• 제목/요약/키워드: empirical modeling

검색결과 965건 처리시간 0.027초

냉각 평판에서 서리 성장 모델링 (Modeling for Frost Growth on a Cold Plate)

  • 양동근;이관수
    • 대한기계학회:학술대회논문집
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    • 대한기계학회 2004년도 춘계학술대회
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    • pp.1546-1551
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    • 2004
  • This paper presents a mathematical model to predict the frost properties and heal and mass transfer within the frost layer formed on a cold plate. The laminar flow equations for the air-side are analyzed. and the empirical correlations of local frost properties are employed in order to predict the frost layer growth. The correlations of local frost density and effective thermal conductivity of frost layer, obtained from various experimental conditions, are derived as functions of various frosting parameters (Reynolds number, frost surface temperature, absolute humidity and temperature of moist air, cooling plate temperature, and frost density). The numerical results are compared with experimental data and the results of various models to validate the present model, and agree well with experimental data within a maximum error of 10%. The heat and mass transfer coefficients obtained from the numerical analyses are presented, as the results, it is found that the model for frost growth using the correlation of heat transfer coefficient without solving air flow have a limitation in its application.

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Reinforced high-strength concrete square columns confined by aramid FRP jackets -part II: modeling

  • Wu, Han-Liang;Wang, Yuan-Feng;Ma, Yi-Shuo
    • Steel and Composite Structures
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    • 제11권4호
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    • pp.325-340
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    • 2011
  • Based on the experimental data presented in part I of these companion papers, a semi-empirical model is proposed for axial stress-strain curves of reinforced high-strength concrete square columns confined by aramid fiber reinforced polymer (FRP) jackets. Additionally, a three-dimensional finite element model is developed to simulate the mechanical behaviors of the columns. In the finite element model, both material nonlinear and contact nonlinear are taken into account. Moreover, the influence of contact nonlinear (i.e., the end friction on the contact surface between test machines and specimens) is investigated deeply. Predictions from both the semi-empirical model and the finite element model agree with the experimental results, and it is also demonstrated that the friction coefficient of end friction notably affect the properties of columns when it ranges from 0.00 to 0.25.

공조시스템 유기 격실 소음 예측 프로그램 개발 (Development of Cabin Noise Prediction Program Induced by HVAC System)

  • 김병희;권종현;조대승
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2004년도 추계학술대회논문집
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    • pp.554-558
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    • 2004
  • In this paper, we introduce noise prediction program of HVAC system to assist low-noisy design of ship's cabin. The developed program calculates sound power levels at HVAC components considering primary and secondary noise generated by fan and duct element, duct element noise attenuation, and duct break-in noise based on the authentic empirical method suggested by NEBB and acoustic power balancing method. Sound pressure level at cabin with or without ceiling system is evaluated by the diffuse-field theory considering diffuser and duct break-out sound powers. Moreover, the program provides intuitive pre- and post-processors using modem GUI functions to help efficient modeling and evaluation of cabin and HVAC component noise. To validate the accuracy and convenience of the program, noise prediction for a HVAC system is demonstrated.

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대전지역 중생대 화강암 암반 내 취성파괴 예측연구 (Prediction of Brittle Failure within Mesozoic Granite of the Daejeon Region)

