• Title/Summary/Keyword: 실험 모델링

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A Study on the Types of Online Shopping Queries using Topic Modeling and Principal Components Analysis (토픽모델링과 주성분 분석을 활용한 온라인 쇼핑 검색 질의 유형 분류)

  • Kang, Hyeonah;Lim, Heuiseok
    • Proceedings of the Korea Information Processing Society Conference
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    • 2020.11a
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    • pp.765-768
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    • 2020
  • 검색 질의 연구 분야의 대부분 선행 연구는 검색 질의 주제 분류에 집중되어 있으며 질의 자체에 대한 연구자의 정성적인 판단으로 분석되었다. 이는 검색 이후 클릭 된 문서를 고려하지 않고 진행되었다는 점과 분석 주제 및 활용 데이터가 제한적이라는 것에 한계가 있다. 이에 본 연구는 국내 대형 온라인쇼핑몰의 1년간의 검색로그를 활용하여 검색 질의와 검색 이후 조회한 문서명 정보를 기반으로 토픽모델링을 수행하여 검색 질의 주제를 정의하였다. 또한 검색 행동특성에 따른 주제별 성격을 정의하기 위하여 주성분 분석을 통해 주요 변수 추출 후 각 주제별 검색 행동특성을 분석하였다. 본 연구 결과는 효과적인 검색 서비스 구축 및 검색 시스템 개발에 기여 할 것으로 기대된다. 향후 연구로는 텍스트 분류기 모델링 실험을 통해 자동 분류 시스템을 구현할 수 있을 것이다.

Moment-Curvature Analysis of Steel Fiber-Reinforced Ultra High Performance Concrete Beams with Tension Softening Behavior (인장연화거동을 고려한 강섬유 보강 초고성능 콘크리트 보의 모멘트-곡률 해석)

  • Yang, In-Hwan;Joh, Chang-Bin;Kim, Byung-Suk
    • Journal of the Computational Structural Engineering Institute of Korea
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    • v.24 no.3
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    • pp.237-248
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    • 2011
  • Tensile softening characteristics play an important role in the structural behavior of steel fiber-reinforced ultra high performance concrete. Tension softening modeling and numerical analysis method are necessary for the prediction of structural performance of steel fiber-reinforced concrete. The numerical method to predict the flexural behavior is proposed in this study. Tension softening modeling is carried out by using crack equation based on fictitious crack and inverse analysis in which load-crack opening displacement relationship is considered. Thereafter material modeling is performed considering tension softening. The comparison of moment-curvature curves of the numerical analysis results with the test results indicates a reasonable agreement. Therefore, the present numerical results prove that good prediction of flexural behavior of steel fiber-reinforced ultra high performance concrete beams can be achieved by employing the proposed method.

Development of Multi-Purpose Satellite 2 with Deployable Solar Arrays: Part 1. Dynamic Modeling (다목적2호기 태양전지판의 전개시스템 개발: PART 1. 동적 모델링)

  • Gwak,Mun-Gyu;Heo,Seok
    • Journal of the Korean Society for Aeronautical & Space Sciences
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    • v.31 no.9
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    • pp.38-45
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    • 2003
  • This research is concerned with the dynamic modeling of the multi-purpose satellite with deployable solar arrays equipped with strain energy hinges(SEH). To this end, we proposed the use of the equivalent torsional spring for the SEH and derived the equations of motion assuming that the satellite and solar arrays are being rigid. We also considered the effect of the support string for the ground experiment model, which has been observed as a critical factor affecting the deployment in the ground experiments. From the numerical simulation results, it is found that solar arrays are deployed in a similar pattern but the hub motions are different because of the support strings. It was concluded that the non-gravity deployment of the solar arrays can be approximately simulated by the ground experimental facility. The effects of the support string are also investigated by varying the length of the string. It was found that the current length of the string is adequate for the ground experiment. Ground experimental results will follow.

Study on the damage effect to the Gas pipeline coating by the crashed stone backfill material (쇄석을 가스배관 채움재로 사용시 배관피복에 미치는 영향 연구)

  • Cho Sung Ho;Jeon Kyung Soo;Li Seon Yeob;Cho Yong Bum;Kho Young Tei
    • Journal of the Korean Institute of Gas
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    • v.2 no.1
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    • pp.23-27
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    • 1998
  • To protect the underground pipeline from the mechanical damage and to enhance the cathodic protection effect, the river sand has been backfilled traditionally around the buried pipeline. However, river sand became depleted and expensive. One has to seek for the economic alternative materials. Crashed stone is a good candidate for the backfill material. In this study, how much the particle size and shape of the crashed stone can effect on the gas pipeline coating was examined. A series of laboratory and field test was performed. In the Lab, the increasing loads were applied to the coated pipeline surrounded by the crashed stone, where no significant damage was observed.

