• 제목/요약/키워드: Material Properties Optimization

검색결과 356건 처리시간 0.026초

신경회로망과 유전자 알고리즘을 이용한 복합재료의 최적설계에 관한 연구 (A Study on Optimal Design of Composite Materials using Neural Networks and Genetic Algorithms)

  • 김민철;주원식;장득열;조석수
    • 한국정밀공학회:학술대회논문집
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    • 한국정밀공학회 1997년도 춘계학술대회 논문집
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    • pp.501-507
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    • 1997
  • Composite material has very excellent mechanical properties including tensile stress and specific strength. Especially impact loads may be expected in many of the engineering applications of it. The suitability of composite material for such applications is determined not only by the usual paramenters, but its impactor energy-absorbing properties. Composite material under impact load has poor mechanical behavior and so needs tailoring its structure. Genetic algorithms(GA) is probabilistic optimization technique by principle of natural genetics and natural selection and neural networks(NN) is useful for prediction operation on the basis of learned data. Therefore, This study presents optimization techniques on the basis of genetic algorithms and neural networks to minimum stiffness design of laminated composite material.

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Multi-material polygonal topology optimization for functionally graded isotropic and incompressible linear elastic structures

  • Thanh T. Banh;Joowon Kang;Soomi Shin;Dongkyu Lee
    • Steel and Composite Structures
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    • 제51권3호
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    • pp.261-270
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    • 2024
  • This paper proposes an effective method for optimizing the structure of functionally graded isotropic and incompressible linear elastic materials. The main emphasis is on utilizing a specialized polytopal composite finite element (PCE) technique capable of handling a broad range of materials, addressing common volumetric locking issues found in nearly incompressible substances. Additionally, it employs a continuum model for bi-directional functionally graded (BFG) material properties, amalgamating these aspects into a unified property function. This study thus provides an innovative approach that tackles diverse material challenges, accommodating various elemental shapes like triangles, quadrilaterals, and polygons across compressible and nearly incompressible material properties. The paper thoroughly details the mathematical formulations for optimizing the topology of BFG structures with various materials. Finally, it showcases the effectiveness and efficiency of the proposed method through numerous numerical examples.

막구조물의 준공평형형상해석 및 최적재단도 결정 (Determination of the Actual Equilibrium Shape Finding and Optimum Cutting Pattern for Membrane Structures)

  • 이장복;권택진
    • 한국공간구조학회논문집
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    • 제1권1호
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    • pp.157-166
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    • 2001
  • In general, the cutting pattern of the membrane structures is determined by dividing the complicated curved 3-D surface into several 2-D plane strip by using flattening technique. In this procedure, however, some discrepancies ore occurred between actual stresses of equilibrated state and designed uniform stresses because the material properties are not considered. These deviations can cause the critical structural problems, wrinkling or overstress, and thus a optimization process should be considered. In this paper, a new analytical method for determining an optimum cutting pattern considering material properties is presented. Here, iterative procedure is introduced to decrease the errors caused in numerical process. The optimization method proposed can diminish the deviations occurred by material properties and numerical errors, simultaneously. As a results, it is shown that the final stress distributions for the HP shell model are sufficiently near to design stress distributions, and it can be concluded that this method can be used to obtain the optimized cutting pattern of membrane structures.

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Material Properties Characterization Based on Measurements of Reflection Coefficient and Bandwidth

  • Nguyen, Phuong Minh;Chung, Jae-Young
    • Journal of electromagnetic engineering and science
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    • 제14권4호
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    • pp.382-386
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    • 2014
  • The knowledge of substrate material properties is important in antenna design. We present a technique to accurately characterize the dielectric constant and loss tangent of an antenna substrate based on the measurements of antenna's reflection coefficient and bandwidth. In this technique, an error function is formulated by combinations of the reflection coefficient and bandwidth of measured and simulated data, and then an optimization technique is used to efficiently search for the substrate properties that minimize the error function. The results show that the method is effective in retrieving the dielectric constant and loss tangent of the antenna substrate without the need of additional test fixtures as in conventional substrate characterization methods.

물성치의 불확실성을 고려한 복합재료 적층판의 최적 설계 (Optimal Design of Composite Laminated Plates with the Uncertainty in Material Properties Considered)

  • 김태욱
    • 한국복합재료학회:학술대회논문집
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    • 한국복합재료학회 2000년도 추계학술발표대회 논문집
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    • pp.169-172
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    • 2000
  • Although extensive efforts have been devoted to the optimal design of composite laminated plates in recent years, some practical issues still need further research. One of them is the handling of the uncertainties in material properties, which were ignored in most researches in the past. In this paper, the convex modeling is used in calculating the failure criterion, given as constraint, to consider the uncertain material properties in the thickness optimization. Numerical results show that the optimal thickness increases when the uncertainties of elastic moduli considered, which shows such uncertainties should not be ignored for safe and reliable designs.

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구속적 비선형 최적화에 의한 합성재료 탄성물성치의 수치적 예측 (Numerical Prediction of elastic Material Properties of Composites by A Constrained Nonlinear Optimization Method)

  • 신수봉;고현무
    • 전산구조공학
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    • 제10권2호
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    • pp.225-232
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    • 1997
  • 서로 다른 기지의 성질을 갖는 재료들을 혼합하여 만든 합성재료의 새로운 물성치는 일반적으로 실험으로 규명하고 있다. 혼합하는 재료들의 체적비에 따라 실험으로 측정한 합성재료의 탄성계수와 포와송비는 그 합성재료로 만들어지는 구조물의 역학적 거동을 예측하는 해석적 모델의 기본자료로 사용된다. 합성재료 탄성물성치의 수치적 예측은 합성재료에 대한 유한요소 모델로 해석한 정적변위와 균질.등방성으로 가정한 모델을 해석한 정적변위와의 차이를 최소화하는 구속적 비선형 최적화기법을 사용하여 수행하였다. 유한요소 모델은 체적비에 따라 혼합물질을 분배하기 용이하도록 제안하였으며 구속조건 및 하중조건은 일축인장에 의한 거동을 예측하도록 설정하였다. 본 논문에서는 고체입자를 섞어 만든 합성재료의 탄성물성치를 예제를 통하여 수치적으로 예측하고 그 결과를 실험결과 및 이론식들과 비교.검토하였다.

