今日更新:Composite Structures 1 篇,Composites Part A: Applied Science and Manufacturing 1 篇,Composites Part B: Engineering 2 篇,Composites Science and Technology 1 篇
The modified physics-informed neural network (PINN) method for the thermoelastic wave propagation analysis based on the Moore-Gibson-Thompson theory in porous materials
Katayoun Eshkofti, Seyed Mahmoud Hosseini
doi:10.1016/j.compstruct.2024.118485
基于Moore-Gibson-Thompson理论的多孔材料热弹性波传播分析的改进物理信息神经网络(PINN)方法
This paper presents novel contributions to both theory and solution methodology in AI-based analysis of solid mechanics. The physics-informed neural network (PINN) method is developed for thermoelastic wave propagation and Moore-Gibson-Thompson (MGT) coupled thermoelasticity analysis of porous media, a first in the field. The coupled thermoelasticity governing equations, based on the MGT heat conduction model, are derived for a porous half-space, with the thermal relaxation coefficient and strain relaxation factor being considered. Mechanical and thermal shock loading boundary conditions are imposed. The behavior of a magnesium-made porous body is analyzed using the PINN method, with highly accurate results being achieved for the system of coupled PDEs. An adaptive hyperparameter tuning approach, integrating a generalized subset design (GSD) and Bayesian optimization algorithm, is used to automatically select the optimal structure based on the L2 relative error. This hybrid methodology eliminates manual adjustment concerns. The proposed method is verified through a thorough comparison with the Lord-Shulman theory of coupled thermoelasticity. The strength of the methodology lies in its ability to operate without domain data, with only boundary and initial points being required. Four example sets are examined to demonstrate the capabilities of the modified PINN, and high-quality predictions of dimensionless fields’ variables over an extended time interval are obtained, confirming its extrapolation abilities.
本文介绍了基于人工智能的固体力学分析在理论和求解方法上的新贡献。将物理信息神经网络(PINN)方法应用于多孔介质的热弹性波传播和Moore-Gibson-Thompson (MGT)耦合热弹性分析,在该领域尚属首次。基于MGT热传导模型,推导了考虑热松弛系数和应变松弛系数的多孔半空间热弹性耦合控制方程。施加了机械和热冲击载荷边界条件。利用PINN方法对镁制多孔体的行为进行了分析,对耦合pde系统获得了高精度的结果。采用广义子集设计(GSD)和贝叶斯优化算法相结合的自适应超参数优化方法,根据L2相对误差自动选择最优结构。这种混合方法消除了手动调整的顾虑。通过与Lord-Shulman耦合热弹性理论的全面比较,验证了所提方法的正确性。该方法的优势在于它能够在没有领域数据的情况下运行,只需要边界和初始点。通过对四个实例集的检验,验证了改进的PINN的能力,并获得了在较长时间间隔内无量纲场变量的高质量预测,证实了其外推能力。
Three-Dimensional random network of metacomposites by synergizing Multi-Walled carbon Nanotube-Carbon black for tunable Epsilon-Negative and Epsilon-Near-Zero responses
Yunpeng Qu, Yunlei Zhou, Farid Manshaii, Kaidong Wang, Chunyuan Deng, Yao Liu
doi:10.1016/j.compositesa.2024.108410
多壁碳纳米管-炭黑协同作用的三维随机超复合材料网络,可调谐epsilon -负和epsilon -近零响应
Epsilon-near-zero (ENZ) and epsilon-negative (EN) responses are remarkable properties of electromagnetic (EM) metamaterials that have sparked considerable interest. This paper introduces an innovative strategy using ternary metacomposites that achieve excellently tunable ENZ (|ε’| < 1) and EN (ε’ < 0) parameters within the radio-frequency band. The approach leverages a synergistic effect of multi-walled carbon nanotube-carbon black (MWCNT-CB) composites integrated into a polyaniline (PANI) matrix to construct three-dimensional (3D) carbon networks. As the loading content of MWCNT-CB increases, these networks evolve from clusters, enabling a finely tunable range of EN parameters from 100 to 103. The ENZ response occurs at approximately 265 MHz and 830 MHz, triggered by dielectric resonance due to electric dipoles at MWCNT-CB/PANI interfaces and a low-frequency plasmonic state in the 3D MWCNT-CB networks, respectively. This research establishes a foundation for tunable ENZ and EN responses by introducing a new class of ternary metacomposites.
