• 제목/요약/키워드: The Combined Model

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통행시간 추정을 위한 Voting Rule과 중위절대편차법 기반의 복합 필터링 모형 (Combined Filtering Model Using Voting Rule and Median Absolute Deviation for Travel Time Estimation)

  • 정영제;박현석;김병화;김영찬
    • 한국ITS학회 논문지
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    • 제12권6호
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    • pp.10-21
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    • 2013
  • 본 연구에서는 교통정보시스템에서 통행시간의 이상치 자료를 제거하기 위한 복합 필터링 모형을 제시하였으며, 이는 중위절대편차법과 Voting Rule을 기반으로 하는 이중화된 필터링 모형에 해당한다. 본 모형은 중위절대편차법을 이용해 표본을 정규분포화 시키기 위한 1차 필터링을 수행하며, 이후 Voting Rule을 이용해 중위절대편차법의 적용 이후에도 남아 있는 이상치 자료를 제거하는 방식에 해당한다. 이때 Voting Rule은 표본의 통행시간과 평균통행시간의 차이가 임계치를 초과하는 경우 해당 표본을 이상치로 판정하며, 다수결의 원칙을 이용하여 이상치 자료의 비율에 따라 이상치에 대한 제거 여부를 결정한다. 일반국도 3호선의 경기도 광주시 구간을 대상으로 한 사례분석을 통해 복합 필터링 모형이 이상치 표본 만을 선택적으로 제거하여 통행시간 추정의 정확도 개선에 기여할 수 있음을 확인하였다.

지반의 감쇠 거동를 위한 복합 모델 개발 (Development of a Combined Model for Soil Damping Behavior)

  • 배윤신
    • 한국도로학회논문집
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    • 제10권2호
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    • pp.27-33
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    • 2008
  • 다양한 지반의 모델들을 이용한 감쇠 거동을 식제 지반의 감쇠 거동과 비교하였다. 지반의 감쇠 거동을 예측하기 위해 몇 가지 비선형 지반 모델들을 이용하고 평가하였다. 지반 거동을 대략적으로 잘 묘사하기 위해 비점성 감쇠 및 이력감쇠 거동은 모두 고려하는 복합 감쇠 모델이 개발 되었다. 이 모델의 장점 및 문제점이 논의 되었다.

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A combined experimental and numerical study on the plastic damage in microalloyed Q345 steels

  • Li, Bin;Mi, Changwen
    • Structural Engineering and Mechanics
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    • 제72권3호
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    • pp.313-327
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    • 2019
  • Damage evolution in the form of void nucleation, propagation and coalescence is the primary cause that is responsible for the ductile failure of microalloyed steels. The Gurson-Tvergaard-Needleman (GTN) damage model has proven to be extremely robust for characterizing the microscopic damage behavior of ductile metals. Nonetheless, successful applications of the model on a given metal type are limited by the correct identification of damage parameters as well as the validation of the calculated void growth rate. The purpose of this study is two-fold. First, we aim to identify the damage parameters of the GTN model for Q345 steel (Chinese code), due to its extensive application in mechanical and civil industries in China. The identification of damage parameters is facilitated by the well-suited response surface methodology, followed by a complete analysis of variance for evaluating the statistical significance of the identified model. Second, taking notched Q345 cylinders as an example, finite element simulations implemented with the identified GTN model are performed in order to analyze their microscopic damage behavior. In particular, the void growth rate predicted from the simulations is successfully correlated with experimentally measured acoustic emissions. The quantitative correlation suggests that during the yielding stage the void growth rate increases linearly with the acoustic emissions, while in the strain-hardening and softening period the dependence becomes an exponential function. The combined experimental and finite element approach provides a means for validating simulated void growth rate against experimental measurements of acoustic emissions in microalloyed steels.

