首页 > 最新文献

Composites Part A: Applied Science and Manufacturing最新文献

英文 中文
Systematical mechanical analyses of 3D printed short carbon fiber reinforced polyetheretherketone composites 三维打印短碳纤维增强聚醚醚酮复合材料的系统力学分析
IF 8.1 2区 材料科学 Q1 ENGINEERING, MANUFACTURING Pub Date : 2024-07-02 DOI: 10.1016/j.compositesa.2024.108328
Yu-Tong Fu, Jia Li, Fang-Liang Guo, Yuan-Qing Li, Shao-Yun Fu

Though the micro-structure of 3D printed short carbon fiber reinforced thermoplastic (SCFRTP) composites is well reckoned to have a great influence on their mechanical performances, the existing models are deficient in considering microscopic factors and thus large errors existed in their predictions. In this work, the effects of micro-structure on the mechanical properties of 3D printed SCFRTP composites are systematically analyzed. The microscopic representative volume elements (micro-RVEs) of 3D printed SCFRTP composites with fibers of probability density distributed length and void defects are established using the modified random sequential adsorption (RSA) algorithm based on experimental results. The present model (m-RVEfv_d) can evaluate the mechanical performances of 3D printed SCFRTP composites more accurately and effectively compared with the existing models that did not consider the effects of void defects and fiber probability density distributions. In addition, it is observed that as the fiber content increases, the average length of short fibers decreases while the content of void defects increases. When fiber content is less than 5 wt%, the composite mechanical properties are dominated by fiber content; as the fiber content exceeds 5 wt%, the composite mechanical properties are mainly affected by microscopic defects. Finally, a strategy is proposed for achieving high mechanical performance SCFRTP composites based on the systematical mechanical analyses conducted in this work.

虽然3D打印短碳纤维增强热塑性塑料(SCFRTP)复合材料的微观结构被认为对其力学性能有很大影响,但现有模型在考虑微观因素方面存在不足,因此其预测结果存在较大误差。本研究系统分析了微观结构对三维打印 SCFRTP 复合材料力学性能的影响。根据实验结果,采用改进的随机顺序吸附(RSA)算法,建立了具有概率密度分布长度纤维和空隙缺陷的三维打印 SCFRTP 复合材料的微观代表体积元素(micro-RVE)。与未考虑空隙缺陷和纤维概率密度分布影响的现有模型相比,本模型(m-RVEfv_d)能更准确、有效地评估三维打印 SCFRTP 复合材料的力学性能。此外,还观察到随着纤维含量的增加,短纤维的平均长度减少,而空隙缺陷的含量增加。当纤维含量小于 5 wt% 时,复合材料的力学性能主要受纤维含量的影响;当纤维含量超过 5 wt% 时,复合材料的力学性能主要受微观缺陷的影响。最后,根据本研究的系统力学分析,提出了实现 SCFRTP 复合材料高力学性能的策略。
{"title":"Systematical mechanical analyses of 3D printed short carbon fiber reinforced polyetheretherketone composites","authors":"Yu-Tong Fu,&nbsp;Jia Li,&nbsp;Fang-Liang Guo,&nbsp;Yuan-Qing Li,&nbsp;Shao-Yun Fu","doi":"10.1016/j.compositesa.2024.108328","DOIUrl":"https://doi.org/10.1016/j.compositesa.2024.108328","url":null,"abstract":"<div><p>Though the micro-structure of 3D printed short carbon fiber reinforced thermoplastic (SCFRTP) composites is well reckoned to have a great influence on their mechanical performances, the existing models are deficient in considering microscopic factors and thus large errors existed in their predictions. In this work, the effects of micro-structure on the mechanical properties of 3D printed SCFRTP composites are systematically analyzed. The microscopic representative volume elements (micro-RVEs) of 3D printed SCFRTP composites with fibers of probability density distributed length and void defects are established using the modified random sequential adsorption (RSA) algorithm based on experimental results. The present model (m-RVE<sub>fv_d</sub>) can evaluate the mechanical performances of 3D printed SCFRTP composites more accurately and effectively compared with the existing models that did not consider the effects of void defects and fiber probability density distributions. In addition, it is observed that as the fiber content increases, the average length of short fibers decreases while the content of void defects increases. When fiber content is less than 5 wt%, the composite mechanical properties are dominated by fiber content; as the fiber content exceeds 5 wt%, the composite mechanical properties are mainly affected by microscopic defects. Finally, a strategy is proposed for achieving high mechanical performance SCFRTP composites based on the systematical mechanical analyses conducted in this work.</p></div>","PeriodicalId":282,"journal":{"name":"Composites Part A: Applied Science and Manufacturing","volume":null,"pages":null},"PeriodicalIF":8.1,"publicationDate":"2024-07-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141539278","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An improved YOLOv8 for fiber bundle segmentation in X-ray computed tomography images of 2.5D composites to build the finite element model 改进 YOLOv8,用于在 2.5D 复合材料的 X 射线计算机断层扫描图像中分割纤维束,以建立有限元模型
IF 8.1 2区 材料科学 Q1 ENGINEERING, MANUFACTURING Pub Date : 2024-06-28 DOI: 10.1016/j.compositesa.2024.108337
Sheng Zhang , Kaiyu Wang , Huajun Zhang , Tong Wang , Xiguang Gao , Yingdong Song , Fang Wang