epsilon-近零(ENZ)和epsilon-负(EN)响应是电磁(EM)超材料的显著特性,引起了相当大的兴趣。本文介绍了一种利用三元复合材料实现无线电频段内ENZ (|ε′| < 1)和EN (ε′< 0)参数可调的创新策略。该方法利用多壁碳纳米管-炭黑(MWCNT-CB)复合材料集成到聚苯胺(PANI)基体中的协同效应来构建三维(3D)碳网络。随着MWCNT-CB加载内容的增加,这些网络从簇演变而来,使EN参数的范围从100到103精细可调。ENZ响应发生在大约265 MHz和830 MHz,分别由MWCNT-CB/PANI界面电偶极子引起的介电共振和3D MWCNT-CB网络中的低频等离子体状态触发。本研究通过引入一类新的三元复合材料,为可调谐ENZ和EN响应奠定了基础。
Versatile Fabrication of Carbon Nanotube Yarn Composites by In-Situ Interfacial Polymerization of Polyetherimide
Michael N. Durso, William J. Sawyer, A. John Hart
doi:10.1016/j.compositesb.2024.111770
聚醚亚胺原位界面聚合制备碳纳米管纱复合材料
Manufacturing of high-performance carbon nanotube (CNT)-based polymer composites has long been complicated by the difficulty of infiltrating the nanoporous network presented by continuous CNT materials; this can yield composites with heterogeneities that drastically worsen their mechanical properties. We show the synthesis of CNT-polyetherimide (PEI) composite yarns via in-situ interfacial polymerization (ISIP), which side-steps slow, viscous polymer transport by infiltrating and reacting monomer species in-situ via a rapid and scalable process. By nucleating polymer coatings at the nanoscale, ISIP offers a potential scalable route to producing enhanced yarn for assembly into bulk composites. We demonstrate the ISIP technique on two distinct, industrially-produced CNT yarns, and identify processing parameters that achieve conformal polymer coatings, yielding statistically-significant increases to linear density-specific tensile properties. Using ISIP on pre-densified yarns results in composites with specific stiffness and tenacity of 142 N/tex and 2.2 N/tex, respectively. When ISIP is applied to lightly-processed, porous CNT yarn, the specific stiffness and tenacity reach up to 65.6 N/tex and 0.65 N/tex. The role of interfacial effects, particularly from amorphous carbon, on the composite properties is also explored. Finally, we demonstrate a prototype roll-to-roll ISIP apparatus which can process arbitrary lengths of yarn for continuous composite production.
高性能碳纳米管(CNT)基聚合物复合材料的制造一直受到连续碳纳米管材料所呈现的纳米孔网络难以渗透的困扰;这可能会产生具有非均质性的复合材料,从而大大降低其机械性能。我们展示了通过原位界面聚合(ISIP)合成cnt -聚醚酰亚胺(PEI)复合纱线的方法,该方法通过快速和可扩展的过程,通过原位渗透和反应单体物种来避免缓慢的粘性聚合物运输。通过在纳米尺度上形成聚合物涂层,ISIP提供了一种潜在的可扩展途径来生产用于组装成大块复合材料的增强纱线。我们在两种不同的工业生产的碳纳米管纱线上展示了ISIP技术,并确定了实现共形聚合物涂层的工艺参数,从而在统计上显著提高了线密度比拉伸性能。在预密实纱线上使用ISIP,复合材料的比刚度和比韧性分别为142 N/tex和2.2 N/tex。当ISIP应用于轻加工多孔碳纳米管纱线时,比刚度和比韧性分别达到65.6 N/tex和0.65 N/tex。本文还探讨了界面效应,特别是非晶碳的界面效应对复合材料性能的影响。最后,我们演示了一个原型卷对卷ISIP装置,它可以处理任意长度的纱线,用于连续复合生产。
A Novel Approach for Damage Assessment in Adhesively Bonded Composite Joints using Backface Strain Technique
M. Abbasi, R. Ciardiello, L. Goglio
doi:10.1016/j.compositesb.2024.111766
基于背面应变技术的复合材料粘接接头损伤评估新方法
In this study, the backface strain (BFS) is measured by both digital image correlation (DIC) and fiber optic sensors (FOS) to detect the crack initiation and propagation in adhesively bonded composite single-lap joints (SLJ). BFS measures the resultant strain deriving from the positive strain, due to tensile load, and negative strain related to the bending moment. A point, called zero-strain point (ZSP), can be detected on the substrate surface of SLJ due to the concurrent effect of these positive and negative strains. The experimental activity shows that the value of the ZSP changes when the crack starts to propagate. Thus, this point can be used to monitor the service conditions of adhesive joints. The effect of joint dimensions on the position of the ZSP is investigated when the joint is subjected to quasi-static loading. In addition, the applicability of the method is investigated under a cyclic loading condition. The work shows that the ZSP can be used as an index to monitor joint healthiness. Furthermore, FOSs can be used for an in-situ monitoring of the joint.
