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15th World Congress on Computational Mechanics (WCCM-XV) and 8th Asian Pacific Congress on Computational Mechanics (APCOM-VIII)最新文献

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Deformation Clustering Methods for Topologically Optimized Structures under Crash Load based on Displacement Time Series 基于位移时间序列的碰撞荷载下拓扑优化结构变形聚类方法
Y. Shimizu
. Multi-objective Topology Optimization has been receiving more and more attention in structural design recently. It attempts to maximize several performance objectives by redistributing the material in a design space for a given set of boundary conditions and constraints, yielding many Pareto-optimal solutions. However, the high number of solutions makes it difficult to identify preferred designs. Therefore, an automatic way of summarizing solutions is needed for selecting interesting designs according to certain criteria, such as crashworthiness, deformation, and stress state. One approach for summarization is to cluster similar designs and obtain design representatives based on a suitable metric. For example, with Euclidean distance of the objective functions as the metric, design groups with similar performance can be identified and only the representative designs from different clusters may be analyzed. However, previous research has not dealt with the deformation-related time-series data of structures with different topologies. Since the non-linear dynamic behavior of designs is important in various fields such as vehicular crashworthiness, a clustering method based on time-dependent behavior of structures is proposed here. To compare the time-series displacement data of selected nodes in the structure and to create similarity matrices of those datasets, euclidean metrics and Dynamic Time Warping (DTW) are introduced. This is combined with clustering techniques such as k-medoids and Ordering Points To Identify the Clustering Structure (OPTICS), and we investigate the use of unsupervised learning methods to identify and group similar designs using the time series of nodal displacement data. In the first part, we create simple time-series datasets using a mass-spring system to validate the proposed methods. Each dataset has predefined clusters of data with distinct behavior such as different periods or modes. Then, we demonstrate that the combination of metrics for comparison of time series (Euclidean and DTW) and the clustering method (k-medoids and OPTICS) can identify the clusters of similar behavior accurately. In the second part, we apply these methods to a more realistic, engineering dataset of nodal displacement time series describing the crash behavior of topologically-optimized designs. We identify similar structures and obtain representative designs from each cluster. This reveals that the suggested method is useful in analyzing dynamic crash behavior and supports the designers in selecting representative structures based on deformation data at the early stages of the design process.
. 近年来,多目标拓扑优化在结构设计中受到越来越多的关注。它试图通过在给定的边界条件和约束下重新分配设计空间中的材料来最大化几个性能目标,从而产生许多帕累托最优解。然而,大量的解决方案使得确定首选设计变得困难。因此,需要一种自动总结解决方案的方法,以便根据一定的标准(如耐撞性、变形和应力状态)选择有趣的设计。总结的一种方法是将相似的设计聚类,并基于合适的度量获得设计代表。例如,以目标函数的欧几里得距离为度量,可以识别出性能相似的设计群体,只分析来自不同聚类的代表性设计。然而,以往的研究并没有处理不同拓扑结构的变形相关时间序列数据。由于设计的非线性动态行为在诸如车辆耐撞性等各个领域都很重要,本文提出了一种基于结构时变行为的聚类方法。为了比较结构中选定节点的时间序列位移数据并建立这些数据集的相似矩阵,引入了欧几里得度量和动态时间翘曲(DTW)。这与聚类技术如k-介质和排序点识别聚类结构(OPTICS)相结合,我们研究了使用无监督学习方法使用节点位移数据的时间序列来识别和分组相似的设计。在第一部分中,我们使用质量弹簧系统创建简单的时间序列数据集来验证所提出的方法。每个数据集都有预定义的具有不同行为的数据簇,例如不同的周期或模式。然后,我们证明了用于时间序列比较的度量(欧几里得和DTW)和聚类方法(k-medoids和OPTICS)的组合可以准确地识别具有相似行为的聚类。在第二部分中,我们将这些方法应用于描述拓扑优化设计的碰撞行为的节点位移时间序列的更现实的工程数据集。我们识别相似的结构,并从每个集群中获得代表性的设计。结果表明,本文提出的方法可用于分析动态碰撞行为,并支持设计者在设计过程的早期阶段根据变形数据选择具有代表性的结构。
