Composites Communications最新文献

{"title":"UV-induced transformations and mechanical performance of 3D-printed thermoplastic CFRP, GFRP, and AFRP composites","authors":"Ebrahim Rogha ,&nbsp;Milad Bazli ,&nbsp;Milad Shakiba ,&nbsp;Ali Rajabipour ,&nbsp;Reza Hassanli ,&nbsp;Caleb O. Ojo ,&nbsp;Govind Aryal ,&nbsp;Hamish A. Campbell","doi":"10.1016/j.coco.2025.102591","DOIUrl":"10.1016/j.coco.2025.102591","url":null,"abstract":"<div><div>This study evaluates the effects of UV radiation on the residual flexural properties of 3D-printed continuous carbon (CFRP), glass (GFRP), and aramid (AFRP) fibre-reinforced polymer composites. Flexural properties were assessed after accelerated UV irradiation for 720, 1440, and 2160 h, approximately equivalent to 1, 2, and 3 years of cumulative UV dose in Melbourne, thereby isolating UV‐specific degradation from other weathering factors (moisture, thermal cycling, wind or rain). Scanning Electron Microscopy (SEM) and Fourier Transform Infrared Spectroscopy (FTIR) were used to characterise microstructural and chemical changes. For CFRP and GFRP composites with Onyx® matrix, UV exposure triggered both photodegradation and cross-linking, with the latter dominating and enhancing mechanical strength. Retention values were highest for GFRP composites (up to 147 %), followed by CFRP composites (up to 142 %). In contrast, AFRP composites initially showed improved strength retention at 1440 h of UV exposure (103 %), but overall strength declined after prolonged exposure (94 % at 2160 h). SEM confirmed surface microcracking and embrittlement, while FTIR revealed oxidation and chemical transformation beyond the surface. These results highlight fibre-specific UV degradation responses and offer insights into the long-term performance of 3D-printed thermoplastic composites for outdoor structural applications.</div></div>","PeriodicalId":10533,"journal":{"name":"Composites Communications","volume":"59 ","pages":"Article 102591"},"PeriodicalIF":7.7,"publicationDate":"2025-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145154607","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}

{"title":"Low-dose STS–PEG–chitosan coating on PLCL scaffolds: A multifunctional strategy for endothelialization, anti-inflammation, and antithrombosis in vascular grafts","authors":"Yutong Liu ,&nbsp;Xiaolin Sun ,&nbsp;Yunhuan Li ,&nbsp;Kuihua Zhang ,&nbsp;Zhiyong Yan ,&nbsp;Changlin Zhai ,&nbsp;Jinglei Wu ,&nbsp;Anlin Yin","doi":"10.1016/j.coco.2025.102595","DOIUrl":"10.1016/j.coco.2025.102595","url":null,"abstract":"<div><div>The long-term success of small-diameter vascular grafts remains limited by thrombosis, chronic inflammation, and poor endothelialization. To address these challenges, we developed a multifunctional coating strategy by integrating polyethylene glycol–chitosan (PEG–CS) with low-dose sodium tanshinone IIA sulfonate (STS, 0.01 %) on poly(L-lactide-co-ε-caprolactone) (PLCL) scaffolds. The PEG–CS/STS coating significantly improved hydrophilicity and structural stability, while providing bioactivity that promoted endothelial cell proliferation and alignment. In vitro studies demonstrated markedly reduced platelet adhesion and activation, along with a favorable shift in macrophage polarization toward the anti-inflammatory M2 phenotype. These synergistic effects create a vascular-friendly microenvironment that promotes endothelialization and suppresses thrombosis and inflammation. PEG reduces platelet adsorption, allowing STS to exert its anti-inflammatory effects, while chitosan’s electrostatic interaction with STS supports its stable loading and controlled release, enhancing its bioactivity. Our findings highlight that the PEG-CS/STS modified scaffold effectively integrates endothelialization, immunomodulation, and antithrombotic protection, representing a promising next generation strategy for small diameter vascular grafts.</div></div>","PeriodicalId":10533,"journal":{"name":"Composites Communications","volume":"59 ","pages":"Article 102595"},"PeriodicalIF":7.7,"publicationDate":"2025-09-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145105098","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}