  • 장현식;최미미;배대석;김건영;장보안
    • 지질공학
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    • 제25권3호
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    • pp.357-368
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    • 2015
  • 대전지역 중생대 화강암 암반을 대상으로 경험적 해석과 수치해석 모델링을 사용하여 심도에 따른 취성파괴 예측 연구를 수행하였다. 먼저 손상제어시험 등의 실내시험으로 경험적 해석과 수치해석 모델링에 필요한 입력 변수를 측정하였고, 측정결과를 바탕으로 연구지역의 암반을 경암에 속하는 그룹 A와 극경암에 속하는 그룹 B로 구분하여 각 그룹별 대표 물성치를 사용하였다. 취성파괴의 해석에는 해석구간의 심도와 측압계수(k)로 결정되는 원위치응력 값이 필요하나 연구지역의 원위치응력 값은 측정되지 않았다. 그러므로 다양한 원위치응력 상태를 고려하기 위하여 3가지의 측압계수 (k=1,2,3)를 분석에 적용하였다. 경험적 해석과 수치해석 모델링에서 측압계수가 1일 경우, 연구지역의 암반에서는 1000 m의 심도까지도 취성파괴가 발생할 가능성이 매우 낮은 것으로 분석되었다. 그러나 측압계수가 2일 경우에는 심도 800 m 구간에서부터, 측압계수가 3일 경우에는 심도 600 m 구간에서부터 취성파괴가 발생될 가능성이 높을 것으로 판단된다. 이 연구에서는 점착력약화-마찰각강화(CWFS) 모델과 Mohr-Coulomb 모델이 사용되었으며, CWFS 모델은 암반의 취성 파괴영역의 범위와 깊이를 잘 모사하였으나 모아-쿨롱 모델은 이러한 변화를 구현하지 못하였다.

Uncertainty analysis of BRDF Modeling Using 6S Simulations and Monte-Carlo Method

  • Lee, Kyeong-Sang;Seo, Minji;Choi, Sungwon;Jin, Donghyun;Jung, Daeseong;Sim, Suyoung;Han, Kyung-Soo
    • 대한원격탐사학회지
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    • 제37권1호
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    • pp.161-167
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    • 2021
  • This paper presents the method to quantitatively evaluate the uncertainty of the semi-empirical Bidirectional Reflectance Distribution Function (BRDF) model for Himawari-8/AHI. The uncertainty of BRDF modeling was affected by various issues such as assumption of model and number of observations, thus, it is difficult that evaluating the performance of BRDF modeling using simple uncertainty equations. Therefore, in this paper, Monte-Carlo method, which is most dependable method to analyze dynamic complex systems through iterative simulation, was used. The 1,000 input datasets for analyzing the uncertainty of BRDF modeling were generated using the Second Simulation of a Satellite Signal in the Solar Spectrum (6S) Radiative Transfer Model (RTM) simulation with MODerate Resolution Imaging Spectroradiometer (MODIS) BRDF product. Then, we randomly selected data according to the number of observations from 4 to 35 in the input dataset and performed BRDF modeling using them. Finally, the uncertainty was calculated by comparing reproduced surface reflectance through the BRDF model and simulated surface reflectance using 6S RTM and expressed as bias and root-mean-square-error (RMSE). The bias was negative for all observations and channels, but was very small within 0.01. RMSE showed a tendency to decrease as the number of observations increased, and showed a stable value within 0.05 in all channels. In addition, our results show that when the viewing zenith angle is 40° or more, the RMSE tends to increase slightly. This information can be utilized in the uncertainty analysis of subsequently retrieved geophysical variables.

제진을 위한 3 자유도 정밀 스테이지의 설계와 모델링 (Design and Modeling of a 3-DOF Precision Stage for Vibration Isolation)

  • 문준희;김화수;박희재
    • 한국정밀공학회지
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    • 제24권3호
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    • pp.124-133
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    • 2007
  • Active vibration isolation systems need the following performance specifications which are different from those of existing positioning systems: usage of seismic sensors, strict suppression of phase lead/lag in signal processing for sensors and actuators, excellent control in low frequency range and so on. In consideration of such specifications, a 3-DOF precision stage for vibration isolation is designed and modeled based on the physical characteristics. Then the major parameters such as spring constants and damping coefficients are valued by the system identification method using empirical transfer function. Finite element analysis is used as a verification and simulation tool throughout this research. This paper lays the foundation for the future research on the control of the active vibration isolation system.

