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Nonlinear forced vibration analysis of FG-CNTRC plates based on the 3D elasticity 基于三维弹性的FG-CNTRC板非线性强迫振动分析
IF 5.3 Q2 MATERIALS SCIENCE, COMPOSITES Pub Date : 2025-07-01 Epub Date: 2025-05-09 DOI: 10.1016/j.jcomc.2025.100607
Y. Gholami , R. Ansari , H. Rouhi
In this article, an efficient numerical approach is developed to study the primary resonant dynamics of rectangular plates with arbitrary boundary conditions made of functionally graded carbon nanotube-reinforced composites (FG-CNTRCs). The problem is formulated in the context of three-dimensional (3D) elasticity theory. Also, a variational approach based on Hamilton’s principle together with the variational differential quadrature (VDQ) method is proposed to obtain the discretized governing equations on space domain. Then, the solution procedure on the time domain is completed using the numerical Galerkin method, time periodic discretization method and pseudo arc-length continuation algorithm in order to find the frequency-response curves. It is considered that CNTs are distributed in the thickness direction based on an FG manner considering different patterns. After testing the convergence and validity of developed approach, numerical results are presented to investigate the influences of geometrical properties, CNT’s volume fraction and distribution pattern on the nonlinear forced vibration response of plates.
本文提出了一种有效的数值方法来研究由功能梯度碳纳米管增强复合材料(FG-CNTRCs)制成的具有任意边界条件的矩形板的主共振动力学。该问题是在三维(3D)弹性理论的背景下制定的。在此基础上,提出了基于Hamilton原理的变分方法与变分微分求积(VDQ)方法相结合的空间域离散化控制方程求解方法。然后,利用数值伽辽金法、时间周期离散化法和伪弧长延拓算法完成时域上的求解过程,求出频率响应曲线。认为碳纳米管在厚度方向上以FG方式分布,考虑了不同的模式。在验证该方法的收敛性和有效性后,给出了几何特性、碳纳米管体积分数和分布模式对板的非线性强迫振动响应的影响的数值结果。
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引用次数: 0
Development of sustainable thermoplastic jute prepregs by emulsion impregnation for biocomposites 生物复合材料用乳液浸渍热塑性黄麻预浸料的研制
IF 5.3 Q2 MATERIALS SCIENCE, COMPOSITES Pub Date : 2025-07-01 Epub Date: 2025-06-13 DOI: 10.1016/j.jcomc.2025.100619
Muhammad Mahad Umair Saqib , Asif Hafeez , Hassan Mehboob , Khubab Shaker
The use of thermoplastic composites reinforced with plant fibers has been in high demand due to their lightweight, recyclability and sustainability. However, conventional composite manufacturing processes are incompatible with natural fibers to get the desired impregnation level with thermoplastic matrices. There is a need to develop a sustainable, economical pre-impregnation method for better resin dispersion, extended shelf life, and faster production. This study aims to investigate a method for producing thermoplastic emulsion and its processing with plant fibers. Prepregs were fabricated using jute yarn and emulsion to prepare biocomposites via compression molding. These biocomposites were fabricated with six stacking sequences (A0450, A904590, A459045, A45045, A0900, and A90090). The mechanical performance of these composites showed strong dependence on the stacking sequence. The results revealed that the highest tensile strength of 17.02 MPa was exhibited by A0450, while a reduction of 94 % and 91 % in tensile strength was observed for laminates A459045 (1.55 MPa) and A904590 (1.01 MPa), respectively. The results of the short beam test showed a similar trend with no interlaminar failure. The inherent ductile nature of the matrix resulted in a rebound during a drop-weight test, and A0450 and A90090 showed the maximum load-bearing properties. The composites produced showed proper fiber impregnation and perfect interfacial adhesion, thus overcoming the limitations associated with traditional thermoplastic matrices. Further optimization of the developed acrylic emulsion could emerge as a potential substitute for conventional thermoplastics for the development of sustainable composites.
