• 제목/요약/키워드: External Validation

검색결과 200건 처리시간 0.024초

High-precision modeling of uplift capacity of suction caissons using a hybrid computational method

  • Alavi, Amir Hossein;Gandomi, Amir Hossein;Mousavi, Mehdi;Mollahasani, Ali
    • Geomechanics and Engineering
    • /
    • 제2권4호
    • /
    • pp.253-280
    • /
    • 2010
  • A new prediction model is derived for the uplift capacity of suction caissons using a hybrid method coupling genetic programming (GP) and simulated annealing (SA), called GP/SA. The predictor variables included in the analysis are the aspect ratio of caisson, shear strength of clayey soil, load point of application, load inclination angle, soil permeability, and loading rate. The proposed model is developed based on well established and widely dispersed experimental results gathered from the literature. To verify the applicability of the proposed model, it is employed to estimate the uplift capacity of parts of the test results that are not included in the modeling process. Traditional GP and multiple regression analyses are performed to benchmark the derived model. The external validation of the GP/SA and GP models was further verified using several statistical criteria recommended by researchers. Contributions of the parameters affecting the uplift capacity are evaluated through a sensitivity analysis. A subsequent parametric analysis is carried out and the obtained trends are confirmed with some previous studies. Based on the results, the GP/SA-based solution is effectively capable of estimating the horizontal, vertical and inclined uplift capacity of suction caissons. Furthermore, the GP/SA model provides a better prediction performance than the GP, regression and different models found in the literature. The proposed simplified formulation can reliably be employed for the pre-design of suction caissons. It may be also used as a quick check on solutions developed by more time consuming and in-depth deterministic analyses.

개방형 혁신을 위한 개방형 로드맵의 개발 : P&G 사례연구 (Development of Open Roadmap for Open Innovation: A Case of P&G)

  • 전정환;서용윤;김문수
    • 기술혁신학회지
    • /
    • 제15권1호
    • /
    • pp.1-27
    • /
    • 2012
  • 성공적인 개방형 혁신을 위해서는 조직 내부 기술 혹은 개발 전략과 함께 외부 자원을 동시에 고려하는 기술기획 도구가 필요하다. 본 연구는 개방형 혁신을 위한 조직 혹은 기업 내외부 자원 활용의 기획 수립과 수행을 위한 개방형 로드맵(open roadmap)을 제안한다. 개방형 로드맵은 내향적 그리고 외향적 개방형 혁신을 체계적으로 관리하고 계획하기 위해 사용된다. 또한 내향적, 외향적 혁신과 혁신 원천을 고려하여 여섯 가지 유형의 개방형 로드맵을 제시한다. 제안된 여섯 가지 유형의 개방형 로드맵은 P&G사의 혁신 성공 사례에 적용하여 개방형 로드맵의 유용성과 타당성에 대하여 검증하였다. 제안된 개방형 로드맵은 개방형 혁신을 지향하는 조직의 기술기획과 기술전략수립에 유용한 도구가 될 수 있을 것으로 기대된다.

  • PDF

Experiments on Sedimentation of Particles in a Water Pool with Gas Inflow

  • Kim, Eunho;Jung, Woo Hyun;Park, Jin Ho;Park, Hyun Sun;Moriyama, Kiyofumi
    • Nuclear Engineering and Technology
    • /
    • 제48권2호
    • /
    • pp.457-469
    • /
    • 2016
  • During the late phase of severe accidents of light water reactors, a porous debris bed is expected to develop on the bottom of the flooded reactor cavity after breakup of the melt in water. The geometrical configuration, i.e., internal and external characteristics, of the debris bed is significant for the adequate assessment of the coolability of the relocated corium. The internal structure of a debris bed was investigated experimentally using the DAVINCI (Debris bed research Apparatus for Validation of the bubble-Induced Natural Convection effect Issue) test facility. Particle sedimentation under the influence of a two-phase natural convection flow due to the decay heat in the debris bed was simulated by dropping various sizes of particles into a water vessel with air bubble injection from the bottom. Settled particles were collected and sieved to obtain the particle mass, size distribution in the radial and axial positions, and the bed porosity and permeability. The experimental results showed that the center part of the particle bed tended to have larger particles than the peripheral area. For the axial distribution, the lower layer had a higher fraction of larger particles. As the sedimentation progressed, the size distribution in the upper layers can shift to larger sizes because of the higher vapor generation rate and stronger flow intensity.