{"title":"Sustainable biocomposites from polybutylene succinate reinforced with glochids: Combining waste valorization with improved material properties and accelerated biodegradability","authors":"Filomena Marchetta ,&nbsp;Lucia D'Arienzo ,&nbsp;Luciano Di Maio ,&nbsp;Luigi Botta ,&nbsp;Maria Chiara Mistretta ,&nbsp;Paola Rizzarelli ,&nbsp;Melania Leanza ,&nbsp;Paola Scarfato","doi":"10.1016/j.coco.2025.102597","DOIUrl":"10.1016/j.coco.2025.102597","url":null,"abstract":"<div><div>This study presents the development and characterization of novel biodegradable biocomposites composed of polybutylene succinate (PBS) reinforced with glochids, a fibrous agro-food waste from <em>Opuntia ficus-indica</em> fruits. With their naturally barbed surface, glochids offer the potential to enhance interfacial adhesion with the polymer matrix, contributing to improved composite performance. The research aligns with circular economy principles by transforming an abundant byproduct into a functional reinforcement, reducing waste while providing sustainable materials entirely derived from renewable resources with enhanced properties. Biocomposites with different glochids loadings (14, 20, and 30 wt%) were prepared using twin-screw extrusion and subjected to comprehensive physical-mechanical characterization (thermal and FT-IR spectroscopy measurements, morphological analyses, tensile tests) and biodegradability analyses in compost. The addition of glochids resulted in improved mechanical properties, including increased Young's modulus (up to a maximum of ca. 70 % for the most loaded system) and stiffness, with an enhancement in heat deflection temperature (HDT) of over 10 °C, suggesting suitability for high-temperature applications. Moreover, despite the fact that glochids induced an initial increase in hydrophobicity, compost burial tests revealed that the natural filler accelerated degradation within 90 days, demonstrating improved end-of-life performance. These findings highlight the potential of PBS/glochids biocomposites as eco-friendly alternatives to conventional plastics for applications such as packaging, consumer goods, and automotive interiors. By promoting waste valorization, these materials align with the principles of a circular economy, fostering more sustainable production and consumption practices.</div></div>","PeriodicalId":10533,"journal":{"name":"Composites Communications","volume":"59 ","pages":"Article 102597"},"PeriodicalIF":7.7,"publicationDate":"2025-09-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145105170","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}

{"title":"Surface modification and binary hybridization of alumina nanospheres for improving the fluidity, thermal conductivity and mechanical properties of epoxy composites","authors":"Jingjing Liu ,&nbsp;Youlan Zhang ,&nbsp;Yang Li ,&nbsp;Wei Li ,&nbsp;Liyong Niu ,&nbsp;Qijie Xu ,&nbsp;Peisong Liu ,&nbsp;Xiaohong Li ,&nbsp;Zhijun Zhang","doi":"10.1016/j.coco.2025.102594","DOIUrl":"10.1016/j.coco.2025.102594","url":null,"abstract":"<div><div>Alumina (Al₂O₃) nanospheres were synthesized by homogeneous precipitation, during which their particle size and distribution could be facilely controlled by adding 2 wt% surfactants, resulting in two kinds of Al₂O₃ with average diameters of 230 and 700 nm. Then both of the Al₂O₃ were modified with silane coupling agent (KH560), and further hybridized into binary systems with different volume ratios to simultaneously enhance the fluidity, thermal conductivity (TC) and mechanical properties of epoxy composites. As expected, the surface modification of 4.0 wt% KH560 significantly decreased the particles agglomerates and viscosity of epoxy/Al₂O₃ composites, and improved their TC and tensile properties by enhanced interface interactions. While the binary hybridization system with 30 vol% small particles could not only construct more effective thermally conductive pathways within epoxy matrix, but also reduce the particle-particle friction by embedding small particles into the gaps of larger ones, leading to increased TC and fluidity of epoxy composites. Finally, the synergistic effect of surface modification and optimized hybridization ratio endowed epoxy/Al₂O₃ composites with low viscosity of 154 Pa·s at a shear rate of 1 s⁻¹, high TC of 2.96 W/m·K and tensile strength of 53 MPa, making them competitive in the fabrication of high-performance thermal interface materials.</div></div>","PeriodicalId":10533,"journal":{"name":"Composites Communications","volume":"59 ","pages":"Article 102594"},"PeriodicalIF":7.7,"publicationDate":"2025-09-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145105100","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}