使用植物纤维增强的热塑性复合材料由于其重量轻,可回收和可持续性而受到高度需求。然而,传统的复合材料制造工艺与天然纤维不相容,无法与热塑性基质获得所需的浸渍水平。为了提高树脂的分散性、延长保质期和提高生产速度,需要开发一种可持续的、经济的预浸渍方法。研究了一种以植物纤维为原料制备热塑性乳液的方法。以黄麻纱和乳化液为原料制备预浸料,通过模压成型制备生物复合材料。这些生物复合材料有6个堆叠序列(A0450、A904590、A459045、A45045、A0900和A90090)。复合材料的力学性能与堆积顺序密切相关。结果表明,A459045 (1.55 MPa)和A904590 (1.01 MPa)的抗拉强度分别下降了94%和91%,而A0450的抗拉强度最高,达到17.02 MPa。短束试验结果也显示出类似的趋势,没有层间破坏。在落锤测试中,基体固有的延展性导致了回弹,A0450和A90090表现出了最大的承载性能。所制备的复合材料具有良好的纤维浸渍性和良好的界面附着力,从而克服了传统热塑性材料的局限性。进一步优化所开发的丙烯酸乳液可以成为传统热塑性塑料的潜在替代品,用于开发可持续复合材料。
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引用次数: 0
Origami-inspired self-sensing foldable composite structures: Experiments and modeling 折纸启发的自感知可折叠复合结构:实验和建模
IF 5.3 Q2 MATERIALS SCIENCE, COMPOSITES Pub Date : 2025-07-01 Epub Date: 2025-03-08 DOI: 10.1016/j.jcomc.2025.100583
Israr Ud Din , Adnan Ahmed , Kamran A. Khan
Origami-inspired self-sensing foldable structures made from fiber-reinforced polymer composites (FRPCs) can be created using piezoresistive fabric laminates. These foldable structures enable real-time monitoring of the state of folds throughout the folding and unfolding processes. This study develops a simplified finite element (FE) modeling framework to predict the piezoresistive-mechanical response of the origami-inspired foldable structures. The model, implemented via UMATHT in ABAQUS®, leverages the analogy between electrical conduction and steady-state heat conduction. The piezoresistive-mechanical response of a simple folding hinge was predicted using the model and compared with the electromechanical folding experimental results. For this purpose, the hinge was manufactured by embedding rGO-coated fabric as a substrate for prepreg patches, which were consolidated using hot compression molding with varying sizes of the folding regions (3, 6, 9, and 12 mm). The folding tests revealed that the moment (M) and curvature (k) during bending depend on the fold region size (b), which in turn affects piezoresistivity, quantified as the fractional change in resistance (FCR). An inverse relationship was observed between moment, curvature, and piezoresistivity as the fold region size varied. Finally, the model was applied to predict piezoresistivity in two structures: a waterbomb base structure and an auxetic structure. We concluded that this modeling framework can be effectively used to predict the electromechanical response of full-scale foldable structures, calibrated with the experimental results of a simple folding hinge with a specific folding size.
由纤维增强聚合物复合材料(frpc)制成的折纸式自传感可折叠结构可以使用压阻织物层压板制成。这些可折叠结构可以在折叠和展开过程中实时监测折叠状态。本研究开发了一个简化的有限元(FE)建模框架来预测折纸启发的可折叠结构的压阻力学响应。该模型通过ABAQUS®中的UMATHT实现,利用了电导和稳态热传导之间的类比。利用该模型对简单折叠铰链的压阻力学响应进行了预测,并与机电折叠实验结果进行了比较。为此,通过嵌入rgo涂层织物作为预浸料贴片的基板来制造铰链,预浸料贴片使用不同尺寸的折叠区域(3,6,9和12mm)进行热压缩成型。折叠测试表明,弯曲过程中的力矩(M)和曲率(k)取决于折叠区域的大小(b),这反过来影响压阻率,量化为电阻的分数变化(FCR)。随着褶皱区域大小的变化,观察到力矩、曲率和压阻率之间呈反比关系。最后,将该模型应用于水弹基结构和氧源结构两种结构的压电阻率预测。结果表明,该模型框架可以有效地用于预测全尺寸可折叠结构的机电响应,并与具有特定折叠尺寸的简单折叠铰链的实验结果进行校准。
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引用次数: 0
Review of monolithic composite laminate and stiffened structures in aeronautic applications 航空应用中整体复合材料层压和加筋结构的研究进展
IF 5.3 Q2 MATERIALS SCIENCE, COMPOSITES Pub Date : 2025-07-01 Epub Date: 2025-04-07 DOI: 10.1016/j.jcomc.2025.100585
Bruno Castanie, Wiyao Azoti, Laurent Crouzeix, Ajiboye Bello, Rana Piega Taborda, Arslan Mahmood, Anthony Viste
This paper analyses laminated stiffened composite structures in aeronautic applications, covering many key subjects. Since the certification of these structures is based on the test pyramid methodology, several aspects will be addressed, mainly: static sizing and the obtention of allowable values, damage tolerance, post-buckling, large cuts and structural testing. Secondly, the main problems associated with the manufacturing of aeronautical composite structures will be discussed. Finally, a historical presentation of the main milestones in the introduction of fibrous materials will be given, based on the successive appearance of boron, glass and carbon fibres, with the help of a selection of examples. A detailed chronology of the pioneering introduction of carbon fibres into civil aeronautics by European industry will also be provided. Recent researches, trends and innovations will be discussed. Finally, conclusions and perspectives on this wide subject will be proposed.