本研究采用数字图像相关(DIC)和光纤传感器(FOS)测量复合材料单搭接接头(SLJ)的背面应变(BFS),以检测粘接接头(SLJ)的裂纹萌生和扩展。BFS测量由拉伸载荷引起的正应变和与弯矩有关的负应变产生的合成应变。由于这些正应变和负应变的共同作用,在SLJ的衬底表面可以检测到一个点,称为零应变点(ZSP)。实验活动表明,当裂纹开始扩展时,ZSP值会发生变化。因此,该点可用于监测粘接接头的使用状况。研究了关节在准静态载荷作用下,关节尺寸对ZSP位置的影响。此外,还研究了该方法在循环加载条件下的适用性。研究表明,ZSP可作为监测关节健康状况的指标。此外,FOSs还可用于对接头进行现场监测。
Validation of the fully rationalized Tsai-Wu failure criterion for unidirectional laminates under multiaxial stress states through a ring-on-ring test
Junru Li, Shibo Yan, Weiyi Kong, Shuguang Li
doi:10.1016/j.compscitech.2024.110813
通过环对环试验验证了单向层合板在多轴应力状态下的完全合理的Tsai-Wu破坏准则
Validating a failure criterion under complex stress states is important because composites often encounter multiaxial stress in practical applications, but it also helps to expose any deficiencies of the criterion in failure prediction in the presence of stress interactions. This study examines the recently formulated fully rationalized Tsai-Wu criterion for unidirectional laminates under multiaxial stress states created by ring-on-ring loading. Distinct stress distributions under this loading condition are exhibited and quantified by numerical modeling, featuring critical biaxial tension on the bottom surface and triaxial compression on the top surface. The fully rationalized Tsai-Wu criterion and the original Tsai-Wu criterion are used to predict failure, with the results indicating good agreement between the former and experimental data. In comparison with the latter, quadric failure surfaces of the two criteria are constructed to analyze differences in prediction. The findings demonstrate the validity of the rationalization work for the Tsai-Wu criterion and its potential in predicting failure under multiaxial stress states.
验证复杂应力状态下的失效准则是很重要的,因为复合材料在实际应用中经常遇到多轴应力,但它也有助于揭示在存在应力相互作用的情况下失效预测准则的任何缺陷。本文研究了最近制定的环对环加载产生的多轴应力状态下单向层合板的完全合理化Tsai-Wu准则。数值模拟显示并量化了该加载条件下不同的应力分布,即底部表面存在临界双轴拉力,顶部表面存在临界三轴压缩。采用完全合理化的Tsai-Wu准则和原始Tsai-Wu准则进行破坏预测,结果表明前者与实验数据吻合较好。与后者相比,构造了两种准则的二次破坏面来分析预测的差异。研究结果证明了Tsai-Wu准则合理化工作的有效性及其在多轴应力状态下预测破坏的潜力。