• Title/Summary/Keyword: 비선형관계

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Non-linear Correlation Between Hole Edge Condition and Hole Expansion Ratio (구멍 파단면 상태와 구멍확장률 간의 비선형 상관관계 분석)

  • Jeong, B.S.;Cho, W.;Park, S.;Jung, J.;Na, H.;Han, H.N.
    • Transactions of Materials Processing
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    • v.30 no.2
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    • pp.74-82
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    • 2021
  • Stretch-flangeability, which is the ability of sheet steels to be deformed into complex shapes, is a critical formability property in automobile body parts. In this study, the center-hole for hole expansion test, which is normally used to evaluate the stretch-flangeability of sheet steels, was prepared by both punching and electrical discharge machining (EDM) methods. Hole expansion ratio (HER) of punched hole was far lower than the HER of EDM drilled hole because of damage/crack in hole-edge due to punching process. The effect of hole-edge condition on HER was quantified by mechanical, fractographic and geometric factors. Based on these factors, the empirical equation used to determine HER for various sheet steels was derived using non-linear regression.

Research Paper Classification Scheme based on CNN with LSTM and GRU (CNN과 LSTM 및 GRU 기반 연구 논문 분류 시스템의 설계 및 구현)

  • Dipto, Biswas;Kang, Jihun;Gil, Joon-Min
    • Annual Conference of KIPS
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    • 2022.11a
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    • pp.612-614
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    • 2022
  • 최근 딥러닝 기술은 자연어처리에서 기본적이고 필수적인 기법으로 자연어처리에 필요한 복잡한 비선형 관계를 모델링할 수 있다. 본 논문에서는 LSTM(Long Short-Term Memory)과 GRU(Gated Recurrent Unit) 딥러닝 기술을 연구 논문 분류에 적용하며, CNN(Convolutional Neural Network)에 LSTM과 GRU을 각각 결합하여 특정 분야의 연구 논문을 분류하고 연구 논문을 추천하는 기법을 제안한다. 워드 임베딩과 딥러닝 기법을 연구 논문 분류에 적용하여 관심이 있는 단어와 단어 주변의 단어들 사이의 유사성과 성능을 비교 분석한다.

Ultimate Resisting Capacity of Axially Loaded Circular Concrete-Filled Steel Tube Columns (축력이 재하된 원형 콘크리트 충전강관 기둥의 최대 저항능력)

  • Kwak, Hyo-Gyoung;Kwak, Ji-Hyun
    • Journal of the Korea Concrete Institute
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    • v.24 no.4
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    • pp.423-433
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    • 2012
  • The axial load on the concrete-filled steel tube (CFT) column produces confinement stress, which enhances strength of the core concrete. The amount of strength increase in concrete depends on the magnitude of produced confinement stress. From nonlinear analyses, the ultimate resisting capacity of the CFT columns subjected to axial loads was calculated. Nonlinear material properties such as Poisson's ratio and stress-strain relation were considered in the suggested model, and the maximum confining stress was obtained by multi axial yield criteria of the steel tube. This proposed model was verified by comparing the analytical results with experimental results. Then, regression analyses were conducted to predict the maximum confining stress according to D/t ratio and material properties without rigorous structural analysis. To ensure the validity of the suggested regression formula, various empirical formulas and Eurocode4 design code were compared.

Nonlinear Finite Element Analysis of Reinforced Concrete Columns (철근콘크리트 기둥의 3차원 비선형 유한요소 해석)

  • Kwon Minho;Chang Chun Ho
    • Journal of the Korea Concrete Institute
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    • v.16 no.3 s.81
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    • pp.397-406
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    • 2004
  • A recently developed three dimensional concrete law is used for the analysis of concrete specimens and reinforced concrete columns subjected to different load patterns. The hypoelastic, orthotropic concrete constitutive model includes coupling between the deviatoric and volumetric stresses, works with both proportional and non-proportional loads and is implemented as a strain driven module. The FE implementation is based on the smeared crack approach with rotating cracks parallel to the principal strain directions. The concrete model is validated through correlated studies with: (a) experimental tests on confined concrete cylinders; (b) experimental results on three reinforced concrete columns tested at the University of California, San Diego. The correlations are overall very good, and the FE responses capture all the main phenomena observed in the experimental tests.

Improvement of Chattering Phenomena in Sliding Mode Control using Fuzzy Saturation Function (퍼지 포화함수를 이용한 슬라이딩 모드 제어의 채터링 현상 개선)

  • Yoo, Byung-Kook
    • Journal of the Korean Institute of Intelligent Systems
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    • v.12 no.2
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    • pp.164-170
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    • 2002
  • Sliding mode control, as a typical method of variable structure control, has the robust characteristics for the uncertainty and the disturbance of the nonlinear system. Because, however, sliding mode control input includes a sign function that Is discontinuous on the predefined switching surface, its applications are primarily limited by the need of alleviation or reduction of chattering. In this paper, we propose a chattering alleviation strategy based on a special nonlinear function and a fuzzy system. By using the proposed control scheme, we can reduce the steady state error. Its tracking performance is as fast as that of conventional method using the fixed boundary layer. Especially, in the proposed method, we can adjust the trade-off between the steady state error and the degree of chattering by regulating the proper range of the output variable of the fuzzy system. To verify the validity of the proposed algorithm, the analysis of the control method using the fixed boundary layer and the computer simulations are shown to compare with them.