It is necessary to segment fiber bundles in the reconstruction of the mesoscopic model of ceramic matrix composites using XCT images. Existing methods have great subjectivity, poor recognition accuracy, and heavy workload. To solve this problem, an improved lightweight YOLOv8 was proposed, which is a deep learning approach. By adding Slim-neck and VanillaNet, the complexity of the model was greatly reduced. Additionally, by replacing the loss function of the model with the Wise-IoU loss function, the ability of feature extraction of the model was improved. The effectiveness of the improved YOLOv8 in fiber bundle identification was demonstrated. Finally, a mesoscopic model was reconstructed by XCT images where fiber bundles were segmented by using the improved YOLOv8. The linear elastic modulus of the material was predicted and the error was found to be small, indicating that the improved YOLOv8 can effectively segment fiber bundles and thus reconstruct a high-precision mesoscopic model.

在使用 XCT 图像重建陶瓷基复合材料介观模型时,有必要对纤维束进行分割。现有方法主观性强、识别精度低、工作量大。为解决这一问题,提出了一种改进的轻量级 YOLOv8,这是一种深度学习方法。通过添加 Slim-neck 和 VanillaNet,大大降低了模型的复杂性。此外,通过用 Wise-IoU 损失函数替换模型的损失函数,提高了模型的特征提取能力。改进后的 YOLOv8 在纤维束识别中的有效性得到了验证。最后,通过 XCT 图像重建了介观模型,使用改进的 YOLOv8 对纤维束进行了分割。对材料的线性弹性模量进行了预测,发现误差很小,这表明改进型 YOLOv8 可以有效地分割纤维束,从而重建高精度的介观模型。
{"title":"An improved YOLOv8 for fiber bundle segmentation in X-ray computed tomography images of 2.5D composites to build the finite element model","authors":"Sheng Zhang ,&nbsp;Kaiyu Wang ,&nbsp;Huajun Zhang ,&nbsp;Tong Wang ,&nbsp;Xiguang Gao ,&nbsp;Yingdong Song ,&nbsp;Fang Wang","doi":"10.1016/j.compositesa.2024.108337","DOIUrl":"https://doi.org/10.1016/j.compositesa.2024.108337","url":null,"abstract":"<div><p>It is necessary to segment fiber bundles in the reconstruction of the mesoscopic model of ceramic matrix composites using XCT images. Existing methods have great subjectivity, poor recognition accuracy, and heavy workload. To solve this problem, an improved lightweight YOLOv8 was proposed, which is a deep learning approach. By adding Slim-neck and VanillaNet, the complexity of the model was greatly reduced. Additionally, by replacing the loss function of the model with the Wise-IoU loss function, the ability of feature extraction of the model was improved. The effectiveness of the improved YOLOv8 in fiber bundle identification was demonstrated. Finally, a mesoscopic model was reconstructed by XCT images where fiber bundles were segmented by using the improved YOLOv8. The linear elastic modulus of the material was predicted and the error was found to be small, indicating that the improved YOLOv8 can effectively segment fiber bundles and thus reconstruct a high-precision mesoscopic model.</p></div>","PeriodicalId":282,"journal":{"name":"Composites Part A: Applied Science and Manufacturing","volume":null,"pages":null},"PeriodicalIF":8.1,"publicationDate":"2024-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141582725","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Mechanically anisotropic stretchable and transparent composite substrates for distortion-free display 用于无畸变显示器的机械各向异性可拉伸透明复合基板
IF 8.1 2区 材料科学 Q1 ENGINEERING, MANUFACTURING Pub Date : 2024-06-28 DOI: 10.1016/j.compositesa.2024.108338
Hyeongsu Oh , Jung Hur , Soojin Jeong , Seung-hwan Heo , Dong-chun Lee , Yongtaek Hong , Seungjun Chung , Jonghwi Lee , Jeong Gon Son

Developing new-form factor devices has led to the creation of foldable and rollable displays. However, next-step stretchable devices with shape changes face a new issue different from conventional displays. When the screen is stretched, screen distortion occurs due to the nature of contraction perpendicular to the stretching direction to preserve the volume. To address this issue, we focused on the composite approach with mechanical anisotropy using continuously aligned fiber fillers. In this study, we fabricated transparent mechanically anisotropic stretchable substrates with near-zero Poisson's ratio by incorporating continuous and aligned transparent ribbon arrays within a transparent, stretchable matrix. The aligned ribbon-reinforced composite substrates have mechanical anisotropy by mainly reinforcing stiffness only in the ribbon-aligned direction. When unidirectional stretchable devices in the direction perpendicular to the alignment are developed, the stiffness of the substrate contracting in the ribbon alignment direction is relatively high compared to the vertical direction, and thus the vertical displacement is diminishing, so substrates with Poisson's ratio close to 0 can be realized. Based on this approach, we realized a light-emitting device (LED) array system with near-zero vertical distortion by attaching LED arrays and printed intrinsically stretchable interconnections on our mechanically anisotropic composite substrate.

