• 제목/요약/키워드: Quadratic Model

검색결과 942건 처리시간 0.025초

추이대(推移帶)를 중심으로 한 경상북도 3개 도시의 열섬 평가 (Evaluation of the heat island in transition zone of three cities in Kyungpook, Korea)

  • 박인환;장갑수;김종용
    • 환경영향평가
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    • 제8권2호
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    • pp.73-82
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    • 1999
  • This study analyzed the relationship between NDVI(Normalized Difference Vegetation Index) and urban heat island in three cities: Daegu, Kyungju, and Pohang for understanding the degree of nature conservation concentrating in the transition zone of them. Daegu city is the third city in Korea which has a dense population. Kyungju is a traditional city which has good nature. Pohang is an industrial city which has those of characters of Daegu and Kyungju. Landsat 1M data in May 17, 1997 were used for the analysis of heat island. There were about four theoretical models to estimate the surface temperature from TM data: Two-point linear model, Linear regression model, Quadratic regression model, and Cubic regression model. In this study, Linear regression model had been utilized to analyze the urban heat island. On the resultant images, the transition zone of Daegu was urbanized more extremely than those of other two cities. It is thought that the analysis of relationship between NDVI and surface temperature, used in this study, is regarded as one of effective methodologies for urban-environmental detection from satellite imageries.

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비등방경화 구성모델을 적용한 연약 지반의 비배수 거동 해석 : II. 수치해석 (Undrained Analysis of Soft Clays Using an Anisotropic Hardening Constitutive Model: II. Numerical Analysis)

  • 오세붕
    • 한국지반공학회논문집
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    • 제15권6호
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    • pp.131-142
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    • 1999
  • 본 연구는 전응력 개념에 근거한 비등방경화 구성관계를 적용하여 유한요소해석을 수행하는 데 목적이 있다. 이에 동반논문에서 제안한 비등방경화 구성모델에 대하여 내재적인 응력적분과 일관된 접선계수를 정식화하였다. 그리고 이러한 알고리즘을 비선형 유한요소해석 코드에 구현하여 정확도와 수렴성을 확보한 해석을 수행하였다 시험성토사례에 대한 해석을 통하여 제안된 구성모델은 von Mises규준에 의한 해석에 비하여 성토고에 따른 지반의 변위를 더욱 합리적으로 표현할 수 있음을 알 수 있었다. 또한 지반의 강도를 적합하게 산정하여 제안된 구성모델이 매우 정확하게 실제 거동을 모사할 수 있었다.

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유한요소법에 의한 2차원 하천 흐름 모형의 개발 (Two-Dimensional River Flow Analysis Modeling By Finite Element Method)

  • 한건연;김상호;김병현;최승용
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2006년도 학술발표회 논문집
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    • pp.425-429
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    • 2006
  • The understanding and prediction of the behavior of flow in open channels are important to the solution of a wide variety of practical flow problems in water resources engineering. Recently, frequent drought has increased the necessity of an effective water resources control and management of river flows for reserving instream flow. The objective of this study is to develop an efficient and accurate finite element model based on Streamline Upwind/Petrov-Galerkin(SU/PG) scheme for analyzing and predicting two dimensional flow features in complex natural rivers. Several tests were performed in developed all elements(4-Node, 6-Node, 8-Node elements) for the purpose of validation and verification of the developed model. The U-shaped channel of flow and natural river of flow were performed for tests. The results were compared with these of laboratory experiments and RMA-2 model. Such results showed that solutions of high order elements were better accurate and improved than those of linear elements. Also, the suggested model displayed reasonable velocity distribution compare to RMA-2 model in meandering domain for application of natural river flow. Accordingly, the developed finite element model is feasible and produces reliable results for simulation of two dimensional natural river flow. Also, One contribution of this study is to present that results can lead to significant gain in analyzing the accurate flow behavior associated with hydraulic structure such as weir and water intake station and flow of chute and pool.

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Cost effective optimal mix proportioning of high strength self compacting concrete using response surface methodology

  • Khan, Asaduzzaman;Do, Jeongyun;Kim, Dookie
    • Computers and Concrete
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    • 제17권5호
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    • pp.629-638
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    • 2016
  • Optimization of the concrete mixture design is a process of search for a mixture for which the sum of the cost of the ingredients is the lowest, yet satisfying the required performance of concrete. In this study, a statistical model was carried out to model a cost effective optimal mix proportioning of high strength self-compacting concrete (HSSCC) using the Response Surface Methodology (RSM). The effect of five key mixture parameters such as water-binder ratio, cement content, fine aggregate percentage, fly ash content and superplasticizer content on the properties and performance of HSSCC like compressive strength, passing ability, segregation resistance and manufacturing cost were investigated. To demonstrate the responses of model in quadratic manner Central Composite Design (CCD) was chosen. The statistical model showed the adjusted correlation coefficient R2adj values were 92.55%, 93.49%, 92.33%, and 100% for each performance which establish the adequacy of the model. The optimum combination was determined to be $439.4kg/m^3$ cement content, 35.5% W/B ratio, 50.0% fine aggregate, $49.85kg/m^3$ fly ash, and $7.76kg/m^3$ superplasticizer within the interest region using desirability function. Finally, it is concluded that multiobjective optimization method based on desirability function of the proposed response model offers an efficient approach regarding the HSSCC mixture optimization.