本文分析了层合加筋复合材料结构在航空领域的应用,涵盖了许多关键课题。由于这些结构的认证是基于测试金字塔方法,因此将讨论几个方面,主要是:静态尺寸和允许值的注意、损伤容限、后屈曲、大切割和结构测试。其次,将讨论与航空复合材料结构制造相关的主要问题。最后,将根据硼纤维、玻璃纤维和碳纤维相继出现的情况,通过精选的例子,对纤维材料引入的主要里程碑进行历史介绍。还将提供欧洲工业率先将碳纤维引入民用航空的详细年表。会议将讨论最新的研究、趋势和创新。最后,将对这个广泛的主题提出结论和观点。
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引用次数: 0
Effect of temperature and fibre reinforcement on dynamic crush performance of glass-polyamide 6 composite tubes 温度和纤维增强对玻璃-聚酰胺6复合材料管动态粉碎性能的影响
IF 5.3 Q2 MATERIALS SCIENCE, COMPOSITES Pub Date : 2025-07-01 Epub Date: 2025-06-02 DOI: 10.1016/j.jcomc.2025.100610
Holger Böhm , Jonas Richter , Jinbong Kim , Mungyu Jeong , Andreas Hornig , Maik Gude
In this study, the dynamic axial crushing response of tubular specimens made of glass-polyamide 6 composite material, with either mat or continuous bidirectional fibre reinforcement is experimentally investigated under three different temperature settings: −40 °C, 23 °C and 80 °C. The assessment and evaluation of the dynamic crush performance are based on the measured global force–displacement response, application of typical crashworthiness criteria and a detailed examination of the existing damage and failure phenomena, which are responsible for energy absorption. At temperatures of 23 °C and −40 °C, all specimens showed a stable progressive crushing process by a pronounced splaying failure. Specimens with mat fibre reinforcement show a more stable and efficient crushing behaviour than specimens with continuous bidirectional fibre reinforcement. This behaviour changes for a temperature of 80 °C where the continuous bidirectional reinforced specimens exhibit a higher crush efficiency, while specimens with mat fibre reinforcement show a very unstable crushing process, leading to local compressive kinking failure and a 22% decrease in crush efficiency.
在- 40°C、23°C和80°C三种不同的温度设置下,实验研究了由玻璃-聚酰胺6复合材料制成的管状试样在垫层或连续双向纤维增强下的动态轴向破碎响应。动态碾压性能的评估和评价是基于测量的全局力-位移响应,典型耐撞标准的应用以及对现有损伤和失效现象的详细检查,这些现象负责能量吸收。在23°C和- 40°C的温度下,所有试样都表现出稳定的渐进式破碎过程,并出现明显的伸展破坏。与连续双向纤维增强的试样相比,毡状纤维增强的试样表现出更稳定和有效的破碎行为。在80°C的温度下,这种行为发生了变化,连续双向增强的试样表现出更高的破碎效率,而带有垫纤维增强的试样则表现出非常不稳定的破碎过程,导致局部压缩扭结失效,破碎效率降低22%。
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引用次数: 0
Integration of composite-structure forming and optical fiber sensing using tool-change 3D printing 基于换刀3D打印的复合材料结构成型与光纤传感集成
IF 5.3 Q2 MATERIALS SCIENCE, COMPOSITES Pub Date : 2025-07-01 Epub Date: 2025-06-06 DOI: 10.1016/j.jcomc.2025.100611
Gen Watanabe , Issei Ogawa , Hiroshi Ikaida , Mitsuo Matsunaga , Ryosuke Matsuzaki
Using a tool-change 3D printer, this study investigated the integration of structural formation and functional enhancement in 3D printing. Traditionally, single-material printing is the standard, making the combination of mechanically robust structures, such as those using fiber-reinforced composites, and functional enhancements, such as conductive materials, challenging. In this study, a tool-change system was implemented to enable material-specific print-head operation, enabling the simultaneous fabrication of structural and functional elements in a single process. Moreover, to reduce the impact of internal defects in functional enhancement, this study explored printing methods for existing sensors. Focusing on optical fibers for their continuous thread-like structure, they were processed into filaments by combining them with resin. These filamentized optical fibers demonstrated the ability to achieve sub-millimeter precision in printing. Additionally, the optical fibers exhibited measurement accuracy comparable to conventional sensors, highlighting their suitability as high-performance sensing components. By incorporating optical fibers into 3D printing, this study enabled the stable integration of high-quality sensors into printed components. Utilizing a tool-changing approach, it demonstrated the feasibility of combining entirely different materials in a single process. This achievement highlights the potential of tool-change systems to advance multi-material 3D printing, balancing structural formation with functional integration, and laying the foundation for innovative applications in additive manufacturing.
