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Acta Polytechnica CTU Proceedings最新文献

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Computed tomography system with strict real-time synchronization for in-situ 3D analysis of periodically vibrating objects 严格实时同步的计算机断层扫描系统,用于周期性振动物体的原位三维分析
Pub Date : 2023-10-12 DOI: 10.14311/app.2023.42.0072
Václav Rada, Tomáš Fíla, Petr Zlámal, Petr Koudelka, Jan Šleichrt, Michael Macháček, Daniel Vavřík, Daniel Kytýř
In the contribution, we present a laboratory system capable of X-ray computed tomography (XCT) scanning of an periodically moving or oscillating object. The system is an in-house developed XCT setup with electromagnetic voice coil actuator mounted on top of the rotary stage of the setup. The strict synchronization of the components, the rotary stage, the electromagnetic actuator movement and the detector readout is accomplished with use of the detector hardware trigger and hard real-time Linux operating system. Cylindrical sample manufactured from epoxy resin with metal particles to enable movement tracking is scanned in a stationary position and during periodical movement induced by the vibration stage. The volumetric data of the scans is compared and the results of this contribution represent an important step towards identification of defects through modal analysis of in-situ harmonically vibrating object.
在贡献中,我们提出了一个能够对周期性移动或振荡物体进行x射线计算机断层扫描(XCT)的实验室系统。该系统是内部开发的XCT装置,电磁音圈执行器安装在装置的旋转台上。利用探测器硬件触发和硬实时Linux操作系统,实现了各部件、旋转工作台、电磁致动器运动和探测器读数的严格同步。用环氧树脂和金属颗粒制成的圆柱形样品,以实现运动跟踪,在固定位置和振动阶段引起的周期性运动期间进行扫描。对扫描的体积数据进行了比较,这一贡献的结果代表了通过原位谐波振动物体的模态分析来识别缺陷的重要一步。
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引用次数: 0
Desing of the algorithm, print and analysis of porous structures with modifiable parameters 可修改参数多孔结构的算法设计、打印和分析
Pub Date : 2023-10-12 DOI: 10.14311/app.2023.42.0027
Radosław Grabiec, Jacek Tarasiuk, Sebasatian Wroński
The purpose of this paper was to create an algorithm able to creating a porous structure with variable properties, print and analyze them. The basic concepts related to it were introduced and the process of creating an algorithm in Rhinoceros software was described. Having a suitable test group of porous structures, it was shown that it is possible to modify their porosity. In the next step, the structures were presented for printing and its effect. The obtained physical models were examined by microtomography. The resulting cross-sections were processed in ImageJ software. Having cross-sections of the original bone and printed structures, it was possible to compare their porosity and the average diameter of the trabeculae in the structure. With this procedure, it is possible to deduce whether it is possible to print accurate structures that will serve as porous bone implants. The resulting differential porosity comparison was 2.0–7.5 %, while the thickness was about 18–35 %.
本文的目的是创建一种算法,能够创建具有可变属性的多孔结构,打印和分析它们。介绍了相关的基本概念,并描述了在Rhinoceros软件中创建算法的过程。有了合适的多孔结构测试组,表明可以改变它们的孔隙率。在接下来的步骤中,提出了用于打印的结构及其效果。得到的物理模型通过显微断层扫描进行检测。得到的截面在ImageJ软件中进行处理。有了原始骨和打印结构的横截面,就可以比较它们的孔隙度和结构中小梁的平均直径。通过这种方法,可以推断出是否有可能打印出用作多孔骨植入物的精确结构。结果表明,孔隙度差异为2.0 - 7.5%,而厚度差异为18 - 35%。
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引用次数: 0
Asynchronous time integration while achieving zero interface energy 异步时间积分,同时实现零接口能量
Pub Date : 2023-10-12 DOI: 10.14311/app.2023.42.0006
Radim Dvořák, Radek Kolman, Jan Falta, Michaela Neühauserová
This contribution deals with an asynchronous direct time integration of the finite-element model. The proposed method is applied to the phenomenon of wave propagation through an elastic linear continuum. The numerical model is partitioned into individual subdomains using the domain decomposition method by means of localized Lagrange multipliers. For each subdomain, different time discretizations are used. No restrictions for relation between subdomain’s time steps are imposed. The coupling of the subdomains is forced by an acceleration continuity condition. Additionally, we use the a posteriori technique to also provide the displacement and velocity continuity at the interfaces, and hence we obtain exact continuity of all three kinematic fields. The proposed method is experimentally validated using the modified SHPB (split Hopkinson pressure bar) setup.
