• 제목/요약/키워드: regularization parameter

검색결과 93건 처리시간 0.025초

Numerical analysis of Brazilian split test on concrete cylinder

  • Wosatko, Adam;Winnicki, Andrzej;Pamin, Jerzy
    • Computers and Concrete
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    • 제8권3호
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    • pp.243-278
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    • 2011
  • The paper presents simulations of the Brazilian test using two numerical models. Both models are regularized in order to obtain results independent of discretization. The first one, called gradient damage, is refined by additional averaging equation which contains gradient terms and an internal length scale as localization limiter. In the second one, called viscoplastic consistency model, the yield function depends on the viscoplastic strain rate. In this model regularization properties are governed by the assumed strain rate. The two models are implemented in the FEAP finite element package and compared in this paper. Parameter studies of the split test are performed in order to point out the features of each model.

THE DELTA STANDING WAVE SOLUTION FOR THE LINEAR SCALAR CONSERVATION LAW WITH DISCONTINUOUS COEFFICIENTS USING A SELF-SIMILAR VISCOUS REGULARIZATION

  • LI, XIUMEI;SHEN, CHUN
    • 대한수학회보
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    • 제52권6호
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    • pp.1945-1962
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    • 2015
  • This paper is mainly concerned with the formation of delta standing wave for the scalar conservation law with a linear flux function involving discontinuous coefficients by using the self-similar viscosity vanishing method. More precisely, we use the self-similar viscosity to smooth out the discontinuous coefficient such that the existence of approximate viscous solutions to the delta standing wave for the Riemann problem is established and then the convergence to the delta standing wave solution is also obtained when the viscosity parameter tends to zero. In addition, the Riemann problem is also solved with the standard method and the instability of Riemann solutions with respect to the specific small perturbation of initial data is pointed out in some particular situations.

Re-SSS: Rebalancing Imbalanced Data Using Safe Sample Screening

  • Shi, Hongbo;Chen, Xin;Guo, Min
    • Journal of Information Processing Systems
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    • 제17권1호
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    • pp.89-106
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    • 2021
  • Different samples can have different effects on learning support vector machine (SVM) classifiers. To rebalance an imbalanced dataset, it is reasonable to reduce non-informative samples and add informative samples for learning classifiers. Safe sample screening can identify a part of non-informative samples and retain informative samples. This study developed a resampling algorithm for Rebalancing imbalanced data using Safe Sample Screening (Re-SSS), which is composed of selecting Informative Samples (Re-SSS-IS) and rebalancing via a Weighted SMOTE (Re-SSS-WSMOTE). The Re-SSS-IS selects informative samples from the majority class, and determines a suitable regularization parameter for SVM, while the Re-SSS-WSMOTE generates informative minority samples. Both Re-SSS-IS and Re-SSS-WSMOTE are based on safe sampling screening. The experimental results show that Re-SSS can effectively improve the classification performance of imbalanced classification problems.

프레임 간 선명도 균일화를 위한 선명도 메트릭 기반의 동영상 디블러링 알고리즘 (A Video Deblurring Algorithm based on Sharpness Metric for Uniform Sharpness between Frames)

  • 이병주;이동복;송병철
    • 전자공학회논문지
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    • 제50권4호
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    • pp.127-136
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    • 2013
  • 본 논문은 동영상 프레임 간 선명도를 균일하게 유지하면서 블러를 제거하는 기법을 제안한다. 고정된 변수들을 이용하는 기존 기법들과 달리, 제안하는 동영상 디블러링 기법은 영상에 따라 디블러 변수들을 조절함으로써 선명도를 균일하게 만들어 준다. 먼저, 입력 프레임의 초기 블러 커널을 추정하고, 디컨볼루션을 수행한 뒤, 선명도를 측정한다. 그리고 균일한 선명도를 유지할 수 있도록 측정된 선명도에 기반하여 정규화 변수와 커널을 조절하고, 다시 디컨볼루션을 수행한다. 실험 결과를 통해 제안 기법이 상당히 균일한 선명도를 유지하면서 디블러링을 수행함을 확인할 수 있다.

등속 이동 음원의 통과소음 스펙트럼 추정에 관한 연구 (Spectral Estimation of the Pass-by Noise of an Acoustic Source)

  • 임병덕;김덕기
    • 대한기계학회논문집A
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    • 제29권12권
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    • pp.1597-1604
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    • 2005
  • The identification of a moving noise source is important in reducing the source power of the transport systems such as airplanes or high speed trains. However, the direct measurement using a microphone running with noise source is usually difficult due to wind noise, white the source motion distorts the frequency characteristics of the pass-by sound measured at a fixed point. In this study the relationship between the spectra of the source and the pass-by sound signal is analyzed for an acoustic source moving at a constant velocity. Spectrum of the sound signal measured at a fixed point has an integral relationship with the source spectrum. Nevertheless direct conversion of the measured spectrum to the source spectrum is ill-posed due to the singularity of the integral kernel. Alternatively a differential equation approach is proposed, where the source characteristics can be recovered by solving a differential equation relating the source signal to the distorted measurement in time domain. The parameters such as the source speed and the time origin, required beforehand, are also determined only from the frequency-phase relationship using an auxiliary measurement. With the help of the regularization method, the source signal is successfully recovered. The effects of the parameter errors to the estimated frequency characteristics of the source are investigated through numerical simulations.