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引用次数: 0
Forensic Evaluation of Historic Shell Structure: Development of In-Situ Geometry 历史贝壳结构的法医鉴定:原位几何学的发展
J. Schultz, K. Springer, J. Roberson, J. Carroll, M. Hegbloom
. When completed in 1961, the roof of St. Charles Church became the largest unbalanced hyperbolic paraboloid structure in the world and the only shell structure in Spokane, WA. Situated on an 8-acre site on the north side of the city, St. Charles is a modernist structure designed through partnership of Funk, Molander & Johnson and architect William C. James. This asymmetric structure is over 45.72m (150ft) and utilizes folded edge beams that taper from 1067mm (42in) at the base to a 76.2mm (3in) thickness at the topmost edge using regular strength reinforcing steel and concrete. The novelty of the shell structure serves both architectural and structural design criteria by delivering a large, uninterrupted interior sanctuary space in materially and economically efficient manner. Having previously completed an initial analysis of the structure, now, 60 years later, a complete structural forensic evaluation of the shell has been conducted using full point cloud laser scanning to
. 圣查尔斯教堂的屋顶于1961年完工,成为世界上最大的非平衡双曲抛物面结构,也是华盛顿州斯波坎市唯一的壳结构。圣查尔斯位于城市北侧占地8英亩的土地上,是一座现代主义建筑,由Funk, Molander & Johnson和建筑师William C. James合作设计。这个不对称的结构超过45.72米(150英尺),利用折叠的边缘梁,从底部的1067毫米(42英寸)到顶部边缘的76.2毫米(3英寸)厚度,使用常规强度的钢筋和混凝土。壳结构的新颖性满足了建筑和结构设计标准,以材料和经济高效的方式提供了一个大的、不间断的内部庇护空间。在之前完成了对结构的初步分析之后,现在,60年后,对外壳进行了完整的结构法医评估,使用全点云激光扫描
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引用次数: 0
Simulation of the temperature distribution in glued butt-joint timber connections 胶合对接木材连接中温度分布的模拟
D. Lins, S. Franke
. The end-grain bonding of timber components with the Timber Structures 3.0 technology (TS3) is an emerging construction method in timber engineering. For onsite applications at low ambient temperatures down to 0 °C, it is being investigated numerically and experimentally if it’s possible to heat the butt-joint to above 17 °C during the curing process using a heating wire. The current research results show that this is basically possible.
. 采用木结构3.0技术(TS3)对木结构构件进行端粒粘结是木结构工程中一种新兴的施工方法。对于低至0°C的现场应用,目前正在进行数值和实验研究,看看是否有可能在固化过程中使用加热丝将对接加热到17°C以上。目前的研究结果表明,这基本上是可能的。
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引用次数: 0
Development of Isolated Element Method and Analysis of Upper and Lower bound solutions by a New Mixed-Hybrid Variational principle 孤立元法的发展及基于混合-混合变分原理的上下界解分析
E. Kazama, A. Kikuchi
. A new discretization analysis method named the isolated element method, that differ from conventional FEM, for solid mechanical problems is proposed. An object to be analyzed is divided into the elements that are separated from each other. A set of displacement functions providing arbitrary number of degrees of freedom is used for each isolated element which expresses the translation and rotation of a rigid body. The extended principle of minimum potential energy is applied to satisfy the continuity of the displacement of isolated elements adjoining to each other. Any node or spring, penalty functions and Lagrange multipliers are not used in this method. The displacement functions of the power series are used to describe the mechanical state of the isolated element and finally, the coefficients of series are