新型设备的开发催生了可折叠和可卷曲显示器。然而,与传统显示器不同,具有形状变化的下一步可拉伸设备面临着一个新问题。当屏幕被拉伸时,由于垂直于拉伸方向的收缩性质,屏幕会发生变形,以保持体积。为了解决这个问题,我们重点研究了利用连续排列的纤维填充物实现机械各向异性的复合方法。在这项研究中,我们在透明的可拉伸基质中加入了连续排列的透明丝带阵列,从而制造出了机械各向异性的透明可拉伸基质,其泊松比接近零。排列整齐的色带增强复合基板主要在色带排列整齐的方向上增强刚度,从而具有机械各向异性。在开发垂直于排列方向的单向可拉伸设备时,与垂直方向相比,基材在色带排列方向上的收缩刚度相对较高,因此垂直方向上的位移会逐渐减小,从而可以实现泊松比接近 0 的基材。基于这种方法,我们在机械各向异性复合基底上安装了 LED 阵列和印刷的本征可拉伸互连器件,从而实现了垂直变形接近零的发光器件 (LED) 阵列系统。
{"title":"Mechanically anisotropic stretchable and transparent composite substrates for distortion-free display","authors":"Hyeongsu Oh ,&nbsp;Jung Hur ,&nbsp;Soojin Jeong ,&nbsp;Seung-hwan Heo ,&nbsp;Dong-chun Lee ,&nbsp;Yongtaek Hong ,&nbsp;Seungjun Chung ,&nbsp;Jonghwi Lee ,&nbsp;Jeong Gon Son","doi":"10.1016/j.compositesa.2024.108338","DOIUrl":"https://doi.org/10.1016/j.compositesa.2024.108338","url":null,"abstract":"<div><p>Developing new-form factor devices has led to the creation of foldable and rollable displays. However, next-step stretchable devices with shape changes face a new issue different from conventional displays. When the screen is stretched, screen distortion occurs due to the nature of contraction perpendicular to the stretching direction to preserve the volume. To address this issue, we focused on the composite approach with mechanical anisotropy using continuously aligned fiber fillers. In this study, we fabricated transparent mechanically anisotropic stretchable substrates with near-zero Poisson's ratio by incorporating continuous and aligned transparent ribbon arrays within a transparent, stretchable matrix. The aligned ribbon-reinforced composite substrates have mechanical anisotropy by mainly reinforcing stiffness only in the ribbon-aligned direction. When unidirectional stretchable devices in the direction perpendicular to the alignment are developed, the stiffness of the substrate contracting in the ribbon alignment direction is relatively high compared to the vertical direction, and thus the vertical displacement is diminishing, so substrates with Poisson's ratio close to 0 can be realized. Based on this approach, we realized a light-emitting device (LED) array system with near-zero vertical distortion by attaching LED arrays and printed intrinsically stretchable interconnections on our mechanically anisotropic composite substrate.</p></div>","PeriodicalId":282,"journal":{"name":"Composites Part A: Applied Science and Manufacturing","volume":null,"pages":null},"PeriodicalIF":8.1,"publicationDate":"2024-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1359835X2400335X/pdfft?md5=62eca1c41de0283907da287f71945e67&pid=1-s2.0-S1359835X2400335X-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141540090","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Geometry and temperature effects on tensile properties and failure behaviors of open-hole and bolted-joint CF/PEKK composites 几何形状和温度对开孔和螺栓连接 CF/PEKK 复合材料拉伸性能和破坏行为的影响
IF 8.1 2区 材料科学 Q1 ENGINEERING, MANUFACTURING Pub Date : 2024-06-26 DOI: 10.1016/j.compositesa.2024.108336
Xiaoqi Li , Sanjay Kumar , Dong-Wook Hwang , Do-Hoon Shin , Sung-Youl Bae , Yun-Hae Kim

Temperature-dependent tensile properties of carbon-fiber-reinforced polyetherketoneketone (CF/PEKK) composites with varying width-to-diameter (W/D) ratios in open-hole (OH) and bolted joint (BJ) were investigated. CF/PEKK exhibited higher modulus and strength at lower temperature due to restricted polymer chain mobility, and lower values at elevated temperature due to increased polymer ductility. OH net tensile strength decreased with decreasing W/D, with strain retention dropping significantly at W/D ≤ 2. The approximate average strain concentration factor determined from digital image correlation slightly exceeded theoretical values due to semi-crystalline nature of PEKK. Distinct failure behaviors highlighting the complex interplay between temperature, W/D, and failure characteristics. Evaluating W/D and temperature effects on BJ CF/PEKK revealed changing failure modes. Bolted joint efficiency emphasizing the need to optimize W/D ratios above 2 to achieve high efficiency. These findings highlight the geometry and temperature interplay affects CF/PEKK composites, which are crucial for designing high-performance materials, especially for aerospace applications.