Advanced Circuit-Level Model of Magnetic Tunnel Junction-based Spin-Torque Oscillator with Perpendicular Anisotropy Field

  • Kim, Miryeon;Lim, Hyein;Ahn, Sora;Lee, Seungjun;Shin, Hyungsoon
    • JSTS:Journal of Semiconductor Technology and Science
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    • 제13권6호
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    • pp.556-561
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    • 2013
  • Interest in spin-torque oscillators (STOs) has been increasing due to their potential use in communication devices. In particular the magnetic tunnel junction-based STO (MTJ-STO) with high perpendicular anisotropy is gaining attention since it can generate high output power. In this paper, a circuit-level model for an in-plane magnetized MTJ-STO with partial perpendicular anisotropy is proposed. The model includes the perpendicular torque and the shift field for more accurate modeling. The bias voltage dependence of perpendicular torque is represented as quadratic. The model is written in Verilog-A, and simulated using HSPICE simulator with a current-mirror circuit and a multi-stage wideband amplifier. The simulation results show the proposed model can accurately replicate the experimental data such that the power increases and the frequency decreases as the value of the perpendicular anisotropy gets close to the value of the demagnetizing field.

폐목재로부터 리그닌 추출을 위한 Organosolv 전처리공정의 최적화 (Optimization of Organosolv Pretreatment of Waste Wood for Lignin Extraction)

  • 이현수;김영모
    • 대한환경공학회지
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    • 제39권10호
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    • pp.568-574
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    • 2017
  • 본 연구는 폐목재로부터 organosolv 공정을 이용해서 리그닌을 분리할 때 영향을 미치는 주요 3개의 반응조건(반응시간($X_1$), 산 촉매의 농도($X_2$) 및 반응온도($X_3$))을 리그닌 회수율(y) 기준으로 최적화하였다. 중심합성계획법(central composite design, CCD)에 따라 반응온도 $136.4-203.6^{\circ}C$, 산촉매 농도 0-2.5%, 반응시간 26.36-93.64 분의 범위를 가진 실험계획을 수행해서 2차 모델식 및 최적조건을 수립하였다. 2차 모델식은 $y=-79.89+0.91X_1+9.8X_2-2.54{\times}10^{-3}X_1{^2}-2.11X_2{^2}$와 같이 얻었으며, 결정계수(coefficient of determination, $R^2$) 값은 0.8531으로 10% 이내의 유의수준에서 유의성을 나타냈다. 2차 모델식에 따라 예측되는 최고 리그닌 회수율은 12.46 g/100 g of dry wood이며 이때 최적 반응 조건은 반응온도 $178.2^{\circ}C$, 산 촉매 농도 2.32%으로 나타났다. 폐목재 대상 organosolv 공정에서의 리그닌 수율은 반응온도보다는 산 촉매 농도의 영향이 더 크게 나타났으며 반응시간에 의한 영향은 없는 것으로 나타났다. 모델의 변동성 분석(analysis of variance, ANOVA)에 따르면 리그닌 수율(y)에 대한 모델식의 유의확률은 p<0.001로 높은 유의성을 보였다. 최적조건에서 모델의 재현성을 검증한 결과 모델식이 실제공정을 적절하게 모사한 것으로 나타났다.

HCM 클러스처링과 유전자 알고리즘을 이용한 다중 FPNN 모델 설계와 비선형 공정으로의 응용 (Design of Multi-FPNN Model Using Clustering and Genetic Algorithms and Its Application to Nonlinear Process Systems)

  • 박호성;오성권;안태천
    • 한국지능시스템학회논문지
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    • 제10권4호
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    • pp.343-350
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    • 2000
  • 본 논문에서는, 최적 시스템을 위해서 FNN과 PNN에 기반을 둔 Multi-FPNN(다중 퍼지 다항식 뉴럴네트워크) 모델을 제안한다. 여기서 FNN 구조는 각각의 분리된 입력변수에 의해 분할된 퍼지 입력공간을 사용해서 설게되고, 간략 퍼지추론 방법과 오류 역전파 알고리즘을 이용한다. FNN은 더 좋은 출력성능을 얻기 위해 PNN과 결합한다. GMDH 방법에 기초한 PNN 구조의 각 노드는 1차 및 2차 고계 다항식의 두 형태를 사용하고, 그 노드의 입력의 입력은 2, 3, 4의 세 종류의 다변수 입력을 사용한다. 그리고 다중 FPNN 모델의 구조와 파라미터를 동정하기 위햐 HCM 크러스터링방법과 유전자 알고리즘을 사용한다. 여기서, 시스템을 위해 데이터 전처리 기능을 수행하는 HCM 클러스터링 방법은 입출력 공간분할에 의해 다중 FPNN 구조를 결정하기 위해 사용된다. 모델의 근사화와 일반화 능력 사이에 충분한 군형을 ?기 위해 하중계수를 가진 합성 성능지수(목적함수)를 사용한다. 데이터 개수, 비선형의 정도(입.출력 데이터 분포)에 위존하는 이 합성 목적함수의 하중계수의 선택 및 조절을 통하여 최적의 다중 FPNN모델을 설계하는 것이 유용하고 효과적임을 보인다. 본 연구는 두 개의 대표적 수치예의 도움으로 설명되고, 그 모델의 근사화 및 일만화 능력에 관련된 합성 성능 지수가 평가되고, 도한 토의된다.