Comparative Analysis of Customer Feedback Metrics for Improving Predictability of Customer Loyalty (고객 충성도 예측력 제고를 위한 측정방법(CFM) 비교연구)

  • Kim, Joung-rae;Chung, Byoung-gyu
    • Journal of Venture Innovation
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    • v.1 no.2
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    • pp.61-73
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    • 2018
  • Many studies have focused on improving the predictability of influential variables in the area of customer services. For a long time, customer satisfaction index(CSI) were the best matrics of customer loyalty. In 2003, net promoter score(NPS) was introduced and in many cases this matrics was more predictive than CSI. In 2010, customer effort score(CES) was introduced and in the service areas this matrics was more predictive than CSI and NPS. This study compared with 3 matrics based on the criteria which composed of basic assumptions, time perspective, measuring items, objectives of matrics, application areas, and limitations of application. The dominant matric which was applied in all functions and industries was not exited. For the purpose of improving predictability, single or compound matrics are useful according to industries and usage.

Test of Model Specification in Box-Cox Transformed Regression Model with AR(1) Errors (오차항이 AR(1)을 따르는 Box-Cox 변환 회귀모형에서 모형 식별을 위한 검정)

  • Cheon, Soo-Young;Yoon, Seok-Jin;Hwang, Sun-Young;Song, Seuck-Heun
    • The Korean Journal of Applied Statistics
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    • v.21 no.2
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    • pp.327-340
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    • 2008
  • This paper derives joint and conditional Lagrange multiplier tests based on information matrix for testing functional form and/or the presence of autocorrelation in a regression model. Small sample properties of these tests are assessed by Monte Carlo study and comparisons are made with LM tests based on Hessian matrix. The results show that the proposed $LM_E$ tests have the most appropriate finite sample performance.

An analysis of air apollution and daily mortality (대기중 총분진과 사망자수에 관한 분석)

  • Kim, Ho
    • The Korean Journal of Applied Statistics
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    • v.13 no.2
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    • pp.265-274
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    • 2000
  • Relationship between the daily mortality and total suspended particulate(TSP) for the period of 1996-1997 was examined in Seoul, Korea. Generalized additive model was adapted for the analysis to allow the seasonality and long-term time effect in the air pollution and the nonlinear relationships with weather variables such as air temperature and relative humidity. An increase of 100 Ji9/m') TSP corresponds to 0.8-5.2 percent increase of the daily mortality Unidirectional (prospective and retrospective) case-crossover design results in large bias of the estimates. Bidirectional method gives relatively unbiased estimates but the standard errors are larger Case-crossover design should be used with caution in the situation where the data have seasonal trends like air pollution study.

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Material and Geometrical Noninear Analysis of Reinforced Concrete Columns under Cyclic Loading (반복하중을 받는 철근콘크리트 기둥부재의 재료 및 기하적인 비선형 해석)

  • 김운학
    • Journal of the Earthquake Engineering Society of Korea
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    • v.3 no.1
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    • pp.55-66
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    • 1999
  • This paper presents an analytical prediction of the hysteresis behavior of reinforced concrete long column with rectangular section under the cyclic loading state. The mechanical characteristic of cracked concrete and reinforcing bar in concrete has been modeled, considering the bond effect between reinforcing bar and concrete, the effect of aggregate interlocking at crack surface and the stiffness degradation after the crack has taken place. The strength increase of concrete due to the lateral confining reinforcement has been also taken into account to model the confined concrete. The formulation of these models for concrete and reinforcing bar has been based on the smeared crack concept that the stress-strain relationship of reinforced concrete element would be defined using the average values. In addition to the material nonlinear properties, the algorithm for large displacement problem that may give an additional deformation has been formulated using total Lagrangian formulation. The analytically predicted behavior was compared with test result and they showed good agreement in overall behavior.

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A Study on Buckling Behavior of Shallow Circular Arches (낮은 원호아치의 좌굴거동에 대한 연구)

  • 김연태;허택녕;오순택
    • Journal of the Earthquake Engineering Society of Korea
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    • v.2 no.2
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    • pp.87-94
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    • 1998
  • Behavioral characteristics of shallow circular arches with dynamic loading and different end conditions are analysed. Geometric nonlinearity is modelled using Lagrangian description of the motion. The finite element analysis procedure is used to solve the dynamic equation of motion, and the Newmark method is adopted in the approximation of time integration. The behavior of arches is analysed using the buckling criterion and non-dimensional time, load and shape parameters which Humphreys suggested. But a new deflection-ratio formula including the effect of horizontal displacement plus vertical displacement is presented to apply for the non-symmetric buckling problems. Through the model analysis, it's confirmed that fix-ended arches have higher buckling stability than hinge-ended arches, and arches with the same shape parameter have the same deflection ratio at the same time parameter when loaded with the same parametric load.

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