Simulations of fiber spinning and film blowing based on a molecular/continuum model for flow-induced crystallization

  • McHugh, Anthony J.;Doufas, A.K.
    • Korea-Australia Rheology Journal
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    • 제13권1호
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    • pp.1-12
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    • 2001
  • This paper describes the application of our recently developed two-phase model for flow-induced crystallization (FIC) to the simulation of fiber spinning and film blowing. 1-D and 2-D simulations of fiber spinning include the combined effects of (FIC), viscoelasticity, filament cooling, air drag, inertia, surface tension and gravity and the process dynamics are modeled from the spinneret to the take-up roll device (below the freeze point). 1-D model fits and predictions are in very good quantitative agreement with high- and low-speed spinline data for both nylon and PET systems. Necking and the associated extensional softening are also predicted. Consistent with experimental observations, the 2-D model also predicts a skin-core structure at low and intermediate spin speeds, with the stress, chain extension and crystallinity being highest at the surface. Film blowing is simulated using a "quasi-cylindrical" approximation for the momentum equations, and simulations include the combined effects of flow-induced crystallization, viscoelasticity, and bubble cooling. The effects of inflation pressure, melt extrusion temperature and take-up ratio on the bubble shape are predicted to be in agreement with experimental observations, and the location of the frost line is predicted naturally as a consequence of flow-induced crystallization. An important feature of our FIC model is the ability to predict stresses at the freeze point in fiber spinning and the frost line in film blowing, both of which are related to the physical and mechanical properties of the final product.l product.

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Towards a digital twin realization of the blade system design study wind turbine blade

  • Baldassarre, Alessandro;Ceruti, Alessandro;Valyou, Daniel N.;Marzocca, Pier
    • Wind and Structures
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    • 제28권5호
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    • pp.271-284
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    • 2019
  • This paper describes the application of a novel virtual prototyping methodology to wind turbine blade design. Numeric modelling data and experimental data about turbine blade geometry and structural/dynamical behaviour are combined to obtain an affordable digital twin model useful in reducing the undesirable uncertainties during the entire turbine lifecycle. Moreover, this model can be used to track and predict blade structural changes, due for example to structural damage, and to assess its remaining life. A new interactive and recursive process is proposed. It includes CAD geometry generation and finite element analyses, combined with experimental data gathered from the structural testing of a new generation wind turbine blade. The goal of the research is to show how the unique features of a complex wind turbine blade are considered in the virtual model updating process, fully exploiting the computational capabilities available to the designer in modern engineering. A composite Sandia National Laboratories Blade System Design Study (BSDS) turbine blade is used to exemplify the proposed process. Static, modal and fatigue experimental testing are conducted at Clarkson University Blade Test Facility. A digital model was created and updated to conform to all the information available from experimental testing. When an updated virtual digital model is available the performance of the blade during operation can be assessed with higher confidence.

초음파 결합형 SBR 호기성 소화의 모델과 매개변수의 보정 (Numerical Model for SBR Aerobic Digestion Combined with Ultrasonication and Parameter Calibration)

  • 김성홍;이인호;윤정원;이동우
    • 상하수도학회지
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    • 제27권4호
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    • pp.457-468
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    • 2013
  • Based on the activated sludge model(ASM), a mathematical model which represents the aerobic sludge digestion by sequencing batch reactor(SBR) combined with ultrasonic treatment was composed and performed in this study. Aerobic digestion using sequencing batch reactor(SBR) equipped with ultrasound treatment was also experimented for the purpose of parameter calibration. Most of the presented kinetic parameters in ASM or ASM2 could be used for the aerobic digestion of sludge but the parameters related in hydrolysis and decay rate needed modification. Hydrolysis rate constant of organic matter in aerobic condition was estimated at $0.3day^{-1}$ and the maximum growth rate for autotrophs in aerobic condition was $0.618day^{-1}$. Solubilization reactions of particulate organics and nitrogen by ultrasonication was added in this kinetic model. The solubilization rate is considered to be proportional to the specific energy which is defined by specific ultrasound power and sonication time. The solubilization rate constant by ultrasonication was estimated at $0.202(W/L)^{-1}day^{-1}$ in this study. Autotrophs as well as heterotrophs also decomposed by ultrasonic treatment and the nitrification reaction was limited by the lack of autotrophs accumulation in the digester.

