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Towards digital twins: Design of an entity data model in the MuPIF simulation platform 迈向数字双胞胎:在 MuPIF 仿真平台中设计实体数据模型
IF 4 2区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-08-01 DOI: 10.1016/j.advengsoft.2024.103733
Bořek Patzák, Stanislav Šulc, Václav Šmilauer

This paper describes the design and implementation of a digital twin model in the open-source MuPIF simulation platform. MuPIF enables a user-defined data model based on an ontology or schema to be created. A representation of the data model is generated in a target data management system. The data model, integrated with MuPIF, lets model entities to be linked, and model attributes can be assigned to simulation workflows inputs and outputs. The model is semantically-defined, provides full traceability, and has a web-based API for data discovery.

本文介绍了在开源 MuPIF 仿真平台中设计和实施数字孪生模型的情况。MuPIF 可根据本体论或模式创建用户定义的数据模型。数据模型的表示方法在目标数据管理系统中生成。数据模型与 MuPIF 集成后,可以链接模型实体,并将模型属性分配给仿真工作流的输入和输出。该模型是语义定义的,提供完整的可追溯性,并有一个用于数据发现的基于网络的应用程序接口。
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引用次数: 0
Influence of random geometrical imperfection on loading capacity of scaffold based on stochastic numerical model 基于随机数值模型的随机几何缺陷对脚手架承载能力的影响
IF 4 2区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-31 DOI: 10.1016/j.advengsoft.2024.103737
Ni Zhang , Rui Qiu , Zhongwei Zhao , Bingzhen Zhao , Shichao Wang

The existing data indicate that two-thirds of engineering accidents occur during construction among which engineering accidents caused by scaffold collapse account for a large proportion. Due to the complex mechanical behavior of connection and random nature of scaffold system caused by random geometrical imperfection, the reliability of scaffold system is lower than other kinds of building structures. However, the method considering the random geometrical imperfection is limited. To facilitate the analysis of random geometrical imperfection, the original numerical algorithm is proposed based on ANSYS Parametric Design Language. Through proposed method, two types of geometrical imperfections, i.e., the nodal location error and initial curvature can be automatically considered. The randomness in initial curvature includes random magnitude and random direction. The established numerical model is as close to reality as possible and the process of establishing stochastic numerical model can be automatically finished. The only work that needs to be done is to enter the dimensions of the scaffold. Except the propose of numerical algorithm, the objective of this study is to reveal the influence of geometrical imperfection on random distribution of loading capacity of scaffold system under different load conditions. The influence of random geometrical imperfection on probabilistic distribution of loading capacity is systematically investigated. The results indicated that there may be several buckling modes exist and the buckling mode occurred in actual condition is closely related to the random distribution of geometrical imperfection. The load factor of internal post (point 3) is 8 %–12 % larger than that of corner post. The load factor of side post is 4.7 %–7.2 % larger than that of corner post. The ultimate bending capacity Mu has little influence on the loading capacity of scaffold system when the initial bending stiffness ko is small enough.

现有资料表明,三分之二的工程事故发生在施工过程中,其中脚手架坍塌造成的工程事故占很大比例。由于脚手架系统具有复杂的连接力学行为和随机几何缺陷导致的随机性,脚手架系统的可靠性低于其他类型的建筑结构。然而,考虑随机几何缺陷的方法有限。为了便于对随机几何缺陷进行分析,基于 ANSYS 参数化设计语言提出了独创的数值算法。通过所提出的方法,可以自动考虑两种类型的几何缺陷,即节点位置误差和初始曲率。初始曲率的随机性包括随机幅度和随机方向。建立的数值模型尽可能接近实际情况,随机数值模型的建立过程可以自动完成。唯一需要做的工作是输入脚手架的尺寸。除提出数值算法外,本研究的目的还在于揭示几何缺陷对不同荷载条件下脚手架系统承载力随机分布的影响。系统地研究了随机几何缺陷对承载力概率分布的影响。结果表明,可能存在多种屈曲模式,而实际情况下发生的屈曲模式与几何缺陷的随机分布密切相关。内柱(第 3 点)的荷载系数比角柱大 8 %-12 %。边柱的荷载系数比角柱大 4.7 %-7.2 %。当初始弯曲刚度足够小时,极限弯曲能力对脚手架系统的承载能力影响不大。
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引用次数: 0
Enhancing lecture capture with deep learning 利用深度学习加强讲座捕捉
IF 4 2区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-29 DOI: 10.1016/j.advengsoft.2024.103732
R.M. Sales , S. Giani

