• 제목/요약/키워드: model fitting

검색결과 1,329건 처리시간 0.03초

유한요소법 기반의 무차원화를 이용한 판 유효 변형률 분포 예측 온라인 모델 개발 (The development of On-line Model for the Prediction of Effective Strain Distribution by Non-dimensionalization on FEM Basis)

  • 김성훈;이중형;황상무
    • 한국소성가공학회:학술대회논문집
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    • 한국소성가공학회 2004년도 제5회 압연심포지엄 신 시장 개척을 위한 압연기술
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    • pp.359-367
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    • 2004
  • In this research on-line model for the prediction of the effective strain distribution in strip on finishing mill process is presented. To describe the effective strain distribution in strip, three guide points and a distribution fitting variable are used. On-line models to get these points and fitting variable non-dimensionalization method and least square method were used with FEM simulation results. The model is developed using strip only FEM simulation as reference sets and compared with roll coupled FEM simulation results as perturbed sets. The on-line model to describe effective strain distribution shows good agreement with coupled FEM analysis results.

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Application of Bootstrap Method to Primary Model of Microbial Food Quality Change

  • Lee, Dong-Sun;Park, Jin-Pyo
    • Food Science and Biotechnology
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    • 제17권6호
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    • pp.1352-1356
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    • 2008
  • Bootstrap method, a computer-intensive statistical technique to estimate the distribution of a statistic was applied to deal with uncertainty and variability of the experimental data in stochastic prediction modeling of microbial growth on a chill-stored food. Three different bootstrapping methods for the curve-fitting to the microbial count data were compared in determining the parameters of Baranyi and Roberts growth model: nonlinear regression to static version function with resampling residuals onto all the experimental microbial count data; static version regression onto mean counts at sampling times; dynamic version fitting of differential equations onto the bootstrapped mean counts. All the methods outputted almost same mean values of the parameters with difference in their distribution. Parameter search according to the dynamic form of differential equations resulted in the largest distribution of the model parameters but produced the confidence interval of the predicted microbial count close to those of nonlinear regression of static equation.

Investigation of 1D sand compression response using enhanced compressibility model

  • Chong, Song-Hun
    • Geomechanics and Engineering
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    • 제25권4호
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    • pp.341-345
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    • 2021
  • 1D sand compression response to ko-loading experiences volume contraction from low to high effective stress regimes. Previous study suggested compressibility model with physically correct asymptotic void ratios at low and high stress levels and examined only for both remolded clays and natural clays. This study extends the validity of Enhanced Terzaghi model for different sand types complied from 1D compression data. The model involved with four parameters can adequately fit 1D sand compression data for a wide stress range. The low stress obtained from fitting parameters helps to identify the initial fabric conditions. In addition, strong correlation between compressibility and the void ratio at low stress facilitates determination of self-consistent fitting parameters. The computed tangent constrained modulus can capture monotonic stiffening effect induced by an increase in effective stress. The magnitude of tangent stiffness during large strain test should not be associated with small strain stiffness values. The use of a single continuous function to capture 1D stress-strain sand response to ko-loading can improve numerical efficiency and systematically quantify the yield stress instead of ad hoc methods.

Development of Hyperelastic Model for Butadiene Rubber Using a Neural Network

  • Pham, Truong Thang;Woo, Changsu;Choi, Sanghyun;Min, Juwon;Kim, Beomkeun
    • Elastomers and Composites
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    • 제56권2호
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    • pp.79-84
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    • 2021
  • A strain energy density function is used to characterize the hyperelasticity of rubber-like materials. Conventional models, such as the Neo-Hookean, Mooney-Rivlin, and Ogden models, are widely used in automotive industries, in which the strain potential is derived from strain invariants or principal stretch ratios. A fitting procedure for experimental data is required to determine material constants for each model. However, due to the complexities of the mathematical expression, these models can only produce an accurate curve fitting in a specified strain range of the material. In this study, a hyperelastic model for Neodymium Butadiene rubber is developed by using the Artificial Neural Network. Comparing the analytical results to those obtained by conventional models revealed that the proposed model shows better agreement for both uniaxial and equibiaxial test data of the rubber.