研究了不同宽径比(W/D)的碳纤维增强聚醚醚酮(CF/PEKK)复合材料在开孔(OH)和螺栓连接(BJ)中随温度变化的拉伸性能。由于聚合物链的流动性受到限制,CF/PEKK 在低温下表现出较高的模量和强度,而在高温下由于聚合物延展性增加,模量和强度值较低。OH 净拉伸强度随着 W/D 的减小而降低,W/D ≤ 2 时应变保持率显著下降。由于 PEKK 的半结晶性质,通过数字图像相关性确定的近似平均应变集中因子略微超出理论值。不同的失效行为突显了温度、W/D 和失效特性之间复杂的相互作用。评估 W/D 和温度对 BJ CF/PEKK 的影响揭示了不断变化的失效模式。螺栓连接效率强调了优化 W/D 比(2 以上)以实现高效率的必要性。这些发现突显了几何形状和温度相互作用对 CF/PEKK 复合材料的影响,这对于设计高性能材料,尤其是航空航天应用至关重要。
{"title":"Geometry and temperature effects on tensile properties and failure behaviors of open-hole and bolted-joint CF/PEKK composites","authors":"Xiaoqi Li ,&nbsp;Sanjay Kumar ,&nbsp;Dong-Wook Hwang ,&nbsp;Do-Hoon Shin ,&nbsp;Sung-Youl Bae ,&nbsp;Yun-Hae Kim","doi":"10.1016/j.compositesa.2024.108336","DOIUrl":"https://doi.org/10.1016/j.compositesa.2024.108336","url":null,"abstract":"<div><p>Temperature-dependent tensile properties of carbon-fiber-reinforced polyetherketoneketone (CF/PEKK) composites with varying width-to-diameter (<em>W/D</em>) ratios in open-hole (OH) and bolted joint (BJ) were investigated. CF/PEKK exhibited higher modulus and strength at lower temperature due to restricted polymer chain mobility, and lower values at elevated temperature due to increased polymer ductility. OH net tensile strength decreased with decreasing <em>W/D</em>, with strain retention dropping significantly at <em>W/D</em> ≤ 2. The approximate average strain concentration factor determined from digital image correlation slightly exceeded theoretical values due to semi-crystalline nature of PEKK. Distinct failure behaviors highlighting the complex interplay between temperature, <em>W/D</em>, and failure characteristics. Evaluating <em>W/D</em> and temperature effects on BJ CF/PEKK revealed changing failure modes. Bolted joint efficiency emphasizing the need to optimize <em>W/D</em> ratios above 2 to achieve high efficiency. These findings highlight the geometry and temperature interplay affects CF/PEKK composites, which are crucial for designing high-performance materials, especially for aerospace applications.</p></div>","PeriodicalId":282,"journal":{"name":"Composites Part A: Applied Science and Manufacturing","volume":null,"pages":null},"PeriodicalIF":8.1,"publicationDate":"2024-06-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141539279","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Structure-performance relationship of polypropylene/elastomer/carbon black composites as high voltage cable shielding layer 聚丙烯/弹性体/炭黑复合材料作为高压电缆屏蔽层的结构性能关系
IF 8.1 2区 材料科学 Q1 ENGINEERING, MANUFACTURING Pub Date : 2024-06-24 DOI: 10.1016/j.compositesa.2024.108334
Xiyu Zhang , Shixun Hu , Shangshi Huang , Yuxiao Zhou , Wenjia Zhang , Changlong Yang , Chi Yao , Xinhua Dong , Qi Zhang , Mingti Wang , Jun Hu , Qi Li , Jinliang He

As polypropylene (PP) is a competitive insulating material for next generation high-voltage cable, the corresponding PP based cable semi-conductive shielding layer material needs to be developed. This paper developed an excellent material prescription and proposed an analytical method of structure-performance relationship for the application and the evaluation of PP-based cable shielding layer. First, PP/POE/CB and PP/SEBS/CB composites with different carbon black (CB) loading were prepared and their electrical and mechanical properties were compared. Through thermal analysis technique, crystalline property and thermal stability of the composites were studied in detail. And the synchrotron radiation X-ray scattering techniques were employed to analyze the distribution of carbon black in the blend semi-quantitatively. The analysis result turns out the enrichment of carbon black in POE phase and its instability at high temperature limits its application under cable operation conditions. In contrast, PP/SEBS/CB30phr is recommended for lower thermal deformation, lower PTC effect and better mechanical parameters.