这个贡献处理了有限单元模型的异步直接时间积分。将该方法应用于波在弹性线性连续介质中的传播现象。采用局部拉格朗日乘子法将数值模型划分为各个子域。对于每个子域,使用不同的时间离散化。子域时间步长之间的关系不受限制。子域的耦合是由加速度连续性条件强制实现的。此外,我们还使用后验技术提供了界面处的位移和速度连续性,从而获得了所有三个运动场的精确连续性。采用改进的SHPB (split Hopkinson pressure bar)装置对该方法进行了实验验证。
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引用次数: 0
Segmentation of pores in carbon fiber reinforced polymers using the U-Net convolutional neural network 基于U-Net卷积神经网络的碳纤维增强聚合物孔隙分割
Pub Date : 2023-10-12 DOI: 10.14311/app.2023.42.0087
Miroslav Yosifov, Patrick Weinberger, Bernhard Plank, Bernhard Fröhler, Markus Hoeglinger, Johann Kastner, Christoph Heinzl
This study demonstrates the utilization of deep learning techniques for binary semantic segmentation of pores in carbon fiber reinforced polymers (CFRP) using X-ray computed tomography (XCT) datasets. The proposed workflow is designed to generate efficient segmentation models with reasonable execution time, applicable even for users using consumer-grade GPU systems. First, U-Net, a convolutional neural network, is modified to handle the segmentation of XCT datasets. In the second step, suitable hyperparameters are determined through a parameter analysis (hyperparameter tuning), and the parameter set with the best result was used for the final training. In the final step, we report on our efforts of implementing the testing stage in open_iA, which allows users to segment datasets with the fully trained model within reasonable time. The model performs well on datasets with both high and low resolution, and even works reasonably for barely visible pores with different shapes and size. In our experiments, we could show that U-Net is suitable for pore segmentation. Despite being trained on a limited number of datasets, it exhibits a satisfactory level of prediction accuracy.
本研究展示了利用x射线计算机断层扫描(XCT)数据集对碳纤维增强聚合物(CFRP)孔隙进行二元语义分割的深度学习技术。所提出的工作流旨在以合理的执行时间生成高效的分割模型,甚至适用于使用消费级GPU系统的用户。首先,改进卷积神经网络U-Net来处理XCT数据集的分割。第二步,通过参数分析(超参数调优)确定合适的超参数,并将结果最佳的参数集用于最后的训练。在最后一步,我们报告了我们在open_iA中实现测试阶段的努力,它允许用户在合理的时间内使用完全训练的模型分割数据集。该模型在高分辨率和低分辨率的数据集上都表现良好,甚至对于不同形状和大小的几乎不可见的孔隙也能合理地工作。在我们的实验中,我们可以证明U-Net适用于孔隙分割。尽管在有限数量的数据集上进行训练,但它显示出令人满意的预测精度。
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引用次数: 0
AI-assisted study of auxetic structures 人工智能辅助的辅助结构研究
Pub Date : 2023-10-12 DOI: 10.14311/app.2023.42.0032
Sergej Grednev, Henrik S. Steude, Stefan Bronder, Oliver Niggemann, Anne Jung
In this study, the viability of using machine learning models to predict stress-strain curves of auxetic structures based on geometry-describing parameters is explored. Given the computational cost and time associated with generating these curves through numerical simulations, a machine learning-based approach promises a more efficient alternative. A range of machine learning models, including Artificial Neural Networks, k-Nearest Neighbors Regression, Support Vector Regression, and XGBoost, is implemented and compared regarding the aptitude to predict stress-strain curves under quasi-static compressive loading. Training data is generated using validated finite element simulations. The performance of these models is rigorously tested on data not seen during training. The Feed-Forward Artificial Neural Network emerged as the most proficient model, achieving a Mean Absolute Percentage Error of 0.367 ± 0.230.