本研究利用一种可更换工具的3D打印机,研究了3D打印中结构形成和功能增强的集成。传统上,单材料打印是标准的,这使得机械坚固结构(如使用纤维增强复合材料的结构)和功能增强(如导电材料)的组合具有挑战性。在本研究中,实现了一种工具更换系统,以实现特定材料的打印头操作,从而在单个过程中同时制造结构和功能元件。此外,为了减少内部缺陷对功能增强的影响,本研究探索了现有传感器的打印方法。由于光纤具有连续的线状结构,因此将其与树脂结合制成长丝。这些丝状光纤展示了在印刷中达到亚毫米精度的能力。此外,光纤的测量精度与传统传感器相当,突出了其作为高性能传感元件的适用性。通过将光纤集成到3D打印中,该研究使高质量传感器能够稳定地集成到打印部件中。利用一种改变工具的方法,它证明了在单一工艺中组合完全不同材料的可行性。这一成就凸显了工具更换系统在推进多材料3D打印、平衡结构形成与功能集成方面的潜力,并为增材制造的创新应用奠定了基础。
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引用次数: 0
Data-driven discovery of the design rules for considering the curing deformation and the application on double-double composites 数据驱动下发现考虑固化变形的设计规则及其在双-双复合材料中的应用
IF 5.3 Q2 MATERIALS SCIENCE, COMPOSITES Pub Date : 2025-07-01 Epub Date: 2025-05-22 DOI: 10.1016/j.jcomc.2025.100612
Yizhuo Gui , Hongwei Song , Jinglei Yang , Cheng Qiu
The process-induced deformation (PID) of composite laminates has been one of the critical problems for engineering structures. While lots of design rules has been proposed for standardize the laminate design, there is a lack of specific rule to follow when controlling PID is a necessity due to the numerous affecting parameters. In this regard, a data-driven framework was proposed in this paper to determine the layup rules to follow for minimizing PID. Two specific machine learning (ML) models were built. One is combined model of convolutional neural networks (CNN) and principle component analysis (PCA) technique for connecting the layup sequences and their corresponding PID. Another one is the symbolic regression model, as an explainable ML technique, to quantitatively evaluate this connection. With the training data generated from the robust numerical simulation, it is found that a proper asymmetry is the key intrinsic factor that makes a smaller PID as it will counteract with the contributions of other extrinsic mechanisms. More importantly, a formula for easy evaluation of the asymmetry is provided to assist in guiding the layup design considering PID constraints. The formula is applied on the design problem of double-double (DD) composites. With the proper asymmetry added onto the original DD layup, the DD composites show a clear improvement on controlling the PID.