This paper provides an insight into the development of a state-of-the-art video processing system to address limitations within Durham University’s ‘Encore’ lecture capture solution. The aim of the research described in this paper is to digitally remove the persons presenting from the view of a whiteboard to provide students with a more effective online learning experience. This work enlists a ‘human entity detection module’, which uses a remodelled version of the Fast Segmentation Neural Network to perform efficient binary image segmentation, and a ‘background restoration module’, which introduces a novel procedure to retain only background pixels in consecutive video frames. The segmentation network is trained from the outset with a Tversky loss function on a dataset of images extracted from various Tik-Tok dance videos. The most effective training techniques are described in detail, and it is found that these produce asymptotic convergence to within 5% of the final loss in only 40 training epochs. A cross-validation study then concludes that a Tversky parameter of 0.9 is optimal for balancing recall and precision in the context of this work. Finally, it is demonstrated that the system successfully removes the human form from the view of the whiteboard in a real lecture video. Whilst the system is believed to have the potential for real-time usage, it is not possible to prove this owing to hardware limitations. In the conclusions, wider application of this work is also suggested.

本文深入探讨了如何开发最先进的视频处理系统,以解决杜伦大学 "安可 "讲座捕捉解决方案的局限性。本文所述研究的目的是以数字方式将演示者从白板视图中移除,从而为学生提供更有效的在线学习体验。这项工作包括一个 "人类实体检测模块 "和一个 "背景还原模块"。前者使用快速分割神经网络的改进版来执行高效的二值图像分割,后者则引入了一种新程序,在连续的视频帧中只保留背景像素。分割网络从一开始就使用 Tversky 损失函数对从各种嘀嗒舞蹈视频中提取的图像数据集进行训练。我们详细描述了最有效的训练技术,并发现这些技术只需 40 个训练历元就能渐进收敛到最终损失的 5%以内。然后,交叉验证研究得出结论,在这项工作中,0.9 的 Tversky 参数是平衡召回率和精确度的最佳参数。最后,该系统成功地从真实讲座视频的白板视图中移除了人形。虽然该系统被认为具有实时使用的潜力,但由于硬件限制,我们无法证明这一点。在结论中,还提出了更广泛的应用建议。
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引用次数: 0
RF-DYNA — Software for optimized random finite element simulation using LS-DYNA RF-DYNA - 使用 LS-DYNA 进行优化随机有限元模拟的软件
IF 4 2区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-27 DOI: 10.1016/j.advengsoft.2024.103724
Adam Hassan, Fadi Oudah

This paper presents a user-friendly software to assign spatially distributed material properties to nonlinear finite element models in LS-DYNA using discretized three dimensional random fields and random variables. The purpose of the software is to enable probabilistic analysis frameworks that incorporate results from LS-DYNA simulations with random material properties. The software leverages the existing well-established deterministic formulation of LS-DYNA by utilizing inbuilt material constitutive laws. K-nearest neighbors spatial interpolation and k-means clustering are implemented to streamline the generation and assignment of random fields to parts in LS-DYNA models. The functionality of the software is demonstrated through real-life safety assessments of two marine structural elements composed of steel-reinforced concrete. Analysis results demonstrated the robustness and efficiency of the software where it can be successfully integrated into analysis frameworks to evaluate the safety of structural members.