VLBI 안테나 기준점 결정을 위한 3D Circle Fitting 알고리즘의 비교 분석 (A Comparative Analysis of 3D Circle Fitting Algorithms for Determination of VLBI Antenna Reference Point)

  • 김혁길;황진상;윤홍식;정태준
    • 한국측량학회지
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    • 제33권4호
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    • pp.231-244
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    • 2015
  • VLBI 안테나의 기준점을 정확하게 결정하는 것은 서로 다른 우주측지기술들을 연계하는 콜로케이션을 수행하기 위한 필수적인 사항이다. 본 연구에서는 VLBI 안테나의 기준점을 정확하게 산출할 수 있는 3D circle fitting 방법에 대한 비교와 분석을 수행하였다. 이를 위하여 평면상의 관측점 평행이동과 정규직교 좌표계 설정을 기반으로 하는 방법론과 unitary 좌표변환을 활용하는 방법론을 제시하고, 비교 대상 방법별로 fitting 정확도를 평가하였다. 각 방법의 3D circle fitting 정확도를 향상시키기 위하여 관측점과 fitting 모델 사이의 잔차로써 직교거리를 산출하고, 과대오차를 소거하는 반복계산 과정을 수행하였다. 연구의 결과, unitary 좌표변환을 기반으로 하는 3D circle fitting 방법론이 VLBI 안테나의 방위각과 앙각축에 대한 최적의 방정식을 결정하는데 가장 적합한 것으로 나타났다. 상기 방법으로 결정된 두 축의 교차점을 VLBI 안테나의 기준점으로써 계산하였고, 이러한 결과는 향후 VLBI 관측성과의 국가기준점 연계를 위한 다양한 연구에 활용될 수 있을 것으로 기대된다.

Voxel-wise Mapping of Functional Magnetic Resonance Imaging in Impression Formation

  • Jeesung Ahn;Yoonjin Nah;Inwhan Ko;Sanghoon Han
    • 감성과학
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    • 제25권4호
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    • pp.77-94
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    • 2022
  • Social interactions often involve encountering inconsistent information about social others. We conducted a functional magnetic resonance imaging (fMRI) study to comprehensively investigate voxel-wise temporal dynamics showing how impressions are anchored and/or adjusted in response to inconsistent social information. The participants performed a social impression task inside an fMRI scanner in which they were shown a male face, together with a series of four adjectives that described the depicted person's personality traits, successively presented beneath the image of the face. Participants were asked to rate their impressions of the person at the end of each trial on a scale of 1 to 8 (where 1 is most negative and 8 is most positive). We established two hypothetical models that represented two temporal patterns of voxel activity: Model 1 featured decreasing patterns of activity towards the end of each trial, anchoring impressions to initially presented information, and Model 2 showed increasing patterns of activity toward the end of each trial, where impressions were being adjusted using new and inconsistent information. Our data-driven model fitting analyses showed that the temporal activity patterns of voxels within the ventral anterior cingulate cortex, medial orbitofrontal cortex, posterior cingulate cortex, amygdala, and fusiform gyrus fit Model 1 (i.e., they were more involved in anchoring first impressions) better than they did Model 2 (i.e., showing impression adjustment). Conversely, voxel-wise neural activity within dorsal ACC and lateral OFC fit Model 2 better than it did Model 1, as it was more likely to be involved in processing new, inconsistent information and adjusting impressions in response. Our novel approach to model fitting analysis replicated previous impression-related neuroscientific findings, furthering the understanding of neural and temporal dynamics of impression processing, particularly with reference to functionally segmenting each region of interest based on relative involvement in impression anchoring as opposed to adjustment.

지반 동적거동모델에 따른 부지응답해석 영향연구 (Effect of Cyclic Soil Model on Seismic Site Response Analysis)

  • 이진선;노경도
    • 한국지반환경공학회 논문집
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    • 제16권12호
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    • pp.23-35
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    • 2015
  • 전단파괴 이전 지반의 동적비선형거동특성은 일반적으로 함수형 피팅모델과 Masing 법칙을 이용하여 수치해석프로그램에 사용된다. 그러나 대부분의 함수형 피팅모델은 특정 전단변형률 영역에서 실험결과 대비 전단탄성계수와 감쇠비의 오차를 유발하는 것이 일반적인 현상이다. 이러한 오차의 원인은 현재 피팅모델로 표현하기 어려운 지반재료의 고유 특성에 기인할 수 있다. 지금까지 상기 문제를 해결하기 위하여 몇몇 피팅모델이 제안되었으나, 오차의 영향이 지진 시 부지응답해석에 미치는 영향은 아직까지 구체적으로 검토된 바는 없다. 본 논문에서는 상기 영향 검토를 응답이력해석을 통하여 실시하였다. 세 개의 서로 다른 함수형 피팅모델을 이용하여 부지응답해석을 시행하였으며, 그 결과는 동적원심모형시험 결과의 원형 계측치를 기준으로 검증을 실시하였다. 실험과 해석 간의 오차는 입력지진 크기가 증가함에 따라 커짐을 알 수 있었다. 저-중간 강도의 입력지진 범위에서 함수형 피팅모델에 따른 해석의 정확도 차이는 실용적인 측면에 있어서 큰 차이가 나지 않음을 알 수 있었다.