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주택용 태양광발전시스템의 적정 용량 및 설치각 선정을 위한 최적화 모델 연구 (An Optimal Decision Model for Capacity and Inclining Angle of Residential Photovoltaic Systems)

  • 전정표;김광호
    • 전기학회논문지
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    • 제59권6호
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    • pp.1046-1052
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    • 2010
  • In residential house, photovoltaic (PV) system among various alternatives in renewable energy system is the most efficient and feasible solution for reducing energy consumption and electricity cost. However, relatively high initial cost make people reluctant to install PV system in their houses. Therefore, in the initial state for PV system installation in the house, it is very important to decide proper capacity of the PV system considering the expected energy usage and solar energy supplying condition with the house. This paper proposes a novel optimization model for deciding appropriate capacity of the PV system for residential house. The objective function of the model is to minimize the annual cost including electricity bill, operation and maintenance cost, and annual fixed cost calculated from the initial installation cost based on capital recovery factor (CRF). The model also shows the optimal inclining angle of PV panels of the system. In this paper, we estimate the PV output using PVWATTS (PV simulator of Office of Energy Efficiency and Renewable Energy) and find optimal solutions by Sequential Quadratic Programming (SQP) method using MATLAB software. The proposed approach is finally applied to a residential model house in Gangneung, Gangwon-Do and verified its feasibility for adopting to PV system design for residential houses.

Design of nonlinear optimal regulators using lower dimensional riemannian geometric models

  • Izawa, Yoshiaki;Hakomori, Kyojiro
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 1994년도 Proceedings of the Korea Automatic Control Conference, 9th (KACC) ; Taejeon, Korea; 17-20 Oct. 1994
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    • pp.628-633
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    • 1994
  • A new Riemannian geometric model for the controlled plant is proposed by imbedding the control vector space in the state space, so as to reduce the dimension of the model. This geometric model is derived by replacing the orthogonal straight coordinate axes on the state space of a linear system with the curvilinear coordinate axes. Therefore the integral manifold of the geometric model becomes homeomorphic to that of fictitious linear system. For the lower dimensional Riemannian geometric model, a nonlinear optimal regulator with a quadratic form performance index which contains the Riemannian metric tensor is designed. Since the integral manifold of the nonlinear regulator is determined to be homeomorphic to that of the linear regulator, it is expected that the basic properties of the linear regulator such as feedback structure, stability and robustness are to be reflected in those of the nonlinear regulator. To apply the above regulator theory to a real nonlinear plant, it is discussed how to distort the curvilinear coordinate axes on which a nonlinear plant behaves as a linear system. Consequently, a partial differential equation with respect to the homeomorphism is derived. Finally, the computational algorithm for the nonlinear optimal regulator is discussed and a numerical example is shown.

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후방계단유동에 대한 저레이놀즈 수 난류모형의 예측성능에 관한 연구 (The study of predictive performance of low Reynolds number turbulence model in the backward-facing step flow)

  • 김원갑;최영돈
    • 대한기계학회논문집B
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    • 제20권5호
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    • pp.1661-1670
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    • 1996
  • Incompressible flow over a backward-facing step is computed by low Reynolds number turbulence models in order to compare with direct simulation results. In this study, selected low Reynolds number 1st and 2nd (Algebraic Stress Model : ASM) moment closure turbulence models are adopted and compared with each other. Each turbulence model predicts different flow characteristics, different re-attachment point, velocity profiles and Reynolds stress distribution etc. Results by .kappa.-.epsilon. turbulence models indicate that predicted re-attachment lengths are shorter than those by standard model. Turbulent intensity and eddy viscosity by low Reynolds number .kappa.-.epsilon. models are still greater than DNS results. The results by algebraic stress model (ASM) are more reasonable than those by .kappa.-.epsilon. models. The convective scheme is QUICK (Quadratic Upstream Interpolation for Convective Kinematics) and SIMPLE algorithm is adopted. Reynolds number based on step height and inlet free stream velocity is 5100.