{"title":"Fluorine-free composite nanofibrous membrane with enhanced far-infrared emissivity, waterproofness, and breathability via electrospinning/spray process","authors":"Qinwen Ouyang ,&nbsp;Mengyao Liu ,&nbsp;Ying Hu ,&nbsp;Fangqing Ge ,&nbsp;Jinbo Huang ,&nbsp;Huifang Zhang ,&nbsp;Yongbo Zhang ,&nbsp;Junlu Sheng ,&nbsp;Yunyun Zhai","doi":"10.1016/j.coco.2025.102593","DOIUrl":"10.1016/j.coco.2025.102593","url":null,"abstract":"<div><div>Far-infrared materials are potentially beneficial for human health, while waterproof and breathable nanofibrous membranes are desirable in the medical and healthcare fields. In this study, electrospun polyacrylonitrile/tourmaline (PAN/TM) was integrated with electrosprayed thermoplastic polyurethane/silicone rubber (TPU/SR) followed by heat treatment to fabricate a waterproof and breathable nanofibrous membrane (PTTS WBM). The PAN/TM membrane provided high porosity for breathability while incorporating TM nanoparticles (NPs) for excellent far-infrared emissivity. SR is a fluorine-free water repellent that improved waterproofness, the bead-on-string structure of TPU formed bonding structure after heat treatment, resulting in reinforced mechanical performance. The results showed the PTTS-3:2 membrane exhibited excellent hydrophobicity with a water contact angle of 139.2°, a desirable far-infrared emissivity of 0.93, and a temperature rise of 2.4 °C. When heat-treated at 120 °C, the mechanical properties were also greatly enhanced with a tensile stress of 12.8 MPa and hydrostatic pressure resistance of 32.2 kPa. Furthermore, the as-prepared heated PTTS-3:2 membrane had excellent corrosion resistance with no substantial morphological changes after immersion in concentrated acidic/alkaline solutions for 12 h. Thus, the multifunctional PTTS WBM combining the far-infrared emissivity was expected to have a wide range of applications in outdoor equipment, protective clothing, healthcare, and other fields.</div></div>","PeriodicalId":10533,"journal":{"name":"Composites Communications","volume":"59 ","pages":"Article 102593"},"PeriodicalIF":7.7,"publicationDate":"2025-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145105104","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}