本文介绍了一种用户友好型软件,可使用离散化三维随机场和随机变量为 LS-DYNA 中的非线性有限元模型分配空间分布的材料属性。该软件的目的是实现概率分析框架,将具有随机材料属性的 LS-DYNA 模拟结果纳入其中。该软件通过利用内置的材料构成规律,充分利用了 LS-DYNA 现有的成熟确定性公式。-软件采用了近邻空间插值和均值聚类技术,以简化 LS-DYNA 模型中随机场的生成和分配。通过对两个由钢筋混凝土组成的海洋结构件进行实际安全评估,展示了该软件的功能。分析结果表明了该软件的稳健性和高效性,它可以成功地集成到分析框架中,以评估结构部件的安全性。
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引用次数: 0
HPC software for modelling field electron emission 用于模拟场电子发射的高性能计算软件
IF 4 2区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-27 DOI: 10.1016/j.advengsoft.2024.103734
S. Polyakov, T. Kudryashova, N. Tarasov

The aim of this work is modeling processes of field electron emission in strong electromagnetic fields. This problem is relevant for many technical and medical applications. At present time, electrical devices that combine a large value of field, a powerful relativistic effect and an ultra-short time interval of action are in demand. They find their application in the treatment of the surfaces with inorganic, organic and mixed structures. Modeling of such devices encounters certain difficulties due to the complexity of the mathematical description of the emission processes. In this paper, an approach using the method of large smoothed particles in combination with grid calculation of fields based on Maxwell's equations is proposed. The study was carried out within the framework of the problem of calculating the field emission of electrons from the surface of axisymmetric metal cathodes on Cartesian and unstructured curved meshes. To implement the approach, a complex mathematical model, a parallel numerical algorithm and its software realization have been developed. The elaborated software is focused on the use of multiprocessor computing systems with a central architecture. Test calculations confirmed the correctness of the proposed approach and the high efficiency of its software implementation.

这项工作的目的是对强电磁场中的场电子发射过程进行建模。这一问题与许多技术和医疗应用相关。目前,人们需要结合大磁场值、强大相对论效应和超短作用时间间隔的电子设备。它们可用于无机、有机和混合结构表面的处理。由于发射过程的数学描述非常复杂,因此此类设备的建模遇到了一定的困难。本文根据麦克斯韦方程,提出了一种使用大平滑粒子法结合网格场计算的方法。研究是在计算轴对称金属阴极表面电子在笛卡尔和非结构化曲面网格上的场发射问题的框架内进行的。为实现该方法,开发了一个复杂的数学模型、一个并行数值算法及其实现软件。所开发的软件侧重于使用具有中央架构的多处理器计算系统。测试计算证实了拟议方法的正确性及其软件实施的高效性。
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引用次数: 0
Voxel graph operators: Topological voxelization, graph generation, and derivation of discrete differential operators from voxel complexes 体素图算子:拓扑体素化、图生成以及从体素复合体推导离散微分算子
IF 4 2区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-26 DOI: 10.1016/j.advengsoft.2024.103722
Pirouz Nourian , Shervin Azadi

This paper presents a novel algebraic workflow for topological voxelization of spatial objects, construction of voxel connectivity graphs & hyper-graphs, and derivation of partial differential and multiple integral operators. Discretization of models of spatial domains is central to many analytic applications in such application areas as medical imaging, geometric modelling, computer graphics, engineering optimization, geospatial analysis, and scientific simulations. Whilst in some medical applications raster data models of spatial objects based on voxels arise naturally, e.g. in CT Scan and MRI imaging, in engineering applications the so-called boundary representations or vector data models based on points are far more common. The presented methodology puts forward a complete alternative geometry processing pipeline on par with the conventional vector-based geometry processing pipelines but far more elegant and advantageous for parallelization due to its explicit algebraic nature: effectively, by creating a mapping of geometric models from R3 to Z3 to N3 and eventually to an index space created by Morton Codes in N while ensuring the topological validity of the voxel models; namely their topological thinness and their geometrical consistency. The set of differential and integral operators presented in this paper generalizes beyond graphs and hyper-graphs constructed out of voxel models and provides an unprecedented complete set of algebraic differential operators for the discretization of digital simulations based on PDEs and advanced analyses using Spectral Graph Theory and Spectral Mesh Processing.