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Application of Optimized Gompertz Algorithm for Estimation of Controlled Drug Release (Gompertz modeling을 이용한 약물유출 예측시스템의 최적화)

  • Choe, Se-Woon;Woo, Young Woon
    • Journal of the Korea Society of Computer and Information
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    • v.19 no.12
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    • pp.219-225
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    • 2014
  • A Gompertz modeling, sigmoid in shape, is a widely used application for social science, natural science, engineering, and medical research to allow confident approximation and accurate analysis and has been applied to estimate an elderly population on aging of population. Due to the high toxicity of currently available drug delivery vehicles, various efforts have been made to reduce side-effects in clinical fields, but its application to preclinical and clinical studies is limited and there are some difficulties to optimize the parameters of Gompertz modeling applicable to preclinical studies. Therefore, in this study, we demonstrated the ability of sickle red blood cells loaded by hypotonic dialysis then photosensitized and light-activated ex vivo for controlled release and simultaneously optimized Gompertz function to evaluate controlled drug release properties of photosensitized sickle red blood cells to reduce pain-related treatments in cancer patients.

Efficient context dependent process modeling using state tying and decision tree-based method (상태 공유와 결정트리 방법을 이용한 효율적인 문맥 종속 프로세스 모델링)

  • Ahn, Chan-Shik;Oh, Sang-Yeob
    • Journal of Korea Multimedia Society
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    • v.13 no.3
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    • pp.369-377
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    • 2010
  • In vocabulary recognition systems based on HMM(Hidden Markov Model)s, training process unseen model bring on show a low recognition rate. If recognition vocabulary modify and make an addition then recreated modeling of executed database collected and training sequence on account of bring on additional expenses and take more time. This study suggest efficient context dependent process modeling method using decision tree-based state tying. On study suggest method is reduce recreated of model and it's offered that robustness and accuracy of context dependent acoustic modeling. Also reduce amount of model and offered training process unseen model as concerns context dependent a likely phoneme model has been used unseen model solve the matter. System performance as a result of represent vocabulary dependence recognition rate of 98.01%, vocabulary independence recognition rate of 97.38%.

Effect of Layout and Complexity of Class Diagram on Model Comprehension (클래스다이어그램의 레이아웃과 복잡도가 모델 이해도에 미치는 영향)

  • Kim, Jin-Man;Kwun, Tae-Hee;Lim, Joa-Sang
    • Journal of Internet Computing and Services
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    • v.12 no.1
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    • pp.119-130
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    • 2011
  • As a de facto standard for system modeling, UML diagrams have been widely used in the industry. Of these, the class diagram is useful to visualize the classes and their relationships and thus directly influences the forward and reverse processes of system modeling and development. Many earlier studies have attempted to examine as to what impact the layout and complexity of the class diagram would have on the comprehension of system modeling. However, their findings have been equivocal and it is not easy to understand the effects of diagram layout. Accordingly this research relied on the guidelines of diagram layout suggested in the earlier studies and designed a 2 (layout) x 2 (complexity) factorial design to examine their impact on diagram comprehension. 47 subjects were participated in the experiment where class diagrams were provided differently in their layout and complexity. We found that a good layout was significantly more effective than the bad. Furthermore the results were significantly persistent in the complex group than the simple. However, there was no interaction effect between layout and complexity of the diagram.

A Study on the Air to Air Missile Control Fin Optimization Using the Mathematical Modeling Based on the Fluid-Structure Interaction Simulation (수학적 모델링을 이용한 공력-구조 연계 시뮬레이션 기반 공대공 미사일 조종날개 최적화 연구)

  • Lee, Seung-Jin;Park, Jin-Yong
    • Journal of the Korea Society for Simulation
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    • v.25 no.1
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    • pp.1-9
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    • 2016
  • This study focuses on the air to air missile control fin planform optimization for the minimizing hinge moment with the considering phenomena of fluid and structure simultaneously. The fluid-structure interaction method is applied for the fluid and structure phenomena simulation of the control fins. A transient-loosely coupled method is used for the fluid-structure interaction simulation because it is suited for using each fluid and structure dedicated simulation software. Searching global optimization point is required many re-calculation therefore in this study, a mathematical model is applied for rapidly calculation. The face centered central composite method is used for generating design points and the 2nd polynomial response surface is sued for generating mathematical model. Global optimization is performed by using the generic algorithm. An objective function is the minimizing travel distance of the center of pressure between Mach 0.7 and 2.0 condition. Finally, the objective function of optimized planform is reduced 7.5% than the baseline planform with satisfying constrained conditions.

