• 제목/요약/키워드: Weight Function

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Evidential Belief Function, Weight of Evidence 및 Artificial Neural Network 모델을 이용한 산사태 공간 취약성 예측 연구 (Landslide Susceptibility Prediction using Evidential Belief Function, Weight of Evidence and Artificial Neural Network Models)

  • 이사로;오현주
    • 대한원격탐사학회지
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    • 제35권2호
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    • pp.299-316
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    • 2019
  • 본 연구는 지리정보시스템(GIS) 환경에서 확률 모델인 Weight Of Evidence (WOE)와 Evidential Belief Function (EBF), 기계학습 모델인 Artificial Neural Networks (ANN) 모델을 이용하여 평창지역의 산사태 취약성도를 공간적으로 분석하고 예측하였다. 본 연구지역은 2006년 태풍 에위니아에 의한 집중호우로 산사태가 많이 발생하여 많은 재산 및 인명피해가 발생하였다. 산사태 취약성도를 작성하기 위해 항공사진을 이용하여 3,955개의 방대한 산사태 발생 위치를 탐지하였고, 환경공간정보인 지형, 지질, 토양, 산림 및 토지이용 등의 공간 데이터를 수집하여 공간데이터베이스에 구축하였다. 이러한 공간데이터베이스를 이용하여 산사태에 영향을 줄 수 있는 인자 17개를 추출하여 입력 인자와 EBF, WOE, ANN 모델을 이용하여 산사태 취약성도를 작성하고 검증하였다. 작성 및 검증을 위해 산사태 자료는 각각 50%씩 나누어서 훈련 및 검증을 실시하였고, 검증결과 WOE 모델의 경우는 74.73%, EBF 모델의 경우는 75.03%, ANN 모델의 경우는 70.87%의 예측 정확도를 나타내었다. 본 연구에 사용된 모델 중 EBF 모델이 가장 높은 정확도를 나타냈으며, 모든 모델에서 70% 이상의 예측 정확도를 보여 본 연구에서 사용된 기법이 산사태 취약성도 작성에 유효함을 나타내었다. 본 연구에서 제안된 WOE, EBF, ANN 모델과 산사태 취약성도는 이전에 산사태가 발생하지 않은 지역의 산사태를 예측하는 데 사용될 수 있다. 이러한 취약성도는 산사태 위험 감소를 촉진하고, 토지 이용 정책 및 개발을 위한 기초자료 역할을 할 수 있으며, 궁극적으로 산사태 재해 예방을 위한 시간과 비용을 절약할 수 있다. 향후 보다 많은 지역에서 산사태 취약성도 작성 방법을 적용하여 산사태 위험 예측을 위한 일반화된 모델을 이끌어 내야 한다.

굴삭기 작업장치 내구 경량 최적화 기법 연구 (Study on the Weight Optimization of Excavator Attachments Considering Durability)

  • 김판영;김현기;박진수;황재봉;송규삼
    • 대한기계학회:학술대회논문집
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    • 대한기계학회 2007년도 춘계학술대회A
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    • pp.349-353
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    • 2007
  • The main functions of excavator are mainly carried out by excavator attachments such as arm and boom. These components should be designed to be light as well as durable enough because their effects on the whole structure are significant. In this paper, an optimization procedure for lightweight design considering fatigue strength for excavator attachments is presented. The weight of attachments and allowable fatigue stresses at critical areas are used as objective function and constraints, respectively, in which design variables are the thickness of the plates of attachments. The simulated annealing search method is adopted for a global optimization solution. Besides, the response surface method using the artificial neural network is used to simulate constraint function for the sake of practical fast calculation. Some example case of optimization is presented here for a sample excavator. This weight optimization is expected to contribute to a considerable improvement of fuel efficiency of excavator.

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반응면 근사를 이용한 자기부상열차 차체 프레임 경량화 설계 (Light-Weight Design of Maglev Car-Body Frame Using Response Surface Approximation)

  • 방제성;한정우;이종민
    • 한국정밀공학회지
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    • 제28권11호
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    • pp.1297-1308
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    • 2011
  • The light-weight design of UTM (Urban Transit Maglev)-02 car-body frames are performed, based on initial configuration. The thicknesses of fourteen sub-structures are defined as design variables and the loading condition is considered according to weight of sub-structures, electronic and pneumatic modules and passengers. For efficient and robust process of design optimization, objective function and constraints are approximated by response surface approximation. Structural analysis is performed at some sampling points to construct the approximated objective function and constraints composed of design variables. Design space is changed to find many optimal candidates and best optimal design can be found eventually. The Matlab Optimization Toolbox is used to find optimal value and sensitivity analysis about each design variable is also performed.

가변 벌점함수 유전알고리즘을 이용한 금형가공센터 고속이송체 구조물의 최적설계 (Design Optimization of a Rapid Moving Body Structure for a Machining Center Using G.A. with Variable Penalty Function)

  • 최영휴;차상민;김태형;박보선;최원선
    • 한국공작기계학회:학술대회논문집
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    • 한국공작기계학회 2003년도 춘계학술대회 논문집
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    • pp.504-509
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    • 2003
  • In this paper, a multi-step optimization using a G.A.(Genetic Algorithm) with variable penalty function is introduced to the structural design optimization of a high speed machining center. The design problem, in this case, is to find out the best cross-section shapes and dimensions of structural members which minimize the static compliance, the dynamic compliance, and the weight of the machine structure simultaneously. The first step is the cross-section shape optimization, in which only the section members are selected to survive whose cross-section area have above a critical value. The second step is a static design optimization, in which the static compliance and the weight of the machine structure are minimized under some dimensional constraints and deflection limits. The third step is a dynamic design optimization, where the dynamic compliance and the structure weight are minimized under the same constraints as those of the second step. The proposed design optimization method was successful applied to the machining center structural design optimization. As a result, static and dynamic compliances were reduced to 16% and 53% respectively from the initial design, while the weight of the structure are also reduced slightly.