本文介绍了一种新颖的代数工作流程,用于空间对象的拓扑体素化、体素连接图和超图的构建,以及偏微分和多元积分算子的推导。空间域模型的离散化是医学成像、几何建模、计算机制图、工程优化、地理空间分析和科学模拟等应用领域中许多分析应用的核心。在一些医疗应用中,基于体素的空间对象光栅数据模型自然出现,如 CT 扫描和 MRI 成像,而在工程应用中,所谓的边界表示法或基于点的矢量数据模型则更为常见。所介绍的方法提出了一个完整的替代几何处理流水线,与传统的基于矢量的几何处理流水线相当,但由于其明确的代数性质,在并行化方面更加优雅和有利:有效地,通过创建几何模型从到到的映射,最终到由莫顿代码创建的索引空间,同时确保体素模型的拓扑有效性;即它们的拓扑和几何。本文提出的微分和积分算子集超越了由体素模型构建的图和超图,并提供了一套前所未有的完整代数微分算子集,用于基于 PDE 的数字模拟离散化,以及使用频谱图理论和频谱网格处理进行高级分析。
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引用次数: 0
Parallel shared-memory open-source code for simulations of transient problems using isogeometric analysis, implicit direction splitting and residual minimization (IGA-ADS-RM) 利用等距分析、隐式方向分割和残差最小化(IGA-ADS-RM)模拟瞬态问题的并行共享内存开放源代码
IF 4 2区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-25 DOI: 10.1016/j.advengsoft.2024.103723
Marcin Łoś, Maciej Paszyński

We present an open-source parallel shared-memory C++ software for simulations of transient phenomena on tensor product grids, with the following features: (1) it supports isogeometric finite element method discretizations; (2) it employs alternating-directions (ADS) linear cost O(N) solver; (3) it uses implicit time-integration schemes suitable for ADS, including Peaceman–Rachford, Douglass-Gunn, Adams–Moulton, generalized alpha, and BDF; (4) it works for 2D/3D problems; (5) it enables residual minimization stabilization; (6) it supports scalar, vector fields, and systems of PDEs; (7) it provides a ParaView interface; (8) it supports an interface to parallel MUMPS direct solver for problems not suitable for ADS solver; (9) it also supports interface to Preconditioned Conjugate Gradients (PCG) solver; (10) it includes a large library of problems: (a) non-stationary heat transfer (2D/3D); (b) stationary advection–diffusion (2D); (c) non-stationary advection–diffusion (2D/3D); (d) laminar flow (Stokes equations) (2D/3D); (e) Navier–Stokes (2D); (f) pollution propagation (2D/3D); (g) pathogen propagation (3D).

我们介绍一款开源并行共享内存 C++ 软件,用于在张量乘积网格上模拟瞬态现象,具有以下特点:(1) 支持等几何有限元法离散化;(2) 采用交替方向(ADS)线性成本求解器;(3) 使用适合 ADS 的隐式时间积分方案,包括 Peaceman-Rachford、Douglass-Gunn、Adams-Moulton、广义阿尔法和 BDF;(4) 适用于 2D/3D 问题;(5) 支持残差最小化稳定;(6) 支持标量、矢量场和 PDE 系统;(7) 提供 ParaView 界面;(8) 支持与并行 MUMPS 直接求解器的接口,用于求解不适合 ADS 求解器的问题;(9) 还支持与预条件共轭梯度(PCG)求解器的接口;(10) 包含大量问题库:(a) 非稳态传热(2D/3D);(b) 稳态平流-扩散(2D);(c) 非稳态平流-扩散(2D/3D);(d) 层流(斯托克斯方程)(2D/3D);(e) Navier-Stokes(2D);(f) 污染传播(2D/3D);(g) 病原体传播(3D)。
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引用次数: 0
Research of tire-soil interaction based on FEM-DEM for small wheeled mobile platform in forest 基于 FEM-DEM 的森林小型轮式移动平台轮胎与土壤相互作用研究
IF 4 2区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-19 DOI: 10.1016/j.advengsoft.2024.103735
Liyang Yao , Yue Zhu , Yaning Wang , Dianpeng Shi , Shuai Pang

