journal of the Korea Contents Association
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• v.21 no.6
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• pp.701-715
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• 2021

The drastic advance of recent deep learning technologies is heavily dependent on training datasets which are essential to train models by themselves with less human efforts. In comparison with the work to design deep learning models, preparing datasets is a long haul; at the moment, in the domain of vision intelligent, datasets are still being made by handwork requiring a lot of time and efforts, where workers need to directly make labels on each image usually with GUI-based labeling tools. In this paper, we overview the current status of vision datasets focusing on what datasets are being shared and how they are prepared with various labeling tools. Particularly, in order to relieve the repetitive and tiring labeling work, we present an interactive smart image annotating system with which the annotation work can be transformed from the direct human-only manual labeling to a correction-after-checking by means of a support of automatic labeling. In an experiment, we show that automatic labeling can greatly improve the productivity of datasets especially reducing time and efforts to specify regions of objects found in images. Finally, we discuss critical issues that we faced in the experiment to our annotation system and describe future work to raise the productivity of image datasets creation for accelerating AI technology.

• Progress in Medical Physics
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• v.19 no.4
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• pp.231-240
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• 2008

We developed a user-friendly program to independently verify monitor units (MUs) calculated by radiation treatment planning systems (RTPS), as well as to manage beam database in clinic. The off-axis factor, beam hardening effect, inhomogeneity correction, and the different depth correction were incorporated into the program algorithm to improve the accuracy in calculated MUs. A beam database in the program was supposed to use measured data from routine quality assurance (QA) processes for timely update. To enhance user's convenience, a graphic user interface (GUI) was developed by using Visual Basic for Application. In order to evaluate the accuracy of the program for various treatment conditions, the MU comparisons were made for 213 cases of phantom and for 108 cases of 17 patients treated by 3D conformal radiation therapy. The MUs calculated by the program and calculated by the RTPS showed a fair agreement within ${\pm}3%$ for the phantom and ${\pm}5%$ for the patient, except for the cases of extreme inhomogeneity. By using Visual Basic for Application and Microsoft Excel worksheet interface, the program can automatically generate beam data book for clinical reference and the comparison template for the beam data management. The program developed in this study can be used to verify the accuracy of RTPS for various treatment conditions and thus can be used as a tool of routine RTPS QA, as well as independent MU checks. In addition, its beam database management interface can update beam data periodically and thus can be used to monitor multiple beam databases efficiently.

• The KSFM Journal of Fluid Machinery
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• v.12 no.1
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• pp.28-34
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• 2009

The objective of this study was to draw the most suitable plan of an automatic domestic solid waste collection system for land development area. The results of this study indicated that the most suitable plan is identified as a land development area larger than 3,600,000 $m^2$ located in the metropolitan area with an incinerator system (or MBT). There are the cases smaller than the standard area but this may cause additional allotment from the residents. According to a rating method to compute the size of the most suitable plan, installation of an automatic clean network has to be minimized if the rated score is below 2.0. On the other hand, the installation is required if the rated score is above 2.5. For a certain circumstance, a cautious decision has to be made for installation of the automatic domestic solid waste collection system by considering the influence of the initial cost, sale price, residential allotment, and maintenance cost on the land development.

• Journal of Korea Society of Industrial Information Systems
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• v.4 no.4
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• pp.40-46
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• 1999

This paper introduce a Koran-Japanese machine translation system which is a module in the spoken language interpreting system It is implemented based on the TDMT(Transfre Driven Machine Translation). We define a new unit of translation so called TOKEN. The TOKEN-based translation method resolves nonstructural feature in Korean sentences and increases the quaity of translating results. In our system, we get rid of useless effort for traditional parsing by performing semi-parsing. The semi-parser makes the dependency tree which has minimum information needed generating module. We constructed the generation dictionaries by using the corpus obtained from ETRI spoken language database. Our system was tested with 600 utterances which is collected from travel planning domain The success-ratio of our system is 87% on restricted testing environment and 71% on unrestricted testing environment.

• The Journal of the Korea Contents Association
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• v.6 no.5
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• pp.145-152
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• 2006

Radiographic contrast medium may cause tissue injury by extravasation during intravenous automated injection during CT examination. A large - volume extravasation (140 mL) occurred in an adult during contrast-enhanced CT The patient had a swelling and injury on the dorsum right hand of intravenous catheter region. The extravasation injury site was determined by CT scanning. The extavasation compartment syndrome case was examined using four separate display techniques. These 3D MDCT findings might help to determine the best course of treatment for patient with contrast extravasation. 3D image reconstructions provide accurate views of high-resolution and soft-tissue imaging. This paper introduces extravasation with the radiography and 3D MDCT findings.