간접 힘 측정 방법과 가상 역행렬을 이용한 힘 예측 (Forces Prediction by Indirect Force Measurement and Pseudo-inverse Technique)

  • 안병하;심재술
    • 한국정밀공학회지
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    • 제19권6호
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    • pp.43-50
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    • 2002
  • In the design of structure, the forces acting on tai structure are key parameter fur noise and vibration control. However, in the complex structure, the forces at the injection point on the structure cannot be measured directly. So, it is necessary to find out Indirect force evaluation method. In this paper, forces have been measured with In-situ vibration responses and system information. And, three existing techniques of indirect force measurement, vita. direct inverse. principal component analysis and regularization have been compared. This paper shows that multi-vibration responses are essential for talc precise estimation of the forces. To check these conditions, rotary compressor is adopted as test sample, because it is very difficult to measure the injection forces from internal excitation to shell. It alas also been obtained that relatively higher force is transmitted through three welding paths to the compressor shell. It shows a good agreement between direct and indirect force evaluation with curvature shell and plate.

규칙화 역과정 방법을 이용한 Ar-Ar의 분자간 위치에너지 결정 (The Intermolecular Potential of Ar-Ar by Regularized Inverse Method)

  • 김화중;김영식
    • 대한화학회지
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    • 제40권1호
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    • pp.20-27
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    • 1996
  • 분광학적 실험 자료들로부터 안정하고 정확한 위치에너지를 역으로 얻어내는 방법에 대하여 연구하였다. 이러한 역과정 방법은 비선형 역과정 문제에서 야기되는 불안정성을 위치에너지가 유연하게 연속적이라는 제한 조건을 사용하여 최적의 해를 얻어내는 Tikhonov의 규칙화에 기초를 두고 있다. 이 방법의 장점은 특정한 형태의 위치에너지 변수를 맞추는 보통의 방법과는 달리 위치에너지를 분자간 거리의 연속함수로 다루었다. 이 방법을 실험적으로 얻은 Ar-Ar계의 분광학적 자료에 적용하여 전 구간에서 정확한 위치에너지를 찾아가는 것을 보여주었고, Morse나 RKR 방법으로 얻은 위치에너지의 부정확한 먼거리 인력 부분을 보정할 수 있음을 보여주었다.

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Linear Motor의 열변형 오차해석 및 실험 (Thermal Deformation Error Analysis and Experiment of a Linear Motor)

  • 최우혁;민경석;오준모;최우천;홍대희
    • 한국정밀공학회:학술대회논문집
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    • 한국정밀공학회 1997년도 추계학술대회 논문집
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    • pp.286-289
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    • 1997
  • In the design of structure the forces acting on the structure are important parameter for noise and vibration control. However, in the complex structure, the forces at the injection pomt on the structure cannot be measured directly. Thus it is necessary to find out indirect force evaluation method. In thls paper forces have been measured with in-situ vibration responses and system information. Three existing techniques of indirect force measurement, viz. direct inverse, principal component analysis and regularization have been compared. It has been shown that multi-vibration responses are essential for the precise estimation of the forces. To satisfy those cond~tions, Rotary compressor is adopted as test sample, because it is very difficult to measurc the injection forces from internal excitat~on to shell. It has also been obtained that relatively higher force IS transmitted through three welding paths to the compressor shell. It shows a good agreement between direct and indirect force evaluation wlth curvature shell and plate and is investigated the possibility of force evaluation of rotary compressor as a complex structure.

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Indirect force 측정 방법과 Pseudo-역행렬을 이용한 정밀한 Force 예측 (Precise Forces Prediction by Indirect Force Measurement and Pseudo-inverse Technique)

  • 심재술;안병하;하종훈;정현출
    • 한국정밀공학회:학술대회논문집
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    • 한국정밀공학회 1997년도 추계학술대회 논문집
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    • pp.564-567
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    • 1997
  • In the design of structure the forces acting on the structure are important parameter for noise and vibration control. However, in the complex structure, the forces at the injection point on the structure cannot be measured directly. Thus it is necessary to find out indirect force evaluation method. In this paper forces have been measured with in-situ vibration responses and system information. Three existing techniques of indirect force measurement, viz. direct inverse, principal component analysis and regularization have been compared. It has been shown that multi-vibration responses are essential for the precise estimation of the forces. To satisfy those conditions, Rotary compressor is adopted as test sample, because it is very difficult to measure the injection forces from internal excitation to shell. It has also been obtained that relatively higher force is transmitted though three welding paths to the compressor shell. It shows a good agreement between direct and indirect force evaluation with curvature shell and plate and is investigated the possibility of force evaluation of rotary compressor as a complex structure.

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유전알고리즘을 이용한 능형회귀모형의 검정 : 빈도별 홍수량의 지역분석을 대상으로 (Calibration of the Ridge Regression Model with the Genetic Algorithm:Study on the Regional Flood Frequency Analysis)

  • 성기원
    • 한국수자원학회논문집
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    • 제31권1호
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    • pp.59-69
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    • 1998
  • 빈도별 홍수량의 지역분석을 위하여 유역의 지형특성을 독립변수로 이용하는 회귀모형을 검정하였다. 그런데 이들 독립변수들간의 상관관계가 존재할 경우 능형회귀모형이 이용되기도 하는 이 방법은 다중공선성 문제를 극복하는데 적합한 방법으로 알려져 있다. 능형회귀모형을 최적화하기 위해서는 조정변수가 포함되는 비용함수를 최소화하여야 한다. 본 연구에서는 이 최적화를 위하여 유전알고리즘을 이용하였다. 유전알고리즘은 자연 생물의 유전 및 진화과정을 모방한 추계학적 탐색방법을 말한다. 이러한 유전알고리즘을 이용하여 지역분석 모형을 검정한 결과 안정된 매개변수의 가중치를 얻을 수 있었다.

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