객체지향 기반의 정보시스템 개발 프로젝트에서의 기능점수 예측 기법에 관한 연구 (Estimating the Function Point for the Object Oriented Information Systems)

  • 정승렬;이석준
    • 한국정보시스템학회지:정보시스템연구
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    • 제16권1호
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    • pp.111-133
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    • 2007
  • The purpose of this study is to present a new function point estimation approach for the Object-Oriented information systems. In order to fulfill this purpose, we first review the literature on Function Point Analysis of IFPUG, Unified Modeling Language, and Unified Process. Then, we derive a method and rules for estimating Function Points based on Use Cases and Class Diagrams. To analyze the appropriateness of the proposed approach, we conduct the empirical testing. 143 use cases are collected from production, marketing, distribution, sales, and other areas from the Object-Oriented systems development projects. We compare our new approach with the existing methods that are usually used for traditional systems development projects. The results show that our proposed approach is more appropriate for the Object-Oriented environment.

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NMG 염색법과 화상처리를 이용한 도정도 모델링 (Modeling of Milling Degree for Milled Rice using NMG Dying and Image Processing)

  • 윤두현;김의웅;김훈
    • Journal of Biosystems Engineering
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    • 제31권6호
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    • pp.524-528
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    • 2006
  • This study was performed to develop experimental model for milling degree and whiteness from analysis the CBB (colored bran balance) index using NMG dying and image processing. The endosperm layer increased and the pericarp, aleurone layer and CBB index decreased as the milling degree and whiteness increased. So, CBB index was closely linked to milling degree and whiteness. A empirical CBB index model was developed according to the milling degree and whiteness. The model were found to fit adequately to all test data with a coefficient of determination of 0.99, and therefore the CBB model proved to be quite applicable.

신제품 개발을 위한 통합 고객만족도 평가모델에 관한 실증적 연구 - 자동차 산업을 중심으로 - (An Empirical Study on the Integrated Customer Satisfaction Evaluation Model for New Product Development - Focused on Automobile Industry -)

  • 김동남;조재림
    • 품질경영학회지
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    • 제32권4호
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    • pp.113-124
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    • 2004
  • Customer satisfaction is becoming an increasingly salient topic in many firms and in academic research. One main rationale behind this interest is that customer satisfaction is believed to be associated with fruitful customer re-visit from the firm's point of view. Some country already had index models which can measure the degree of customer satisfaction. But, such models are ordinary models which used generally the scope of nation-wide /industry. Therefore, we needs some modifications to measure customer satisfaction for specific product & service and to provide the valuable feedback to specific firms. In this Perspectives, this study will evaluate the customer satisfaction index about automobile company and analyze it's result for valuable feedback. This study will present a model for an integrated customer satisfaction evaluation system which used structural equation modeling. Through this study, we anticipate that it will offer the measuring method about customer satisfaction and some guideline for product design process.

단순 비선형 모델을 이용한 자동차 충격흡수기의 동특성 모델링 기법 연구 (Dynamic Modeling of Automotive Shock Absorbers Using Simple Nonlinear Models)

  • 한형석;서정원;노규석;허승진;김기훈
    • 한국자동차공학회논문집
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    • 제11권5호
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    • pp.156-162
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    • 2003
  • The shock absorber is a part having a direct influence on the ride comfort, stability and dynamic load prediction of a vehicle. Thus, a rationally modeled shock absorber should be required in the dynamic analysis of vehicles. This thesis presents a modified model, based on Worden's hyperbolic tangent function, in order to fit experimental data on the velocity-damping force of a shock absorber. The hyperbolic tangent function correctly indicates the characteristics of a shock absorber, and has the advantage of containing physical causality. To evaluate the method, comparative evaluations of the linear model, the 5th polynomial model and Worden's model were carried out. The function presented in this paper is not only simple but also makes it possible to estimate the function coefficients easily and visually. In addition, it has the advantage of containing physical causality. Lastly, it effectively models the damping force of a shock absorber.