在本研究中,探讨了基于几何描述参数的机器学习模型预测缺失结构应力-应变曲线的可行性。考虑到通过数值模拟生成这些曲线的计算成本和时间,基于机器学习的方法有望成为更有效的替代方案。一系列机器学习模型,包括人工神经网络、k近邻回归、支持向量回归和XGBoost,都被实现并比较了在准静态压缩载荷下预测应力-应变曲线的能力。训练数据是使用经过验证的有限元模拟生成的。这些模型的性能是在训练期间没有看到的数据上严格测试的。前馈人工神经网络是最熟练的模型,平均绝对百分比误差为0.367±0.230。
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引用次数: 0
Effect of the long-term storage methods on the stability of cartilage biomechanical parameters 长期保存方法对软骨生物力学参数稳定性的影响
Pub Date : 2023-10-12 DOI: 10.14311/app.2023.42.0094
Blanka Žaloudková, Šárka Sekorová, Barbora Kopecká, Daniel Kytýř
Long-term stability of the tissue product in terms of mechanical parameters is a key factor for its expiration date. For the investigation of storage effects on the cartilage tissues the experimental mechanical loading test combined with XCT scanning for the irregular shape inspection was performed. The samples were preserved according to three different protocols using the deep-freezing and two types of saline solution preservation. The stability of the biomechanical parameters was tested within annual intervals. All samples were subjected to uni-axial compression loading using the in-house developed compact table top loading device in displacement-driven mode. Based on the measurements, the results are represented in the form of stress-strain curves and quantified as elastic modulus and ultimate compression stress. It can be concluded that no significant difference was found in neither the mechanical properties of the samples nor in the effects of each preservational method.
纸巾产品在力学参数方面的长期稳定性是决定其有效期的关键因素。为了研究软骨组织的储存效应,我们进行了实验力学加载试验,并结合XCT扫描进行不规则形状检查。根据三种不同的保存方案,分别使用深度冷冻和两种盐水溶液保存。每隔一年检测生物力学参数的稳定性。所有样品均采用自行研制的紧凑台式加载装置进行单轴压缩加载,加载方式为位移驱动。根据测量结果,将结果以应力-应变曲线的形式表示,并量化为弹性模量和极限压应力。可以得出结论,无论是样品的力学性能还是每种保存方法的效果都没有显著差异。
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引用次数: 0
Experimental validation of motion sensor Physilog®5 applied to shoulder joint 运动传感器Physilog®5应用于肩关节的实验验证
Pub Date : 2023-10-12 DOI: 10.14311/app.2023.42.0055
Jan Krivošej, Jana Garanová Krišťáková, Matej Daniel, Zbyněk Šika
The main motivation of this paper is to verify the idea of using the Physilog®5 unit for the patients with shoulder movement difficulties. The attached sensor to the patient’s arm then measures motion during which the patient should follow certain paths. Finally, if a patient has difficulty with motion requirements, some typical pattern for their problem should emerge. By analysing these patterns, a database of typical problems could be created, which could assist doctors in determining a patient’s diagnosis.The experiment is focused on Physilog® concerning the 5th generation. The goal is to experimentally identify and verify the performance of this generation during relatively large motions of the upper limb. For this purpose, an experimental stand representing spherical joint with an accurate absolute position sensing is assembled and calibrated. Subsequently, the three Physilog®5 sensors are mounted on this stand at different positions.
本文的主要动机是验证使用Physilog®5单元治疗肩部运动困难患者的想法。附着在病人手臂上的传感器然后测量运动,在此期间病人应该遵循一定的路径。最后,如果患者在运动要求上有困难,那么他们的问题应该出现一些典型的模式。通过分析这些模式,可以创建一个典型问题的数据库,这可以帮助医生确定患者的诊断。实验的重点是第五代的Physilog®。目的是通过实验确定和验证这一代在上肢相对较大的运动中的表现。为此,组装并校准了具有精确绝对位置传感的球形关节实验台。随后,三个Physilog®5传感器安装在该支架的不同位置。
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引用次数: 0
High-speed X-ray radiography for experiments in impact dynamics using high-power X-ray tube, cesium iodine scintillator and laboratory optical camera 冲击动力学实验用高功率x射线管、铯碘闪烁体和实验室光学相机的高速x射线照相
Pub Date : 2023-10-12 DOI: 10.14311/app.2023.42.0077
Jan Šleichrt, Jan Falta, Tomáš Fíla
X-ray radiography and computed tomography have become well-established methods for investigation of internal structure of objects and for defectoscopy. Recently, the methods have even been used for in-situ analysis of materials under mechanical loading. Although the techniques would be very suitable for analysis during dynamic events, their application is constrained by typical achievable frame rates. Therefore, fast imaging is usually limited to facilities providing sufficient flux like particle accelerators. In this paper, we test imaging performance of a laboratory-based setup with a high-power X-ray tube, a scintillation panel, and an optical camera. Fast-rotating object and typical specimens for impact testing are irradiated with different power settings and quality of captured images is evaluated and analyzed. It is found out that the system can be successfully used for imaging at several hundred frames per second allowing for inspection of slow impact dynamics experiments.