聚丙烯(PP)是下一代高压电缆具有竞争力的绝缘材料,因此需要开发相应的聚丙烯基电缆半导电屏蔽层材料。本文为聚丙烯基电缆屏蔽层的应用和评价开发了一种优良的材料处方,并提出了结构性能关系的分析方法。首先,制备了不同炭黑(CB)含量的 PP/POE/CB 和 PP/SEBS/CB 复合材料,并比较了它们的电气和机械性能。通过热分析技术,详细研究了复合材料的结晶特性和热稳定性。并采用同步辐射 X 射线散射技术对混合材料中炭黑的分布进行了半定量分析。分析结果表明,炭黑在 POE 相中的富集及其在高温下的不稳定性限制了其在电缆运行条件下的应用。相比之下,PP/SEBS/CB30phr 具有更低的热变形、更低的 PTC 效应和更好的机械参数,因此值得推荐使用。
{"title":"Structure-performance relationship of polypropylene/elastomer/carbon black composites as high voltage cable shielding layer","authors":"Xiyu Zhang ,&nbsp;Shixun Hu ,&nbsp;Shangshi Huang ,&nbsp;Yuxiao Zhou ,&nbsp;Wenjia Zhang ,&nbsp;Changlong Yang ,&nbsp;Chi Yao ,&nbsp;Xinhua Dong ,&nbsp;Qi Zhang ,&nbsp;Mingti Wang ,&nbsp;Jun Hu ,&nbsp;Qi Li ,&nbsp;Jinliang He","doi":"10.1016/j.compositesa.2024.108334","DOIUrl":"https://doi.org/10.1016/j.compositesa.2024.108334","url":null,"abstract":"<div><p>As polypropylene (PP) is a competitive insulating material for next generation high-voltage cable, the corresponding PP based cable semi-conductive shielding layer material needs to be developed. This paper developed an excellent material prescription and proposed an analytical method of structure-performance relationship for the application and the evaluation of PP-based cable shielding layer. First, PP/POE/CB and PP/SEBS/CB composites with different carbon black (CB) loading were prepared and their electrical and mechanical properties were compared. Through thermal analysis technique, crystalline property and thermal stability of the composites were studied in detail. And the synchrotron radiation X-ray scattering techniques were employed to analyze the distribution of carbon black in the blend semi-quantitatively. The analysis result turns out the enrichment of carbon black in POE phase and its instability at high temperature limits its application under cable operation conditions. In contrast, PP/SEBS/CB30phr is recommended for lower thermal deformation, lower PTC effect and better mechanical parameters.</p></div>","PeriodicalId":282,"journal":{"name":"Composites Part A: Applied Science and Manufacturing","volume":null,"pages":null},"PeriodicalIF":8.1,"publicationDate":"2024-06-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141483158","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Study on the composition-property relationships of basalt fibers based on symbolic regression and physics-informed neural network 基于符号回归和物理信息神经网络的玄武岩纤维成分-属性关系研究
IF 8.1 2区 材料科学 Q1 ENGINEERING, MANUFACTURING Pub Date : 2024-06-24 DOI: 10.1016/j.compositesa.2024.108324
Xiaomeng Wang , Qianhua Kan , Michal Petru , Guozheng Kang

Despite the known influence of chemical composition on the mechanical properties of basalt fibers, a clear understanding of this relationship is lacking. Chemical composition analysis and mechanical property tests are performed on basalt fiber samples. Test data is collected from various countries and regions to expand the dataset. An improved Physics-Informed Neural Network (PINN) approach is specifically designed to address the complexities of this relationship. By incorporating physical models like the Makishima-Mackenzie model, Rocherulle model and a symbolic regression formula, the PINN leverages established physical principles to enhance its ability to understand the underlying mechanisms governing the influence of chemical composition on mechanical properties. This focus on physical mechanisms not only improves the interpretability of the model but also empowers it to make accurate predictions, as evidenced by the high squared correlation coefficients of 0.8767 and 0.8145 between predicted and experimental values of modulus and strength, respectively.

尽管化学成分对玄武岩纤维机械性能的影响众所周知,但对这种关系却缺乏清晰的认识。我们对玄武岩纤维样品进行了化学成分分析和机械性能测试。测试数据收集自不同国家和地区,以扩大数据集。改进的物理信息神经网络(PINN)方法专门用于解决这种关系的复杂性。通过结合牧岛-麦肯齐模型、罗舍鲁尔模型和符号回归公式等物理模型,PINN 利用既定的物理原理,提高了理解化学成分对机械性能影响的内在机制的能力。这种对物理机制的关注不仅提高了模型的可解释性,还使其能够做出准确的预测,模量和强度的预测值与实验值之间分别高达 0.8767 和 0.8145 的平方相关系数就是证明。
{"title":"Study on the composition-property relationships of basalt fibers based on symbolic regression and physics-informed neural network","authors":"Xiaomeng Wang ,&nbsp;Qianhua Kan ,&nbsp;Michal Petru ,&nbsp;Guozheng Kang","doi":"10.1016/j.compositesa.2024.108324","DOIUrl":"https://doi.org/10.1016/j.compositesa.2024.108324","url":null,"abstract":"<div><p>Despite the known influence of chemical composition on the mechanical properties of basalt fibers, a clear understanding of this relationship is lacking. Chemical composition analysis and mechanical property tests are performed on basalt fiber samples. Test data is collected from various countries and regions to expand the dataset. An improved Physics-Informed Neural Network (PINN) approach is specifically designed to address the complexities of this relationship. By incorporating physical models like the Makishima-Mackenzie model, Rocherulle model and a symbolic regression formula, the PINN leverages established physical principles to enhance its ability to understand the underlying mechanisms governing the influence of chemical composition on mechanical properties. This focus on physical mechanisms not only improves the interpretability of the model but also empowers it to make accurate predictions, as evidenced by the high squared correlation coefficients of 0.8767 and 0.8145 between predicted and experimental values of modulus and strength, respectively.</p></div>","PeriodicalId":282,"journal":{"name":"Composites Part A: Applied Science and Manufacturing","volume":null,"pages":null},"PeriodicalIF":8.1,"publicationDate":"2024-06-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141483157","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multifunctional composite phase change materials: Preparation, enhanced properties and applications 多功能复合相变材料:制备、增强性能和应用
IF 8.1 2区 材料科学 Q1 ENGINEERING, MANUFACTURING Pub Date : 2024-06-24 DOI: 10.1016/j.compositesa.2024.108331
Yihang Li , Xiaoguang Zhao , Daokui Li , Xiaochao Zuo , Huaming Yang