Preliminary numerical study on hydrogen distribution characteristics in the process that flow regime transits from jet to buoyancy plume in time and space

  • Wang, Di;Tong, Lili;Liu, Luguo;Cao, Xuewu;Zou, Zhiqiang;Wu, Lingjun;Jiang, Xiaowei
    • Nuclear Engineering and Technology
    • /
    • 제51권6호
    • /
    • pp.1514-1524
    • /
    • 2019
  • Hydrogen-steam gas mixture may be injected into containment with flow regime varying both spatially and transiently due to wall effect and pressure difference between primary loop and containment in severe accidents induced by loss of coolant accident. Preliminary CFD analysis is conducted to gain information about the helium flow regime transition process from jet to buoyancy plume for forthcoming experimental study. Physical models of impinging jet and wall condensation are validated using separated effect experimental data, firstly. Then helium transportation is analyzed with the effect of jet momentum, buoyancy and wall cooling discussed. Result shows that helium distribution is totally dominated by impinging jet in the beginning, high concentration appears near gas source and wall where jet momentum is strong. With the jet weakening, stable light gas layer without recirculating eddy is established by buoyancy. Transient reversed helium distribution appears due to natural convection resulted from wall cooling, which delays the stratification. It is necessary to concern about hydrogen accumulation in lower space under the containment external cooling strategy. From the perspective of experiment design, measurement point should be set at the height of connecting pipe and near the wall for stratification stability criterion and impinging jet modelling validation.

Study on a Web-based Testbed for Historical Astronomy Records and Accounts Services

  • Seo, Yoon Kyung;Mihn, Byeong-Hee;Kim, Sang Hyuk;Ahn, Young Sook;Lee, Ki-Won;Choi, Goeun;Ham, Seon Young
    • 천문학회보
    • /
    • 제43권2호
    • /
    • pp.49.3-50
    • /
    • 2018
  • Korea has kept its records of astronomical phenomena since around 2,000 years ago. However, the contents and scope of relevant service have been limited for researchers who need those records due to lack of complete data collection. In this regard, it is necessary to establish efficient collection and management systems of Korean astronomical records by utilizing an environment that is easily accessible. This study is intended to complete the development of a testbed system that allows researchers to systematically input and validate, in a Web environment, multiple astronomical records among the historical documents until Modern Joseon after the Three Kingdoms Period. Recognition of the pre-translated data and tables in advance is followed by its storage in the database built on the Web. Then, data validation is implemented by providing a retrieval service according to a specific form to only a finite number of researchers who have access authority. This study is targeted at a testbed system that takes around three months to be completely developed. The completed testbed system is expected to allow internal and external researchers of an organization to easily access the service on the Web. This will ensure that the accuracy of the data can be verified mutually and help identify areas of service improvement. The opinions collected regarding service improvement will be reflected in the future system. Eventually, domestic astronomical records will subsequently be able to be utilized internationally through the multilingual service.

  • PDF

3D 프린팅 적층 방향을 고려한 위상최적설계의 실험적 검증 (Experimental Validation of Topology Design Optimization Considering Lamination Direction of Three-dimensional Printing)

  • 박희만;이규빈;김진산;선채림;윤민호
    • 한국전산구조공학회논문집
    • /
    • 제35권3호
    • /
    • pp.191-196
    • /
    • 2022
  • 본 연구에서는 3D 프린팅 FDM 방식의 적층 방향에 따라 기계적 물성이 달라지는 이방성 특성을 확인하고 이를 이용하여 위상 최적설계를 수행하였다. 벤치마크 문제인 자동차 현가장치 부품 중 하나인 로어 컨트롤 암에 대하여 밀도법 기반 위상 최적설계를 수행하였으며, 외부 하중과 이방성 특성에 따라 위상 최적결과가 다르게 나타나는 것을 확인하였다. 이를 이용하여 최적화된 모델에 대하여 3D 프린터로 적층 방향을 달리하여 2가지 시험품을 제작하였으며 인장시험을 수행하였다. 시험시 3D 비접촉 변형률 측정기를 이용하여 변형률을 구하였으며 이를 CAE 응답해석으로 얻은 변형률과 비교한 결과가 정량 및 정성적으로 일치하는 것을 확인하였다. 3D 프린팅 적층 방향을 고려한 위상 최적모델의 인장 실험 결과를 통해 해당 최적설계 방법론의 유효성을 검증하였다.

선형 매칭 기법을 활용한 해저 샌드위치 파이프의 복합하중 영향도 분석 (Investigating the Subsea Sandwich Pipeline Integrity under Complex Loadings)

  • 박거락;송규;최영재;조락균;김충수
    • 한국압력기기공학회 논문집
    • /
    • 제17권2호
    • /
    • pp.119-125
    • /
    • 2021
  • Subsea pipelines are widely used to transport hydrocarbons from ultra-deep seawater to facilities on the coast. A sandwich pipe is a pipe-in-pipe system in which the annulus between the two concentric steel pipes is filled with polymer cores and fillers for insulation and structural reinforcement. Sandwich pipeline is always exposed to complex loading such as bending moment, bulking, internal and external pressures caused by installation, operation and environmental factors. This research provides insights into the structural integrity of sandwich pipeline exposed to complex loading conditions using a linear matching method (LMM). The finite element model of the sandwich pipeline has been generated from previous research, and the model validation is performed by comparing the results of the linear analysis between the two models. The temperature dependent material properties are used to simulate the behavior of real pipeline, and the elastic-perfectly plastic (EPP) model has been taken into account for the material non-linearity. Numerical results provide comprehensive insights into the structural response of the sandwich pipeline under monotonic and cyclic loading and provide notable points about the evaluation of the plastic collapse limit and the elastic shakedown limit of the sandwich pipeline.