determined by a variational principle derived from the extended principle of minimum potential energy. Furthermore, a new mixed and hybrid variational principle which is composed from the potential and the complemental energy functional is proposed. The pair of these energy are constrained by a formula. Using this new principle, in which stress and displacement can be used as independent variables, the stress and displacement are computed at the same time. Besides, upper and lower bounds solutions are analyzed using the new principle and the isolated element method. Some computed examples of the plane stress problems are presented. We show the good convergency of the numerical results, and also present the upper and lower bound results of stress and displacement by the new mixed and hybrid variational principle using the isolated element method
。针对固体力学问题,提出了一种不同于传统有限元法的离散化分析方法——孤立单元法。要分析的对象被分成相互分离的元素。对于表示刚体的平移和旋转的每个孤立单元,使用一组提供任意数量自由度的位移函数。应用扩展的最小势能原理来满足相邻孤立单元位移的连续性。该方法不使用任何节点或弹簧、惩罚函数和拉格朗日乘子。用幂级数的位移函数来描述孤立单元的力学状态,最后用扩展的最小势能原理推导出的变分原理确定幂级数的系数。在此基础上,提出了一种由势能泛函和互补能量泛函组成的混合混合变分原理。这对能量是由一个公式约束的。利用应力和位移作为自变量的新原理,可以同时计算应力和位移。此外,利用新原理和孤立元法分析了上界和下界的解。给出了平面应力问题的算例。我们证明了数值结果具有良好的收敛性,并利用孤立元法,用新的混合和混合变分原理给出了应力和位移的上下界结果
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引用次数: 0
Modeling and Analysis of Real World and Industry Applications with Geomiso SEA: a New Hybrid CAD/CAE Software for Inelastic Static Isogeometric Shell Analysis and 3D Design with Advanced Spline Techniques 用Geomiso SEA建模和分析现实世界和工业应用:一种新的混合CAD/CAE软件,用于非弹性静力等几何壳体分析和先进样条技术的三维设计
V. Tsotoulidi, P. Karakitsios, P. Kolios, G. Mprellas
. In this paper, the new Geomiso SEA software (www.geomiso.com) is proposed for inelastic static isogeometric analysis with shell elements and splines. Geomiso SEA offers an innovative way to merge geometric design with mesh generation, by creating, with its modern user interface, 3D models as tensor product grids. The utilization of the exact mesh for analysis eliminates geometric errors, while there is no need of repeating the geometry design for refinement purposes. In contrast, the standard finite element technique, not only cannot fully utilize the available data of the exact mesh, but also makes engineers unable to benefit from advanced spline techniques. Real world and industry applications on both thick (Mindlin-Reissner) and thin (Kirchhoff – Love) shells are demonstrated with a comparison between Geomiso
. 本文提出了新的Geomiso SEA软件(www.geomiso.com),用于壳单元和样条的非弹性静力等几何分析。Geomiso SEA提供了一种将几何设计与网格生成相结合的创新方式,通过其现代用户界面创建张量产品网格的3D模型。利用精确网格进行分析消除了几何误差,同时不需要重复几何设计以进行细化。相比之下,标准有限元技术不仅不能充分利用精确网格的可用数据,而且使工程师无法受益于先进的样条技术。通过对Geomiso的比较,演示了厚壳(Mindlin-Reissner)和薄壳(Kirchhoff - Love)在实际世界和工业中的应用
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引用次数: 0
Material Cost Minimization Problem for Aluminum Alloy Beam using Beam String Structure 采用梁串结构的铝合金梁材料成本最小化问题
S. Mizuno, Y. Chikahiro, S. Koyama
. Aluminum alloy is a light-weight material with excellent corrosion resistance but low rigidity. When the aluminum alloy is used to a girder bridge, it takes high costs owing to the increment of its stiffness. Therefore in order to reduce a material cost, the cost minimization problem was performed on beam string structure (BSS) made of the aluminum alloy material based on the results of the topology optimization. We focused on the layout of the BSS and diameter of the cable. The conducted simulation made clear the effectivity of the BSS to the aluminum alloy material for a reduction of material cost and increment of the beam span.