复合材料层合板的过程诱发变形(PID)一直是工程结构研究的关键问题之一。为了规范层压板的设计,已经提出了许多设计规则,但由于影响参数众多,需要对PID进行控制,缺乏具体的规则可循。在这方面,本文提出了一个数据驱动的框架来确定最小化PID所遵循的叠加规则。建立了两个特定的机器学习(ML)模型。一种是将卷积神经网络(CNN)模型与主成分分析(PCA)技术相结合,将叠置序列与相应的PID相连接。另一种是符号回归模型,作为一种可解释的ML技术,用于定量评估这种联系。通过鲁棒数值模拟生成的训练数据,发现适当的不对称性是使PID变小的关键内在因素,因为它会抵消其他外在机制的贡献。更重要的是,提供了一个易于评估不对称性的公式,以帮助指导考虑PID约束的分层设计。将该公式应用于双双(DD)复合材料的设计问题。在原有的DD层上加入适当的不对称性,DD复合材料在控制PID方面有明显的改善。
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引用次数: 0
Elastostatic analysis of tapered FGM beams with spatially varying material properties 具有空间变化材料性能的锥形FGM梁的弹性静力分析
IF 5.3 Q2 MATERIALS SCIENCE, COMPOSITES Pub Date : 2025-07-01 Epub Date: 2025-04-12 DOI: 10.1016/j.jcomc.2025.100592
Justín Murín , Stephan Kugler , Juraj Paulech , Juraj Hrabovský , Vladimír Kutiš , Herbert Mang , Mehdi Aminbaghai
In this article an effective method for elastostatic analysis of tapered beams made of functionally-graded material (FGM) is presented. The spatially variable stiffness of the beam is the consequence of the continuous longitudinal variability of the cross-sectional dimension, accompanied by the variability of the material properties in three orthogonal directions. The longitudinally varying effective stiffnesses of the homogenized FGM beam for tension-compression, biaxial Timoshenko bending, and uniform torsion are determined, using the Reference Beam Method (RBM). For computation of primary quantities, such as internal forces and moments as well as displacements and angles of cross-sectional rotation, a novel tapered FGM finite beam element is developed. The evaluation of the normal and shear stresses in the cross-sections of the FGM beam requires relationships that consider the variability of the material properties and of the cross-sectional parameters. FGM beams of variable stiffness can be modeled efficiently, using only one finite element. The mathematical models are applied to the elastostatic analysis of cantilever beams with longitudinally variable, quadratic cross-sections, considering the aforementioned variability of the material properties. The proposed algorithm is verified by means of three-dimensional continuum mechanics and, alternatively, by very fine discretizations with solid finite elements. The accuracy of the presented method is excellent, and the computational effort is very small compared to other approaches.
本文提出了一种有效的功能梯度材料(FGM)锥形梁的弹性静力分析方法。梁的空间变刚度是截面尺寸连续纵向变化的结果,同时伴随着材料性能在三个正交方向上的变化。采用参考梁法(RBM)确定了均匀化FGM梁的纵向拉压、双向Timoshenko弯曲和均匀扭转有效刚度。为了计算内力、弯矩、位移和截面转角等基本量,提出了一种新型锥形FGM有限梁单元。在FGM梁的横截面中,法向应力和剪应力的评估需要考虑材料特性和横截面参数的可变性。变刚度FGM梁可以有效地建模,只需使用一个有限元。考虑上述材料特性的可变性,将数学模型应用于具有纵向变化、二次截面的悬臂梁的弹性静力分析。所提出的算法通过三维连续介质力学和非常精细的实体有限元离散来验证。该方法精度高,与其他方法相比计算量小。
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引用次数: 0
A novel and rapid method of integrating sensors for SHM to thermoplastic composites through induction heating 一种通过感应加热将SHM传感器与热塑性复合材料集成的新型快速方法
IF 5.3 Q2 MATERIALS SCIENCE, COMPOSITES Pub Date : 2025-07-01 Epub Date: 2025-02-06 DOI: 10.1016/j.jcomc.2025.100568
Tasdeeq Sofi , Javier A. García , María R. Gude , Peter Wierach
A novel, rapid, and efficient method for bonding Piezoceramic transducers (PCTs) to high-performance thermoplastic composites using thermoplastic adhesive films (TPAFs) and induction heating is presented. The current state-of-the-art techniques to bond PCTs to composites using epoxy adhesives can take hours. This innovative out-of-oven or autoclave procedure drastically reduces bonding time to mere minutes, thereby significantly enhancing the process efficiency. Five different TPAFs were used to bond PCTs to carbon fiber polyether-ether-ketone (CF-PEEK) coupons. After determining the process window and analyzing the effects of power, coupling distance, and time on temperature, it was found that power has the greatest influence. A 20% increase in power can result in 50.9% increase in temperature as compared to time. Controlled heating and cooling ramps were developed based on the power-temperature correlation, and their effects were analyzed through differential scanning calorimetry tests. In the controlled case, the melting enthalpy of semi-crystalline TPAF increased by 4.2%, while the glass transition temperature of amorphous TPAF increased by 2.4% compared to non-controlled case. Following successful PCT bonding, mechanical performance was evaluated through static flexural and fatigue tests. TPAFs exhibited critical strains of 0.33%-0.71%, with some exceeding the critical strains of co-bonded or epoxy-bonded PCTs in previous studies by 0.13%. Microscopic analyses revealed the dominant failure mode at the composite-adhesive interface. During fatigue testing, three out of five TPAFs performed successfully, with the highest change in electro-mechanical susceptance spectra observed in amorphous TPAF equivalent to 1.87%. Overall, an efficient methodology is proposed, particularly beneficial for applications in structural health monitoring.