자기 결정성 이론에 근거한 의과대학생 학업 동기 척도 개발과 타당화 (Development and Validation of Academic Motivation Scale for Medical Students based on Self-Determination Theory)

  • 박귀화;윤소정
    • 디지털융복합연구
    • /
    • 제20권1호
    • /
    • pp.221-229
    • /
    • 2022
  • 본 연구는 자기 결정성 이론에 근거한 의대생의 학업 동기 척도를 개발하고 타당화하고자 하였다. 이를 위해 74명을 대상으로 예비문항을 구성한 후, 예비조사와 본 조사는 각 148명과 300명을 대상으로 2020년 9월에서 11월까지 시행하였다. 자료 분석은 요인분석, 신뢰도 분석, 상관관계 분석을 이용하였다. 탐색적 요인분석과 확인적 요인분석결과, 구성 타당도가 검증되었다. 무동기, 외적 조절, 내사 조절, 동일시 조절, 내재적 동기의 5요인의 모형 적합도 지수는 양호하였다. 요인별 신뢰도는 0.760에서 0.933의 범위로 양호하였다. 학업 동기는 학업적 자기효능감과 학교생활만족도와 상관관계를 보여 준거 타당도가 검증되었다. 본 척도는 의대생의 학업 동기를 측정하는 타당하고 신뢰할 수 있는 도구로 확인되었으며, 추후 의대생의 학업 동기 관련 연구에 활용되기를 기대한다.

Nonlinear free and forced vibrations of oblique stiffened porous FG shallow shells embedded in a nonlinear elastic foundation

  • Kamran Foroutan;Liming Dai
    • Structural Engineering and Mechanics
    • /
    • 제89권1호
    • /
    • pp.33-46
    • /
    • 2024
  • The present research delves into the analysis of nonlinear free and forced vibrations of porous functionally graded (FG) shallow shells reinforced with oblique stiffeners, which are embedded in a nonlinear elastic foundation (NEF) subjected to external excitation. Two distinct types of PFG shallow shells, characterized by even and uneven porosity distribution along the thickness direction, are considered in the research. In order to model the stiffeners, Lekhnitskii's smeared stiffeners technique is implemented. With the stress function and first-order shear deformation theory (FSDT), the nonlinear model of the oblique stiffened shallow shells is established. The strain-displacement relationships for the system are derived via the FSDT and utilization of the von-Kármán's geometric assumptions. To discretize the nonlinear governing equations, the Galerkin method is employed. The model such developed allows analysis of the effects of the stiffeners with various angles as desired, in addition to the quantitative investigation on the influence of the surrounding nonlinear elastic foundations. To numerically solve the problem of vibrations, the 4th-order P-T method is used, as this method, known for its enhanced accuracy and reliability, proves to be an effective choice. The validation of the present research findings includes a comprehensive comparison with outcomes documented in existing literature. Additionally, a comparative analysis of the numerical results against those obtained using the 4th Runge-Kutta method is performed. The impact of stiffeners with varying angles and material parameters on the vibration characteristics of the present system is also explored. The researchers and engineers working in this field may use the results of this study as benchmarks in their design and research for the considered shell systems.

소프트 보팅을 이용한 합성곱 오토인코더 기반 스트레스 탐지 (Convolutional Autoencoder based Stress Detection using Soft Voting)

  • 최은빈;김수형
    • 스마트미디어저널
    • /
    • 제12권11호
    • /
    • pp.1-9
    • /
    • 2023
  • 스트레스는 감당하기 어려운 외부 또는 내부 요인으로부터 유발되는 것으로 현대 사회의 주요한 문제 중 하나이다. 높은 스트레스가 장기적으로 지속되면 만성적으로 발전할 수 있으며, 건강 및 생활 전반에 큰 악영향을 초래할 수 있다. 그러나 만성적인 스트레스를 겪는 사람들은 자신이 스트레스를 받고 있는지 알아차리기 어렵기 때문에 사전에 스트레스를 인지하고 관리하는 것이 중요하다. 웨어러블 기기로부터 측정된 생체 신호를 이용하여 스트레스를 탐지한다면, 스트레스를 효율적으로 관리할 수 있을 것이다. 그러나 생체 신호를 이용하는 데에는 두 가지 문제점이 있다. 첫째로 생체 신호에서 수작업 특징을 추출하는 것은 바이어스를 발생시킬 수 있으며, 두 번째는 실험 주체에 따라 분류 모델 성능의 변이가 클 수 있다는 것이다. 본 논문에서는 데이터의 핵심적인 특징을 표현할 수 있는 합성곱 오토인코더를 이용해 바이어스를 줄이고 앙상블 학습 중 하나인 소프트 보팅을 이용해 일반화 능력을 높여 성능의 변이를 줄이는 모델을 제안한다. 모델의 일반화 성능을 확인하기 위하여 LOSO 교차 검증 방법을 이용하여 성능을 평가한다. 본 논문에서 제안한 모델은 WESAD 데이터셋을 이용하여 높은 성능을 보여주었던 기존의 연구들보다 우수한 정확도를 보임을 확인하였다.

  • PDF