. 铝合金是一种轻质材料,具有优良的耐腐蚀性能,但刚性低。铝合金用于梁桥时,由于其刚度的增加,成本较高。因此,为了降低材料成本,在拓扑优化结果的基础上,对铝合金材料的梁串结构(BSS)进行了成本最小化问题。我们专注于BSS的布局和电缆的直径。仿真结果表明,BSS对铝合金材料在降低材料成本和增加梁跨方面的有效性。
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引用次数: 0
Object Classification and Segmentation Based on Deep Learning Using Underwater Mapping Data 基于深度学习的水下测绘数据目标分类与分割
H. Okawa, S. Omoto, S. Yagi, T. Miyamoto, K. Kashiyama
. This paper presents a fast and accurate classification method for underwater objects using underwater mapping data obtained by a small Autonomous Underwater Vehicle (AUV) and autonomous surface vehicle (ASV). For the mapping data, in addition to underwater acoustic reflection intensity images, water depth data, point cloud data and backscattering reflection intensity data are employed. We propose the automatic classification and semantic segmentation method on deep learning using a convolutional neural network (CNN) and PointNet++. In order to verify the effectiveness of the present method, we applied it to the measured several underwater mapping data.
. 提出了一种利用小型自主水下航行器(AUV)和自主水面航行器(ASV)获取的水下测绘数据对水下目标进行快速准确分类的方法。在制图数据中,除了水声反射强度图像外,还使用了水深数据、点云数据和后向散射反射强度数据。提出了一种基于卷积神经网络(CNN)和PointNet++的深度学习自动分类和语义分割方法。为了验证该方法的有效性,我们将其应用于实测的若干水下测绘数据。
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引用次数: 0
Development of a Fluid-Structure Interaction Method Using IGA 基于IGA的流固耦合方法的发展
T. Yasui, Y. Yoshida, H. Hasebe, K. Kashiyama
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引用次数: 0
Transport of logarithmic potentials versus process duration 对数电位的传递与过程持续时间的关系
R. Ferreyra
. The transport of logarithmic potentials provides a dynamical equilibrium that allows obtaining the lasting time estimation of a dynamical process. Bayesian rules are applied as a bridge between logarithmic potentials and the transport equation to obtain the potential associated with the interaction between systems. In this work, a data set from a chemical process is considered to test the method. Then, to enrich the analysis, an actual prediction by dynamical components is perform that illustrates how long every process and the global common process last.
。对数电位的传递提供了一种动态平衡,可以获得动态过程的持续时间估计。应用贝叶斯规则作为对数势和输运方程之间的桥梁来获得与系统相互作用相关的势。在这项工作中,考虑了一个化学过程的数据集来测试该方法。然后,为了丰富分析,进行了动态分量的实际预测,说明了每个过程和全局公共过程持续的时间。
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引用次数: 0
A Discrete Exterior Calculus Based Framework for CFD 基于离散外部微积分的CFD框架
P. Jagad, B. Mantravadi, M. Wang, A. Abukhwejah, R. Samtaney
. We present a framework for computing flows on surfaces based on a discrete exterior calculus (DEC) discretization of Navier-Stokes (N-S) equations on simplicial meshes. The framework incorpo-rates primitive formulation of the N-S equations and allows for a time integration method which features energy conservation [1]. Other features of the framework consist of the inclusion of the Coriolis force term to investigate flows on rotating surfaces, and an interface tracking method for multiphase flows. The method is second order accurate on structured triangular meshes, and first order on otherwise unstructured meshes, and demonstrates the conservation of inviscid invariants such as kinetic energy and enstrophy over an extended period of time [2].
. 我们提出了一种基于简单网格上的Navier-Stokes (N-S)方程的离散外演算(DEC)离散化的曲面流计算框架。该框架结合了N-S方程的原始公式,并允许以能量守恒为特征的时间积分方法[1]。该框架的其他特点包括包含用于研究旋转表面上流动的科里奥利力项,以及用于多相流的界面跟踪方法。该方法在结构化三角形网格上具有二阶精度,在非结构化网格上具有一阶精度,并证明了在较长时间内动能和熵等非粘不变量的守恒性[2]。
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引用次数: 0
期刊
15th World Congress on Computational Mechanics (WCCM-XV) and 8th Asian Pacific Congress on Computational Mechanics (APCOM-VIII)
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