Gaussian Model for Laser Image on Curved Surface

  • Annmarie Grant;Sy-Hung Bach;Soo-Yeong Yi
    • Current Optics and Photonics
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    • 제7권6호
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    • pp.701-707
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    • 2023
  • In laser imaging, accurate extraction of the laser's center is essential. Several methods exist to extract the laser's center in an image, such as the geometric mean, the parabolic curve fitting, and the Gaussian curve fitting, etc. The Gaussian curve fitting is the most suitable because it is based on the physical properties of the laser. The width of the Gaussian laser beam depends on the distance from the laser source to the target object. It is assumed in general that the distance remains constant at a laser spot resulting in a symmetric Gaussian model for the laser image. However, on a curved surface of the object, the distance is not constant; The laser beam is narrower on the side closer to the focal point of the laser light and wider on the side closer to the laser source, which causes the distribution of the laser beam to skew. This study presents a modified Gaussian model in the laser imaging to incorporate the slant angle of a curved object. The proposed method is verified with simulation and experiments.

임의의 얼굴 이미지를 이용한 3D 얼굴모델 생성에 관한 연구 (A Study on Creation of 3D Facial Model Using Facial Image)

  • 이혜정;정석태
    • 한국컴퓨터정보학회논문지
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    • 제12권2호
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    • pp.21-28
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    • 2007
  • 얼굴모델링과 애니메이션에 대한 기술은 컴퓨터 그래픽스 분야에서 오랫 동안 연구되어 오고 있는 분야 중 하나이다. 얼굴모델링 기술은 가상현실, MPEG-4 등의 연구목적과 영화, 광고, 게임 등의 산업 분야에서 많이 활용되고 있다. 따라서 좀 더 사실적인 인터페이스의 구현을 위하여 컴퓨터 의인화를 통해 인간과 상호작용 할 수 있는 3D 얼굴모델 개발은 필수적이다. 본 연구에서는 임의의 정면 얼굴 이미지를 이용하여 간편한 조작으로 3D 얼굴모델을 생성하는 시스템을 개발하였다. 이 시스템은 한국인 표준 얼굴모델을 이용하여 메쉬상의 조정점을 얼굴 부위와 윤곽에 맞게 정합한 다음 유동적이고 탄력적으로 조정하여 3D 얼굴모델을 생성하며, 그 결과인 3D 얼굴모델을 이동, 확대, 축소, 회전시켜 가며 실시간으로 확인 및 수정할 수 있다. 개발한 시스템의 유용성을 검증하기 위해 $630{\times}630$의 크기를 가지는 30개의 임의의 정면 얼굴이미지를 가지고 실험했다.

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Nonlinear creep model based on shear creep test of granite

  • Hu, Bin;Wei, Er-Jian;Li, Jing;Zhu, Xin;Tian, Kun-Yun;Cui, Kai
    • Geomechanics and Engineering
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    • 제27권5호
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    • pp.527-535
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    • 2021
  • The creep characteristics of rock is of great significance for the study of long-term stability of engineering, so it is necessary to carry out indoor creep test and creep model of rock. First of all, in different water-bearing state and different positive pressure conditions, the granite is graded loaded to conduct indoor shear creep test. Through the test, the shear creep characteristics of granite are obtained. According to the test results, the stress-strain isochronous curve is obtained, and then the long-term strength of granite under different conditions is determined. Then, the fractional-order calculus software element is introduced, and it is connected in series with the spring element and the nonlinear viscoplastic body considering the creep acceleration start time to form a nonlinear viscoplastic creep model with fewer elements and fewer parameters. Finally, based on the shear creep test data of granite, using the nonlinear curve fitting of Origin software and Levenberg-Marquardt optimization algorithm, the parameter fitting and comparative analysis of the nonlinear creep model are carried out. The results show that the test data and the model curve have a high degree of fitting, which further explains the rationality and applicability of the established nonlinear visco-elastoplastic creep model. The research in this paper can provide certain reference significance and reference value for the study of nonlinear creep model of rock in the future.