Thermal energy harvesting, storage, conversion and utilization technologies based on phase change materials (PCMs) have received widely attention. The intelligent integration of PCMs with functional carriers or nano-additives enables the application of energy such as thermal, light, electricity and magnetism in different fields. Herein, we discuss strategies for the preparation of multifunctional composite PCMs with enhanced properties, including PCMs selection, encapsulation carrier design, thermal performance optimization, and functional integration methods. The latest progress of advanced applications of multifunctional composite PCMs in the fields of thermal management, thermal protection, medical, energy saving, and thermal camouflage is reviewed. The multifunctional design characteristics of PCMs for different applications are emphasized, as well as the relationship between the structure and thermo-physical properties of multifunctional composite PCMs. Finally, the remaining challenges of multifunctional composite PCMs and the fields that need to be broken through for advanced applications are envisioned.

基于相变材料(PCMs)的热能采集、存储、转换和利用技术受到广泛关注。通过将 PCM 与功能载体或纳米添加剂智能集成,可将热能、光能、电能和磁能等能量应用于不同领域。在此,我们将从 PCMs 选择、封装载体设计、热性能优化和功能集成方法等方面探讨制备性能增强型多功能复合 PCMs 的策略。综述了多功能复合 PCM 在热管理、热保护、医疗、节能和热伪装等领域的先进应用的最新进展。重点介绍了不同应用领域 PCM 的多功能设计特点,以及多功能复合 PCM 的结构与热物理性能之间的关系。最后,展望了多功能复合 PCM 尚存在的挑战以及先进应用需要突破的领域。
{"title":"Multifunctional composite phase change materials: Preparation, enhanced properties and applications","authors":"Yihang Li ,&nbsp;Xiaoguang Zhao ,&nbsp;Daokui Li ,&nbsp;Xiaochao Zuo ,&nbsp;Huaming Yang","doi":"10.1016/j.compositesa.2024.108331","DOIUrl":"https://doi.org/10.1016/j.compositesa.2024.108331","url":null,"abstract":"<div><p>Thermal energy harvesting, storage, conversion and utilization technologies based on phase change materials (PCMs) have received widely attention. The intelligent integration of PCMs with functional carriers or nano-additives enables the application of energy such as thermal, light, electricity and magnetism in different fields. Herein, we discuss strategies for the preparation of multifunctional composite PCMs with enhanced properties, including PCMs selection, encapsulation carrier design, thermal performance optimization, and functional integration methods. The latest progress of advanced applications of multifunctional composite PCMs in the fields of thermal management, thermal protection, medical, energy saving, and thermal camouflage is reviewed. The multifunctional design characteristics of PCMs for different applications are emphasized, as well as the relationship between the structure and thermo-physical properties of multifunctional composite PCMs. Finally, the remaining challenges of multifunctional composite PCMs and the fields that need to be broken through for advanced applications are envisioned.</p></div>","PeriodicalId":282,"journal":{"name":"Composites Part A: Applied Science and Manufacturing","volume":null,"pages":null},"PeriodicalIF":8.1,"publicationDate":"2024-06-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141483155","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Concurrent optimisation of structural topology and fibre paths for 3D printing of continuous fibre composites based on chain primitive projection 基于链式基元投影的连续纤维复合材料三维打印结构拓扑和纤维路径的同步优化
IF 8.1 2区 材料科学 Q1 ENGINEERING, MANUFACTURING Pub Date : 2024-06-24 DOI: 10.1016/j.compositesa.2024.108333
Shuai Wang , Jie Liu , Zhelong He , Dongmin Yang

This study proposes a novel topology optimisation method based on the Geometry Projection Topology Optimisation method (GPTO) with the consideration of manufacturing constraints for the 3D printing of continuous fibre reinforced polymer composite structures. The proposed method uses connecting bars in chains to represent the continuous fibre filaments in the composite structure, as opposed to the use of separate bars as primitives. Thus, the method is termed as Chain Projection Topology Optimisation (CPTO), in which the chain-like primitives are equivalent to clusters of real printing paths. The 3D printing paths can be acquired by splitting the primitives evenly, which simplified the printing path design procedure to a great extent. In addition, manufacturing constraints can be easily imposed on the primitives, making it superior to density-based topology optimisation methods. An MBB beam, a cantilever beam, and a bridge case are optimised to demonstrate the CPTO’s efficiency. It was found that the designs by CPTO possess comparable mechanical properties when compared to those by the Solid Orthotropic Material Penalization (SOMP) method while guaranteeing the composite structures are suitable for 3D printing and contain less microscopic defects in the printed fibre filaments.