Due to forest soil environment being short of structured terrain, research of tire-soil interaction is critical to enhance the performance for small wheeled mobile platform in forest. A novel model coupled finite element method (FEM) and discrete element method (DEM), which can be used to investigate the interaction behavior between the small wheeled mobile platform tire and forest soil, was proposed in this paper. In particular, the tire model based on rubber parameters that were obtained by uniaxial tensile tests is established in ABAQUS. The mechanical parameters of the soil in forest were obtained by the standard of geotechnical test and the triaxial compression test. The soil model was established in PFC3D. Significantly, the novel tire-soil interaction model based on the coupling ABAQUS and PFC3D was proposed accurately. The drawbar pull, the sinkage and the soil vertical stress were obtained through the proposed tire-soil interaction model. Meanwhile, soil-bin tests for tire-soil interaction were established. The drawbar pull, the sinkage and the soil vertical stress were obtained in soil-bin tests, which were consistent with the results from the proposed tire-soil interaction model. The results validated the effectiveness of the coupling method and the accuracy of the proposed tire-soil interaction model. Moreover, the flow state of soil particles was described by the proposed tire-soil interaction model, which analyzed the forces evolution in the area where the tire was in contact with the soil.

由于森林土壤环境缺乏结构化地形,研究轮胎与土壤的相互作用对于提高小型轮式移动平台在森林中的性能至关重要。本文提出了一种新型的有限元法(FEM)和离散元法(DEM)耦合模型,可用于研究小型轮式移动平台轮胎与森林土壤之间的相互作用行为。其中,在 ABAQUS 中建立了基于单轴拉伸试验获得的橡胶参数的轮胎模型。森林土壤的力学参数由土工试验标准和三轴压缩试验获得。在 PFC3D 中建立了土壤模型。重要的是,基于 ABAQUS 和 PFC3D 耦合的新型轮胎-土壤相互作用模型被准确地提出。通过所提出的轮胎-土壤相互作用模型,获得了拉杆拉力、下沉量和土壤垂直应力。同时,建立了胎土相互作用的土盆试验。在土盆试验中得到的拉杆拉力、下沉量和土壤垂直应力与提出的轮胎-土壤相互作用模型的结果一致。结果验证了耦合方法的有效性和所提出的轮胎-土壤相互作用模型的准确性。此外,提出的轮胎-土壤相互作用模型描述了土壤颗粒的流动状态,分析了轮胎与土壤接触区域的力演变。
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引用次数: 0
Corroded pipeline assessment using neural networks, the Finite Element Method and discrete wavelet transforms 利用神经网络、有限元法和离散小波变换进行管道腐蚀评估
IF 4 2区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-17 DOI: 10.1016/j.advengsoft.2024.103721
Adriano Dayvson Marques Ferreira , Ramiro B. Willmersdorf , Silvana M.B. Afonso

An essential task in the oil and gas industry is establishing an efficient way to assess corroded pipeline integrity. The literature shows that integrity analysis with Finite Elements simulations is the most effective. However, when faced with solving practical problems, the inconvenience of the high computational cost arises. This work aims to develop an efficient system to accurately predict the burst pressure of corroded pipelines with complex corrosion profiles through hybrid models combining multiresolution analysis, numerical simulations, and metamodels. The corroded region will be captured from ultrasonic inspections. Subsequently, the representation of corroded zones is parameterized with a discrete wavelet transform to reduce the amount of data representing the defect. The metamodel is built by training a neural network with the coefficients obtained from the wavelet transform and the pipeline material properties. The training data for the neural network are the failure pressures computed with non-linear finite element analysis of three-dimensional synthetic models with similar statistics to real corrosion profiles. The results obtained with the neural networks are accurate for all the test cases presented in this work.