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매개변수 평가법을 이용한 압전재료의 재료물성 최적화 연구 Part I. 다결정 PZT 세라믹스 (Optimization Study for Material Properties of Piezoelectric Material Using Parameter Estimation Method: Part I. Polycrystal PZT Ceramics)

  • 신호용;이호용;홍일곡;김종호;임종인
    • 한국전기전자재료학회논문지
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    • 제35권5호
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    • pp.471-479
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    • 2022
  • Recently, piezoelectric devices, such as ultrasonic surgery, ultrasonic atomizer, and ultrasonic speaker, are analyzed and designed by finite element simulation methods. However, the discrepancy between the design and the experiment results of the device typically occurs due to the inaccuracy of the piezoelectric material properties. To improve the simulation accuracy, the material properties of the PZT ceramics were better refined using parameter estimation method. The material parameters are elastic stiffness cEij and piezoelectric constant eij of PZT ceramics. The impedance curve characteristics for the LTE mode of PZT ceramics were calculated. The mismatch between the simulation and the experimental data were compared and minimized by a least square method. Finally, the simulated impedance data were compared with the experimental data for the various vibration modes of PZT ceramics and the optimized material properties of PZT ceramics were verified. To further verify the accuracy, this method was also applied to piezoelectric PMN-PT single crystals.

Topology optimization of Reissner-Mindlin plates using multi-material discrete shear gap method

  • Minh-Ngoc Nguyen;Wonsik Jung;Soomi Shin;Joowon Kang;Dongkyu Lee
    • Steel and Composite Structures
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    • 제47권3호
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    • pp.365-374
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    • 2023
  • This paper presents a new scheme for constructing locking-free finite elements in thick and thin plates, called Discrete Shear Gap element (DSG), using multiphase material topology optimization for triangular elements of Reissner-Mindlin plates. Besides, common methods are also presented in this article, such as quadrilateral element (Q4) and reduced integration method. Moreover, when the plate gets too thin, the transverse shear-locking problem arises. To avoid that phenomenon, the stabilized discrete shear gap technique is utilized in the DSG3 system stiffness matrix formulation. The accuracy and efficiency of DSG are demonstrated by the numerical examples, and many superior properties are presented, such as being a strong competitor to the common kind of Q4 elements in the static topology optimization and its computed results are confirmed against those derived from the three-node triangular element, and other existing solutions.

자동차 바디용 알루미늄 도어 힌지 페이스 부품의 프레스 성형 최적화에 관한 연구 (A Study on the Optimization of Press Forming of Aluminum Door Hinge Face Parts in Automobiles)

  • 김석중;김민준;최원일;이춘규
    • Design & Manufacturing
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    • 제17권2호
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    • pp.47-54
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    • 2023
  • The research direction of the automobile industry worldwide is speeding up research to improve fuel efficiency through weight reduction as the weight of automobiles increases due to environmental problems, convenience demands, and safety problems. As a way to solve weight reduction, there is a method of improving mechanical properties by improving the development and manufacturing method of lightweight materials with replaceable mechanical properties. Therefore, research on the molding and processing technology of aluminum, which is a lightweight material, is being actively conducted. In this study, aluminum material was applied. By using Autoform S/W, a press forming analysis program, the blank holding force, mold die R, and bead restraint force were selected in three levels, respectively, and the results and optimization of formability and shape freezing were carried out. In this study, aluminum material was applied. By using Autoform S/W, a press molding analysis program, the blank holding force, mold die R, and bead restraint force were selected in three levels, respectively, and the results and optimization of formability and shape freezing were carried out. The optimized results were confirmed by comparative analysis of formability and Spring Back. As a result of the experiment, it was possible to confirm the result value of the Spring Back of the final product according to the tensile change of the material.

전달손실 최대화를 위한 흡음재-패널 배열 최적설계 (Sound Transmission Loss Maximization of Multi-panel Structures Lined with Poroelastic Materials by Topology Optimization)

  • 김용진;이중석;강연준;김윤영
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2008년도 추계학술대회논문집
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    • pp.728-733
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    • 2008
  • Though multi-panel structures lined with a poroelastic material have been widely used to reduce sound transmission in various fields, most of the previous works to design them were conducted by repeated analyses or experiments based on initially given configurations or sequences. Therefore, it was difficult to obtain the optimal sequence of multi-panel structures lined with a poroelastic material yielding superior sound isolation capability. In this work, we propose a new design method to sequence a multi-panel structure lined with a poroelastic material having maximized sound transmission loss. Being formulated as a one-dimensional topology optimization problem for a given target frequency, the optimal sequencing of panel-poroelastic layers is systematically carried out in an iterative manner. In this method, a panel layer is expressed as a limiting case of a poroelastic layer to facilitate the optimization process. This means that main material properties of a poroelastic material are treated as Interpolated functions of design variables. The designed sequences of panel-poroelastic layers were shown to be significantly affected by the target frequencies; more panel layers were used at higher target frequencies. The sound transmission loss of the system was calculated by the transfer matrix derived from Biot's theory.

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