本研究提出了一种基于几何投影拓扑优化法(GPTO)的新型拓扑优化方法,该方法考虑了连续纤维增强聚合物复合结构三维打印的制造约束。所提出的方法使用链状连接条来表示复合材料结构中的连续纤维丝,而不是使用单独的条作为基元。因此,该方法被称为 "链式投影拓扑优化(CPTO)",其中的链式基元等同于真实打印路径簇。通过均匀分割基元,可以获得三维打印路径,这在很大程度上简化了打印路径的设计过程。此外,还可以方便地在基元上施加制造约束,从而使其优于基于密度的拓扑优化方法。通过对 MBB 梁、悬臂梁和桥梁进行优化,证明了 CPTO 的高效性。研究发现,与固体各向同性材料惩罚(SOMP)方法相比,CPTO 的设计具有相当的力学性能,同时还能保证复合材料结构适合三维打印,并且打印纤维丝中的微观缺陷较少。
{"title":"Concurrent optimisation of structural topology and fibre paths for 3D printing of continuous fibre composites based on chain primitive projection","authors":"Shuai Wang ,&nbsp;Jie Liu ,&nbsp;Zhelong He ,&nbsp;Dongmin Yang","doi":"10.1016/j.compositesa.2024.108333","DOIUrl":"https://doi.org/10.1016/j.compositesa.2024.108333","url":null,"abstract":"<div><p>This study proposes a novel topology optimisation method based on the Geometry Projection Topology Optimisation method (GPTO) with the consideration of manufacturing constraints for the 3D printing of continuous fibre reinforced polymer composite structures. The proposed method uses connecting bars in chains to represent the continuous fibre filaments in the composite structure, as opposed to the use of separate bars as primitives. Thus, the method is termed as Chain Projection Topology Optimisation (CPTO), in which the chain-like primitives are equivalent to clusters of real printing paths. The 3D printing paths can be acquired by splitting the primitives evenly, which simplified the printing path design procedure to a great extent. In addition, manufacturing constraints can be easily imposed on the primitives, making it superior to density-based topology optimisation methods. An MBB beam, a cantilever beam, and a bridge case are optimised to demonstrate the CPTO’s efficiency. It was found that the designs by CPTO possess comparable mechanical properties when compared to those by the Solid Orthotropic Material Penalization (SOMP) method while guaranteeing the composite structures are suitable for 3D printing and contain less microscopic defects in the printed fibre filaments.</p></div>","PeriodicalId":282,"journal":{"name":"Composites Part A: Applied Science and Manufacturing","volume":null,"pages":null},"PeriodicalIF":8.1,"publicationDate":"2024-06-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1359835X24003300/pdfft?md5=3bcdfd9f73042b87dd1d3c325cf47dee&pid=1-s2.0-S1359835X24003300-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141539280","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Synergistic enhancement of strength and toughness of fiber-reinforced composites by constructing biomimetic intermittent porous structure 通过构建仿生物间歇多孔结构协同提高纤维增强复合材料的强度和韧性
IF 8.1 2区 材料科学 Q1 ENGINEERING, MANUFACTURING Pub Date : 2024-06-24 DOI: 10.1016/j.compositesa.2024.108335
Yaozu Hui , Yijie Wang , Xiaoming Chen , Xin Wang , Yanjie Gao , Kaiqiang Wen , Siyi Cheng , Jie Zhang , Jinyou Shao

Achieving a balance between strength and toughness is a vital requirement for the development of high-performance fiber-reinforced composites. Inspired by nature, this study integrates biomimetic intermittent porous carbon nanotubes (PCNT) structure into the composite for synergistically enhancing its strength and toughness. It was found that the interfacial shear strength, interfacial fracture toughness, 45FBT tensile strength, and interlaminar fracture toughness of the intermittent porous structure-coated fiber/resin composites obtained significant increases of 63.4%, 107.7%, 31.2%, and 64.3% than the baseline composites, respectively. The strengthening effect was contributed by the synergistic enhancement of the interfacial bonding areas and mechanical interlocking morphologies, as well as the significant frictional stresses induced by the morphological mismatches between adjacent gaps. The toughening mechanism was associated with the micro-crack formation, the PCNT structure rupture, and the crack deflection during the crack propagation. This work provides a promising pathway to overcome the trade-off between strength and toughness.