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Effect of Unilateral Pneumonectomy on the Secretory Function of Type II Pneumocyte and Compensatory Growing Pattern of the Residual Lung in Growing Rabbits

  • Lee, Young-Man;Lee, Suck-Kang;Choo, Young-Eun
    • The Korean Journal of Physiology
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    • 제25권1호
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    • pp.81-85
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    • 1991
  • At the fifth day after right lung pneumonectomy in New-Zealand white rabbits $(0.8{\sim}1.1\;kg\;B.W.)$, phospholipid and protein concentration in the left lung lavage fluid were measured for clarification of the effect of unilateral pneumonectomy on the secretory function of the type II pneumocytes in growing rabbits. In an attempt to evaluate the effect of unilateral pneumonectomy on the compensatory growth of the residual lung, left lung weight and left lung weight-body weight ratio and DNA concentration, RNA/DNA and total DNA content in the left lung tissue were measured in pneumonectomized and in sham operated control rabbits. The lung weight of pneumonectomized rabbit was approximately two times heavier than that of the control rabbits. DNA concentration and RNA/DNA of the lung tissue were not changed but total DNA content was increased significantly. Phospholipid concentration in the lung lavage fluid of the pneumonectomized rabbits was over two times higher than that of control rabbits. from these experimental results, It is concluded that unilateral pneumonectomy in growing rabbits might cause to increase the secretion of pulmonary surfactant from type II pneumocyte of the residual lung. The cellular hyperplasia seems to be the primary response of the compensatory growing lung in unilateral pneumonectomized growing rabbits.

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SPECIFIC EXAMPLES OF EXPONENTIAL WEIGHTS

  • Jung, Hee-Sun;Sakai, Ryozi
    • 대한수학회논문집
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    • 제24권2호
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    • pp.303-319
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    • 2009
  • Let $Q\;{\in}\;C^2$ : ${\mathbb{R}}\;{\rightarrow}\;[0,{\infty})$ be an even function. Then we will consider the exponential weights w(x) = exp(-Q(x)) in the weight class from [2]. In the paper, we will give some relations among exponential weights in this class and introduce a new weight subclass. In addition, we will investigate some properties of the typical and specific weights in these weight classes.

Feminization and reduction of testicular weight in mouse sparganosis

  • Yang, Hyun-Jong
    • Parasites, Hosts and Diseases
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    • 제44권2호
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    • pp.167-169
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    • 2006
  • After infection of male mice with the plerocercoids (spargana) of Spirometra mansoni, serum levels of estrogen and testicular weight were analyzed by enzyme-linked immunosorbent assay (ELISA) and weighing machine, respectively. The serum level of estrogen increased progressively in infected mice compared with normal controls, whereas the testicular weight of infected mice decreased significantly (P < 0.05). These results suggest that certain substances from spargana change the steroid hormone metabolisms in the host by unknown pathways, and chronic infection may contribute to change of the function of steroid hormone target organ, i.e., testis, in male mice.

ON QUANTITATIVE TWO WEIGHT ESTIMATES FOR SOME DYADIC OPERATORS

  • Chung, Daewon
    • East Asian mathematical journal
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    • 제38권3호
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    • pp.339-346
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    • 2022
  • In this paper, a comparison of two types of quantitative two weight conditions for the boundedness of the dyadic paraproduct and the commutator of the Hilbert transform is provided. In the case of the commutator [b, H], the conditions of the well-known Bloom's inequality [2] and the slightly different types of two weight inequality introduced in [1] are compared around the A2-conditions on weights and the novel conditions on the function b.

진동수응답함수 측정에 따른 펌프 가진력 산정 (Estimation of Pump Induced Vibration Force by Frequency Response Function)

    • 한국지진공학회논문집
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    • 제3권1호
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    • pp.103-112
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    • 1999
  • 본 연구는 두 지점간의 진동수 응답함수를 이용하여 시간 및 진동수 영역에서의 원심펌프(20Hp. 50Hp) 가진력을 추정하기 위한 것이다. 진동수 응답함수는 실수부와 허수부에 대한 신호정보를 가지고 있으며 응답함수 역시 실수부와 허수부에 대한 신호정보를 가지고 있다 따라서 이들 진동수 응답함수 및 응답함숴의 복소수 계산으로부터 가진력을 실험적으로 구하였으며 이론적인 방법에 의하여 구한 가진력과 실험적으로 구한 값을 비교함으로서 펌프에 의한 주진동수 성분의 크기는 펌프 및 모터중량의 10-25% 정도가 됨을 제시하였다. 가진력 산정을 위한 시간영역에서의 불평형질량의 크기는 펌프 및 모터중량의 약 30-60%임을 알수 있었다 한편 펌프회전에 의한 진동은 주진동수 이외에도 주진동수의 2-3배의 크기를 갖는 성분이 있음을 알 수 있었으며 대상 콘크리트 슬래브의 고유진동수와의 가진진도수비를 달리함에 따라 정확한 진동전달률을 조절하는데 활용할 수 있다.

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