石油和天然气行业的一项重要任务是建立一种评估腐蚀管道完整性的有效方法。文献显示,使用有限元模拟进行完整性分析最为有效。然而,在解决实际问题时,高计算成本带来了不便。这项工作旨在开发一种高效的系统,通过结合多分辨率分析、数值模拟和元模型的混合模型,准确预测具有复杂腐蚀剖面的腐蚀管道的爆破压力。腐蚀区域将从超声波检测中捕获。随后,利用离散小波变换对腐蚀区域的表示进行参数化,以减少表示缺陷的数据量。元模型是通过使用小波变换得到的系数和管道材料属性训练神经网络而建立的。神经网络的训练数据是通过对三维合成模型进行非线性有限元分析计算得出的破坏压力,其统计量与真实腐蚀剖面相似。使用神经网络获得的结果对本研究中介绍的所有测试案例都是准确的。
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引用次数: 0
Tunable multi-stability of conical Kresling origami structures utilizing local imperfections 利用局部缺陷实现锥形克雷斯林折纸结构的可调多稳定性
IF 4 2区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-13 DOI: 10.1016/j.advengsoft.2024.103725
Linzi Fan , Liming Bo , Ruizhi Xu , Yao Chen , Pooya Sareh

The classic Kresling origami structure has been widely studied in the past two decades because of its interesting mechanical properties, including compressive-twist coupling deformation and bistability. It is also known that the conical derivative of Kresling origami can achieve a wider range of structural configurations while preserving the bistability of the original design. Moreover, different origami structures exhibit different responses to local geometric or material imperfections which are often inevitable in practical applications. In this study, we utilize the bar-and-hinge model to convert local imperfections to corresponding variations in nodal coordinates and equivalent stiffness values. Subsequently, we examine the response of conical Kresling origami structures to certain local imperfections. It is demonstrated that the effect of geometric imperfections on the folding properties of such structures is more substantial than that of material imperfections. We show that the multistability of conical Kresling origami structures may undergo a radical transformation when the value of the imperfection exceeds a certain threshold. Furthermore, based on responses to local imperfections, a derivative of the conical Kresling origami structure is designed which manifests tristability. This work develops a strategy for the form-finding of origami structures with tunable multistability, and can be generalized to analyze combined results from multiple local imperfections.

经典的克瑞斯林折纸结构因其有趣的机械特性,包括压缩-扭转耦合变形和双稳态性,在过去二十年中被广泛研究。众所周知,克瑞斯林折纸的锥形衍生物可以实现更广泛的结构配置,同时保留原始设计的双稳态性。此外,不同的折纸结构对局部几何或材料缺陷会表现出不同的反应,而这些缺陷在实际应用中往往是不可避免的。在本研究中,我们利用条铰模型将局部缺陷转换为节点坐标和等效刚度值的相应变化。随后,我们研究了锥形克雷克林折纸结构对某些局部缺陷的响应。结果表明,几何缺陷对此类结构折叠特性的影响比材料缺陷的影响更大。我们的研究表明,当不完美值超过一定临界值时,锥形克雷斯林折纸结构的多面性可能会发生根本性转变。此外,基于对局部缺陷的响应,我们还设计了一种锥形克瑞斯林折纸结构的衍生物,它具有三稳性。这项工作为具有可调多稳态性的折纸结构的形状寻找制定了一种策略,并可推广到分析多个局部缺陷的综合结果。
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引用次数: 0
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Advances in Engineering Software
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