Deposition Mechanism and Modeling of Particulate Organic Matter and Suspended Sediment in Riparian Vegetation (식생영역에서 입자성 유기물과 유사이송의 퇴적과정 및 모델링)

  • Jeon, Ho Seong;Lee, Woo Dong;Kim, Kyu Ho;Hong, Il
    • Proceedings of the Korea Water Resources Association Conference
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    • 2016.05a
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    • pp.380-384
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    • 2016
  • 홍수완화의 관점에서 강을 관리하기 위하여 수자원의 이용과 생태계보전, 하천흐름과 형태학적 변화들에 대하여 충분히 이해하고 합리적으로 설명하는 것이 필요하다. 최근에 수변지역에서 발달된 식생은 홍수시에 감속영역과 생물들의 피난처를 제공하는 것 이외에 횡단방향의 혼합작용을 활성화하여 유사와 식물의 씨앗 및 입자성 유기물(POM)을 포착하는 기능을 하고 특히 흐름과 유사이송 및 하도 지형변화에 큰 영향을 주기 때문에 중요하다. 입자성 유기물(POM)은 하천생태계를 지탱하는 에너지원으로서 다양한 형태로 존재하고 미생물의 분해를 받아 무기화된 식생의 번무와 물질순환의 시발점이 되기도 하지만 현재까지 식생영역 내에서 그 공급과정에 관련이 있는 운동기구에 관한 연구는 아직 부족한 실정이다. 따라서 본 연구는 식생영역의 유사퇴적 및 분급작용, 입자성 유기물의 포착을 일으키는 원인과 흐름의 특징 중 식생영역 내에서 흐름방향으로 감속에 주목하여 수리 모형실험을 실시하였고 수변식생에서 부유사와 POM의 퇴적과정에 대하여 검토 및 모델링을 실시하였다. 수리 모형실험 결과 CPOM과 FPOM 모두 유사의 퇴적없이 그 자체로는 퇴적이 되지 않았고 수변식생의 종방향 이송의 경우 식생에 의해 퇴적된 부유사가 사련 형태로 형성이 되어 CPOM이 사련의 배후에서 캡쳐 되었다. 또한 두가지 샘플 움직임의 상호작용은 사련의 파고와 파장의 전파속도를 감소시켰다. 식생지역에서 횡방향 분산의 경우에 대해서는 각각의 유사 크기에 대한 퇴적물의 능선은 식생의 경계를 따라 형성되었고 운동의 범위는 유사 퇴적의 능선에 의해 촉진되어 횡방향으로 확산하며 확장되었다. 이러한 결과를 바탕으로 제한된 경험적인 지식보다 오히려 실험을 통하여 식생을 동반하는 장소에서 유사와 POM의 거동특성 차이 및 간섭작용을 명확히 한 후 현장에서 관측된 현상과 비교 검증이 필요하다고 사료되며 추후에 운동기구를 모델링 및 업그레이드 해 나가는 것이 앞으로의 하천생태계 예측평가에 필요하다고 판단된다.

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Modeling of rock dilation and spalling in an underground opening at depth (대심도 지하공동에 발생하는 암반의 팽창 및 스폴링 현상 모델링)

  • Cho, Nam-Kak;Lee, Yong-Joo
    • Journal of Korean Tunnelling and Underground Space Association
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    • v.12 no.1
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    • pp.31-41
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    • 2010
  • This paper presents both numerical and physical modeling approaches for the dilation and spalling of rock recognized as typical process of rock around an underground opening at depth. For physical approach, laboratory testing of rectangular beams using a synthetic rock was used to investigate the onset of dilation and spalling. The beams are axially compressed and subjected to 4-point bending to provide non-uniform compressive stresses which are similar to the maximum tangential stress distribution around circular openings. Discrete element numerical analyses using commercial code $PFC^{2D}$ (Particle Flow Code) were performed to evaluate the stress path at various locations in the beams. The findings from these approaches suggest that the onset of dilation in laboratory tests appears to be a good indicator for assessing the stress magnitudes required to initiate spalling.