• Proceedings of the Korea Water Resources Association Conference
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• 2005.05b
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• pp.85-89
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• 2005

도시발달과 인구증가로 인해 오늘날의 수자원 관리와 계획은 복잡하고 그 중요성은 더욱더 커지고 있으며, 인구와 재산의 집중현상으로 인하여 사소한 수문재해로 인해 막대한 인명과 재산피해를 초래될 수 있다. 이런 이유들로 인해 정확한 수문예측과 이를 통한 적절한 수자원 관리는 그 어느 때보다 중요한 인자로 인식되고 있다. 본 연구에서는 수문예측을 통한 소규모 댐으로의 정확한 월유입량 예측을 실시하여 실측유입량과 비교$\cdot$분석함으로서 수자원관리의 효율성을 향상시키고자 하였다. 수문예측을 위해서 확률론적 예측이 가능한 앙상블 예측기법(Ensemble Prediction Method)을 적용하였으며 과거 1968-1997년까지의 강우데이터와 수정 TANK모형을 이용하여 1998부터 2002년까지의 성주댐의 월유입량 앙상블을 생성하였다. 수문예측뿐만 아니라 유입량예측의 정확성을 향상시키기 위해 수정 TANK모형의 매개변수를 최적화기법 중의 하나인 유전자알고리즘을 이용하여 매개변수를 최적화하였으며 평창강유역과 보청천유역의 실측데이터를 이용하여 모형의 검증을 실시하였다. 또한 강우발생시 과소하게 유출량이 산정되는 것을 보완하기 위해 매개변수를 평수기와 홍수기의 구분하여 모형을 적용하였다. 본 연구에서 제시된 앙상블 예측기법과 최적화된 수정 TANK모형을 이용하여 댐의 수자원을 관리한다면 효율적인 관리가 이루어 질 것으로 판단된다.

• The Korean Journal of Applied Statistics
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• v.21 no.2
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• pp.247-264
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• 2008

This paper considers the integrated process control procedure for detecting special causes in an ARIMA(0,1,1) process that is being adjusted automatically after each observation using a minimum mean squared error adjustment policy. It is assumed that a special cause can change the process mean and the process variance. We derive expressions for the process deviation from target for a variety of different process parameter changes, and introduce a control chart, based on the generalized likelihood ratio, for detecting special causes. We also propose the integrated process control scheme bases on the future loss. The future loss denotes the cost that will be incurred in a process remaining interval from a true out-of-control signal.

• The Journal of the Korea institute of electronic communication sciences
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• v.11 no.4
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• pp.379-386
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• 2016

As well as to operate a high-speed rail, our country with capability to produce high-speed train has developed a number of techniques, such as for a riding comfort improvement, automatic diagnosis for major electrical or mechanical parts, on board measurement for catenary systems and noise reduction of running rolling-stocks are still under development. In this paper, we describe the current status of operation technologies not only traditional railway wireless communication systems but also Long Term Evolution systems which would be deployed as soon as possible, like as in Europe, China and the United States. In addition, we produced the domestic wireless communication networks for railway which KORAIL Corp. has been operating and the schemes and the plans of HSR field test for the fourth generation mobile communication which should be enforced by national research and development.

• The Safety technology
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• no.163
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• pp.12-14
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• 2011

(주)한양의 고속국도 60호선 동홍천~양양간 16공구 현장이 위치해 있는 강원도 양양군 서면 범부리. 이곳은 겨우 39가구가 옹기종기 모여 사는 산골마을로, 높은 산 위에서 마을을 내려다보면 범선모양으로 생겼다하여 '범부리'라는 이름을 붙었다고 한다. 명당으로 꼽는 배산임수의 지형을 갖춘 이곳을 옛 동네어른들은 '큰골'이라 칭할 정도로 높은 애향심을 보였다. 그런 이 범부리에 2015년까지 교량1개, 터널2개, 터널관리동 1개소를 짓는 다는 대규모 토목공사계획이 2008년 발표됐다. 지역민들의 반대가 극심했다. 지역민들은 '범선모양의 마을 동산에 터널을 낸다는 것은 곧 배에 구멍을 뚫어 배를 가라앉게 만드는 행위"라며 공사의 진행을 완강히 저항했다. 현장 임직원들은 공사를 시작도 못하고 지역민들의 마음 돌리기에 매달렸다. 대화와 설득의 과정이 반복됐고, 현장 임직원들은 농기구를 고쳐주는 등 외지인이 아닌 이웃으로 다가가고자 노력했다. 그 결과 지역민들의 마음을 얻을 수 있었고, 어렵사리 공사가 진행됐다. 힘들게 시작한 공사에서 사고가 발생한다면 지역민들의 원성이 다시 커질 터, 김태희 현장소장을 비롯한 모든 현장 임직원은 '완벽하지 않다면 안전하다고 말할 수 없다'는 각오로 안전활동을 펼치기 시작했다. 그로부터 2년 반이 지난 지금, 이곳 현장은 지역을 넘어 전국에서도 손꼽히는 우수한 안전현장으로 우뚝 섰다.

• Journal of the Korean Society of Manufacturing Process Engineers
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• v.9 no.6
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• pp.101-108
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• 2010

The drum clutch investigated in this study is formed in 5 forming steps, which are 1st deep drawing, 2nd deep drawing, restriking, embossing, and $Grob^{TM}$ processes. Dimensional accuracy of the final products greatly depends upon how much more accurate pre-form is manufactured in the previous forming processes before the $Grob^{TM}$ process. The deep drawing, restriking and embossing processes in which the pre-form is formed are very important and decisive steps. Thus in some cases, excessive strain by these operations causes dimensional inaccuracy and cracks initiated from the base and wall of the product. Process variables such as the punch shapes both of 1st and 2nd deep drawing, and punch angle were selected to evaluate the deformation characteristics. The optimum parameters were determined from forming simulations using commercial FEM codes, DEFORM and Tauchi method, specifically developed for metal forming simulation. Finally, experiments for the whole drum clutch forming processes were carried out to verify the optimized forming parameters and the analytical results.