x射线摄影和计算机断层摄影已经成为研究物体内部结构和缺陷检查的成熟方法。最近,这些方法甚至被用于材料在机械载荷下的原位分析。尽管这些技术非常适合动态事件期间的分析,但它们的应用受到典型可实现帧率的限制。因此,快速成像通常仅限于提供足够通量的设备,如粒子加速器。在本文中,我们测试了基于实验室的高功率x射线管,闪烁面板和光学相机的成像性能。对快速旋转物体和典型冲击试样进行不同功率辐照,并对捕获图像的质量进行评价和分析。结果表明,该系统可以成功地用于每秒数百帧的成像,从而可以检测慢冲击动力学实验。
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引用次数: 0
Effect of aging on mechanical properties of 3D printed samples using stereolitography 时效对立体打印样品力学性能的影响
Pub Date : 2023-10-12 DOI: 10.14311/app.2023.42.0001
Veronika Drechslerová, Jan Falta, Tomáš Fíla, Radim Dvo˚řák, Daniel Kytýř
This paper focuses on stereolithography (an additive manufacturing technology working on the principle of curing liquid resins layer by layer using ultraviolet radiation) and the effect of aging on the mechanical properties of the material and printed samples. The aging of the material could be a problem for its subsequent use as the stability of the mechanical properties would not be maintained and unwanted deterioration of the material could occur. As part of the research, sets of samples were printed and subjected to different aging methods and subsequently subjected to quasi-static and dynamic uni-axial load tests. From the data obtained, the basic mechanical properties of the material were calculated and compared with each other. The aim of this paper was to investigate whether aging process causes significant changes in the mechanical properties of the materials used, which could have a consequential impact on their use in different industries.
本文重点介绍了立体光刻技术(一种利用紫外线辐射一层一层固化液态树脂的增材制造技术)以及老化对材料和打印样品力学性能的影响。材料的老化对其后续使用可能是一个问题,因为机械性能的稳定性将无法保持,并且可能发生不必要的材料劣化。作为研究的一部分,打印了几组样品,并进行了不同的老化方法,随后进行了准静态和动态单轴载荷试验。根据得到的数据,计算了材料的基本力学性能,并进行了比较。本文的目的是研究老化过程是否会导致所用材料的机械性能发生重大变化,从而对其在不同行业的使用产生相应的影响。
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引用次数: 0
Local defect formation in short glass fibre reinforced polymers – micro-mechanical simulations and interrupted in-situ experiments 短玻璃纤维增强聚合物的局部缺陷形成——微力学模拟和原位中断实验
Pub Date : 2023-10-12 DOI: 10.14311/app.2023.42.0061
Julia Maurer, Denise Krölling, Dietmar Salaberger, Michael Jerabek, Johann Kastner, Zoltán Major
Discontinuous fibre reinforced polymers are widely used in various industry sectors and often replace conventional materials, due to lower production costs and their lightweight structure. For improvement of the component design, detailed knowledge of the failure mechanisms are necessary. To better understand the defect formation and thus the micro-mechanics, the strain behaviour in single fibres was analysed by micro-mechanical simulations of Representative Volume Elements (RVE). Therefore, selected fibres – similar orientated as in the real structure – were chosen for detailed analysis. Additionally, the defect formation next to selected fibres was investigated by X-ray computed tomography (CT). Furthermore, the critical fibre length was estimated based on the protruding fibre length of the fracture surface. Overall the simulation results correspond to theory. However, the detailed local inspection of the experimental volume data showed a rather strong influence of neighbouring fibres.
不连续纤维增强聚合物由于其较低的生产成本和较轻的结构,被广泛应用于各个工业部门,并经常取代传统材料。为了改进元件设计,详细了解失效机制是必要的。为了更好地理解缺陷的形成和微观力学,通过代表体积元(RVE)的微力学模拟分析了单纤维的应变行为。因此,选择与实际结构相似的定向纤维进行详细分析。此外,通过x射线计算机断层扫描(CT)研究了选定纤维旁边的缺陷形成。在此基础上,根据断裂表面的突出纤维长度估计出临界纤维长度。总体上,仿真结果与理论相符。然而,对实验体积数据的详细局部检查显示邻近纤维的影响相当大。
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引用次数: 0
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Acta Polytechnica CTU Proceedings
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