提出了一种利用热塑性粘接膜(TPAFs)和感应加热将压电陶瓷换能器(PCTs)与高性能热塑性复合材料结合的新颖、快速、高效的方法。目前使用环氧粘合剂将pct粘合到复合材料上的最先进技术可能需要数小时。这种创新的烤箱外或高压灭菌程序大大减少粘接时间到几分钟,从而显著提高工艺效率。使用五种不同的tafs将pct与碳纤维聚醚醚酮(CF-PEEK)粘接。通过确定工艺窗口,分析功率、耦合距离和时间对温度的影响,发现功率对温度的影响最大。与时间相比,功率增加20%会导致温度升高50.9%。建立了基于功率-温度相关性的控制加热和冷却坡道,并通过差示扫描量热测试分析了其效果。在控制条件下,半晶TPAF的熔融焓比未控制条件下提高了4.2%,非晶TPAF的玻璃化转变温度比未控制条件下提高了2.4%。在成功粘合PCT后,通过静态弯曲和疲劳测试来评估机械性能。TPAFs的临界菌株为0.33% ~ 0.71%,其中部分菌株比前人研究的共键或环氧键pct的临界菌株高出0.13%。微观分析揭示了复合材料粘结界面的主要破坏模式。在疲劳测试中,5种TPAF中有3种表现良好,其中无定形TPAF的机电电纳谱变化最大,达到1.87%。总的来说,提出了一种有效的方法,特别有利于结构健康监测的应用。
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引用次数: 0
Addressing process-induced porosity variations in multiscale composite materials analysis using aggregated projection clustering and Halton sequence RVE sampling 利用聚合投影聚类和霍尔顿序列RVE采样处理多尺度复合材料分析中过程引起的孔隙度变化
IF 7 Q2 MATERIALS SCIENCE, COMPOSITES Pub Date : 2025-07-01 Epub Date: 2025-07-26 DOI: 10.1016/j.jcomc.2025.100625
Hamidreza Dehghani , Henri Perrin , Elias Belouettar-Mathis , Borek Patzák , Salim Belouettar
A challenge associated with the multiscale modeling of highly consolidated composites is the existing contact effects arising from the manufacturing process. In such cases, porosity significantly decreases as we approach the consolidation surfaces, leading to substantial variations in material behavior in those areas. To address this, we propose an unsupervised machine learning approach integrated with micro-computed tomography (μCT) image processing and Asymptotic Homogenization (AH) for accurate and robust consideration of real microstructure as the basis for an upscaling process. This process employs systems of partial differential equations (PDEs) known as cell problems. This work introduces the Aggregated Vertical Projection Clustering (APC) method, which applies K-means clustering to partition the data into k groups based on porosity. We also present a novel porosity-based periodic cell selection strategy, which uses the Halton sequence to select representative volume element (RVE) cells for each cluster. The workflow generates computational meshes of RVE cells for Finite Element (FE) analysis, solves the cell problems required for upscaling, and calculates the effective heat conductivity. Statistical descriptions and representativity analyses demonstrate that the proposed methodology efficiently and accurately computes the effective properties in these challenging cases.
高固结复合材料的多尺度建模面临的挑战是制造过程中产生的现有接触效应。在这种情况下,当我们接近固结表面时,孔隙率显著降低,导致这些区域的材料行为发生实质性变化。为了解决这个问题,我们提出了一种集成微计算机断层扫描(μCT)图像处理和渐近均匀化(AH)的无监督机器学习方法,以准确和稳健地考虑真实微观结构作为升级过程的基础。这个过程采用偏微分方程(PDEs)系统,称为细胞问题。本文介绍了聚合垂直投影聚类(APC)方法,该方法采用k -means聚类将数据根据孔隙度划分为k组。我们还提出了一种新的基于孔隙度的周期细胞选择策略,该策略使用Halton序列为每个簇选择具有代表性的体积元素(RVE)细胞。该工作流生成用于有限元分析的RVE单元的计算网格,解决升级所需的单元问题,并计算有效导热系数。统计描述和代表性分析表明,所提出的方法在这些具有挑战性的情况下有效且准确地计算了有效属性。
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引用次数: 0
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Composites Part C Open Access
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