实现强度和韧性之间的平衡是开发高性能纤维增强复合材料的重要要求。受大自然的启发,本研究将仿生间歇多孔碳纳米管(PCNT)结构融入复合材料中,以协同增强其强度和韧性。研究发现,间歇多孔结构涂覆纤维/树脂复合材料的界面剪切强度、界面断裂韧性、45FBT 拉伸强度和层间断裂韧性比基线复合材料分别显著提高了 63.4%、107.7%、31.2% 和 64.3%。这种增强效果得益于界面结合区域和机械互锁形态的协同增强,以及相邻间隙之间形态不匹配所引起的显著摩擦应力。增韧机制与微裂纹形成、PCNT 结构断裂以及裂纹扩展过程中的裂纹偏转有关。这项研究为克服强度和韧性之间的权衡问题提供了一条可行的途径。
{"title":"Synergistic enhancement of strength and toughness of fiber-reinforced composites by constructing biomimetic intermittent porous structure","authors":"Yaozu Hui ,&nbsp;Yijie Wang ,&nbsp;Xiaoming Chen ,&nbsp;Xin Wang ,&nbsp;Yanjie Gao ,&nbsp;Kaiqiang Wen ,&nbsp;Siyi Cheng ,&nbsp;Jie Zhang ,&nbsp;Jinyou Shao","doi":"10.1016/j.compositesa.2024.108335","DOIUrl":"https://doi.org/10.1016/j.compositesa.2024.108335","url":null,"abstract":"<div><p>Achieving a balance between strength and toughness is a vital requirement for the development of high-performance fiber-reinforced composites. Inspired by nature, this study integrates biomimetic intermittent porous carbon nanotubes (PCNT) structure into the composite for synergistically enhancing its strength and toughness. It was found that the interfacial shear strength, interfacial fracture toughness, 45FBT tensile strength, and interlaminar fracture toughness of the intermittent porous structure-coated fiber/resin composites obtained significant increases of 63.4%, 107.7%, 31.2%, and 64.3% than the baseline composites, respectively. The strengthening effect was contributed by the synergistic enhancement of the interfacial bonding areas and mechanical interlocking morphologies, as well as the significant frictional stresses induced by the morphological mismatches between adjacent gaps. The toughening mechanism was associated with the micro-crack formation, the PCNT structure rupture, and the crack deflection during the crack propagation. This work provides a promising pathway to overcome the trade-off between strength and toughness.</p></div>","PeriodicalId":282,"journal":{"name":"Composites Part A: Applied Science and Manufacturing","volume":null,"pages":null},"PeriodicalIF":8.1,"publicationDate":"2024-06-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141483159","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The percolation inception of the CNT-polymer nanocomposites with the magneto-electric field effects on the CNT subbands 磁电场对碳纳米管子带影响下的碳纳米管-聚合物纳米复合材料的渗流萌发过程
IF 8.1 2区 材料科学 Q1 ENGINEERING, MANUFACTURING Pub Date : 2024-06-22 DOI: 10.1016/j.compositesa.2024.108332
Mojtaba Haghgoo , Reza Ansari , Mohammad Kazem Hassanzadeh-Aghdam , Jaehwan Kim

The percolation inception of CNT-polymer nanocomposites is studied considering the magneto-electric field effects on CNT subbands. The analytical model predicts the electrical conductivity where CNTs are modeled as slender rods with their geometric orientations as randomly distributed or aligned to transfer electrons at tunneling distance range. The tunneling effect takes into account the electron transmission between every linked pair of CNTs when evaluating electrical resistance. The subsequent CNT displacement computation and the resistance change comprise the other phase of the modeling approach. Piezoresistivity results of the analyses agree well with the experimental data when considering tunneling behavior in the percolation transition zone. The magnetic field enhances the field affected subbands and increases the electrical conductivity by enhancing the mobility of the charges. The results reveal that the efficiency of CNT network in transmitting charges is increased with higher aspect ratio CNTs that scaled the sensitivity to lower values.

考虑到磁场对碳纳米管子带的影响,研究了碳纳米管-聚合物纳米复合材料的渗流萌发。分析模型预测了导电性,其中 CNT 被模拟为细长棒,其几何取向为随机分布或排列,可在隧道距离范围内传输电子。在评估电阻时,隧道效应考虑了每对相连的 CNT 之间的电子传输。随后的 CNT 位移计算和电阻变化构成了建模方法的另一个阶段。在考虑渗滤过渡区的隧道行为时,分析得出的压阻率结果与实验数据十分吻合。磁场增强了受场影响的子带,并通过提高电荷的迁移率提高了导电率。结果表明,随着高宽比碳纳米管的增加,碳纳米管网络传输电荷的效率也会增加,从而使灵敏度降低。
{"title":"The percolation inception of the CNT-polymer nanocomposites with the magneto-electric field effects on the CNT subbands","authors":"Mojtaba Haghgoo ,&nbsp;Reza Ansari ,&nbsp;Mohammad Kazem Hassanzadeh-Aghdam ,&nbsp;Jaehwan Kim","doi":"10.1016/j.compositesa.2024.108332","DOIUrl":"https://doi.org/10.1016/j.compositesa.2024.108332","url":null,"abstract":"<div><p>The percolation inception of CNT-polymer nanocomposites is studied considering the magneto-electric field effects on CNT subbands. The analytical model predicts the electrical conductivity where CNTs are modeled as slender rods with their geometric orientations as randomly distributed or aligned to transfer electrons at tunneling distance range. The tunneling effect takes into account the electron transmission between every linked pair of CNTs when evaluating electrical resistance. The subsequent CNT displacement computation and the resistance change comprise the other phase of the modeling approach. Piezoresistivity results of the analyses agree well with the experimental data when considering tunneling behavior in the percolation transition zone. The magnetic field enhances the field affected subbands and increases the electrical conductivity by enhancing the mobility of the charges. The results reveal that the efficiency of CNT network in transmitting charges is increased with higher aspect ratio CNTs that scaled the sensitivity to lower values.</p></div>","PeriodicalId":282,"journal":{"name":"Composites Part A: Applied Science and Manufacturing","volume":null,"pages":null},"PeriodicalIF":8.1,"publicationDate":"2024-06-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141483153","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Composites Part A: Applied Science and Manufacturing
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1