입자 기반 개별요소모델을 통한 암석의 강도 및 변형 특성 모사 (Numerical Simulation for Characteristics of Rock Strength and Deformation Using Grain-Based Distinct Element Model)

  • 박정욱;이윤수;박찬;박의섭
    • 터널과지하공간
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    • 제24권3호
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    • pp.243-254
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    • 2014
  • 본 연구에서는 GBM-UDEC(grain based model combined with Universal Distinct Element Code) 모델을 통해 암석의 역학적 거동을 모사하기 위한 수치해석기법을 소개하였다. 이를 적용하여 암석의 광물학적 구조를 다각형 입자의 집합체로 표현하고, 압축하중 하에서 암석의 파괴 특성 및 인장균열의 전파 양상를 살펴보았다. 제시된 수치해석모델은 단축압축강도시험 및 간접인장강도시험을 통해 관찰되는 암석의 역학적 거동 특성을 합리적으로 모사할 수 있는 것으로 나타났다.

서비스 가격지수를 이용한 PCS 시장규모 예측모형 (Effect of Price on the PCS Demand)

  • 장석권
    • 산업공학
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    • 제9권3호
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    • pp.44-51
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    • 1996
  • The purpose of this paper is to develop a modeling framework for analyzing the effect of price on the PCS (Personal Commununications Service) demand. To achieve this aim, a nonlinear regression model was derived to capture the income effect on the PCS demand and then was combined into an integrated Bass diffusion model. The model was then applied to the emerging PCS market in Korea and the market demands up to the year 2006 were estimated. The results were reviewed and evaluated in various aspects. Finally, the possibilities of model enhancement and model extensions were explored.

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Increased Prevalence of Chronic Disease in Back Pain Patients Living in Car-dependent Neighbourhoods in Canada: A Cross-sectional Analysis

  • Zeglinski-Spinney, Amy;Wai, Denise C.;Phan, Philippe;Tsai, Eve C.;Stratton, Alexandra;Kingwell, Stephen P.;Roffey, Darren M.;Wai, Eugene K.
    • Journal of Preventive Medicine and Public Health
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    • 제51권5호
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    • pp.227-233
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    • 2018
  • Objectives: Chronic diseases, including back pain, result in significant patient morbidity and societal burden. Overall improvement in physical fitness is recommended for prevention and treatment. Walking is a convenient modality for achieving initial gains. Our objective was to determine whether neighbourhood walkability, acting as a surrogate measure of physical fitness, was associated with the presence of chronic disease. Methods: We conducted a cross-sectional study of prospectively collected data from a prior randomized cohort study of 227 patients referred for tertiary assessment of chronic back pain in Ottawa, ON, Canada. The Charlson Comorbidity Index (CCI) was calculated from patient-completed questionnaires and medical record review. Using patients' postal codes, neighbourhood walkability was determined using the Walk Score, which awards points based on the distance to the closest amenities, yielding a score from 0 to 100 (0-50: car-dependent; 50-100: walkable). Results: Based on the Walk Score, 134 patients lived in car-dependent neighborhoods and 93 lived in walkable neighborhoods. A multivariate logistic regression model, adjusted for age, gender, rural postal code, body mass index, smoking, median household income, percent employment, pain, and disability, demonstrated an adjusted odds ratio of 2.75 (95% confidence interval, 1.16 to 6.53) times higher prevalence for having a chronic disease for patients living in a car-dependent neighborhood. There was also a significant dose-related association (p=0.01; Mantel-Haenszel chi-square=6.4) between living in car-dependent neighbourhoods and more severe CCI scores. Conclusions: Our findings suggest that advocating for improved neighbourhood planning to permit greater walkability may help offset the burden of chronic disease.

STABILITY OF POSITIVE PERIODIC NUMERICAL SOLUTION OF AN EPIDEMIC MODEL

  • Kim, Mi-Young
    • Korean Journal of Mathematics
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    • 제13권2호
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    • pp.149-159
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    • 2005
  • We study an age-dependent s-i-s epidemic model with spatial diffusion. The model equations are described by a nonlinear and nonlocal system of integro-differential equations. Finite difference methods along the characteristics in age-time domain combined with finite elements in the spatial variable are applied to approximate the solution of the model. Stability of the discrete periodic solution is investigated.

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