{"title":"Developing and mapping of thermally-conductive, electrically-insulating composite coatings for thermal management of electronics","authors":"Noam Avtalion ,&nbsp;Shani Ligati Schleifer ,&nbsp;Lucas Luciano Cullari ,&nbsp;Gennady Ziskind ,&nbsp;Oren Regev","doi":"10.1016/j.coco.2025.102592","DOIUrl":"10.1016/j.coco.2025.102592","url":null,"abstract":"<div><div>The aggressively increased density of electronic devices, such as printed circuit boards (PCBs), demands advanced thermal management solutions. In many cases, it is recommended to coat the PCBs to ensure their protection against environmental hazards. However, traditional coatings are thermally insulating, leading to elevated temperatures and reduced performance. For effective thermal management, the coating materials must exhibit high thermal conductivity (TC &gt; 1 W m⁻¹ K⁻¹) and low electrical conductivity (EC &lt; 10⁻⁷ S cm⁻¹) to prevent short circuits while having suitable viscosity in the liquid state to fit the required method of coating. We mapped these coating properties (EC, TC, and rheology) hence suggesting an essential design tool for most thermal management applications. We found that polymer composite-based coating, loaded with boron nitride (BN) and graphite flake (GF) fillers, provides thermal conductivity of up to 7 W m⁻¹ K⁻¹ while maintaining electrical insulation, suggesting an ideal coating for effective thermal management. The analysis of the mapping data revealed that the hybrid GF/BN composite (17:8 GF:BN v/v) is well-suited for tape casting – a common method to coat the PCBs. The composite has a thermal conductivity of 4 W m⁻¹ K⁻¹ while remaining electrically insulating, thermally stable, and mechanically durable. A model PCB was tape-cast by the selected composite and shows a stable decrease of up to 65 °C of the hot spot temperature. It is suggested that mapping the coating properties is instrumental in future thermal management materials development.</div></div>","PeriodicalId":10533,"journal":{"name":"Composites Communications","volume":"59 ","pages":"Article 102592"},"PeriodicalIF":7.7,"publicationDate":"2025-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145118510","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}

{"title":"Designed VO2/ANF/PVA aerogel composite material for adaptive infrared stealth and dynamic thermal regulation","authors":"Mengyao Li ,&nbsp;Changqing Fang ,&nbsp;Youliang Cheng ,&nbsp;Xin Zhang ,&nbsp;Jie Liu ,&nbsp;Kun Xiang ,&nbsp;Yue zhang","doi":"10.1016/j.coco.2025.102589","DOIUrl":"10.1016/j.coco.2025.102589","url":null,"abstract":"<div><div>The rapid advancement of infrared detection technologies poses formidable challenges to conventional stealth materials. However, most existing infrared stealth materials rely on a single mechanism-either surface emissivity modulation or thermal conduction blocking-which limits their capacity to deliver durable and stable performance. Herein, a novel vanadium dioxide (VO₂)/aramid nanofiber (ANF)/polyvinyl alcohol (PVA) aerogel composite was successfully fabricated through a vacuum filtration and freeze-drying process. In this system, ANF and PVA form a robust support framework with exceptional mechanical properties, while VO₂ nanoparticles provide dynamic thermal camouflage properties. The resulting VO₂/ANF/PVA aerogel exhibited a low density of 0.052 ± 0.002 g/cm³, minimal shrinkage rate of 3.5 ± 0.2 %, high porosity of 96.5 ± 0.3 %, substantial compressive stress (0.169 ± 0.001 MPa at 75 % strain), and extremely low thermal conductivity of 0.048 ± 0.003 W/(m·K). Notably, the aerogel demonstrated significant infrared emissivity modulation (from 0.92 to 0.6) across a temperature range of 15–100 °C. As a thermal camouflage coating, it reduced the radiative temperature of a 70 °C object to 17.9 °C while maintaining stable performance for over 2000 s. This study achieved synergistic optimization of material structure and functionality through design of composite structures, offering valuable insights for developing advanced adaptive stealth materials.</div></div>","PeriodicalId":10533,"journal":{"name":"Composites Communications","volume":"59 ","pages":"Article 102589"},"PeriodicalIF":7.7,"publicationDate":"2025-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145105103","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}

{"title":"Design, fabrication, and tribological performance of porous wood-inspired composites modified with functional h-BN and epoxy resin","authors":"Liyuan Zhang ,&nbsp;Conglin Dong ,&nbsp;Chengqing Yuan ,&nbsp;Xiuqin Bai ,&nbsp;Shaoli Jiang","doi":"10.1016/j.coco.2025.102588","DOIUrl":"10.1016/j.coco.2025.102588","url":null,"abstract":"<div><div>The tribology of wood is an ancient subject, yet its underlying mechanisms remain complex and challenging. However, the poor mechanical strength and self-lubricating performance of wood limit its application in specific industries, such as water-lubricated bearings. In this paper, a simple and efficient method was proposed to enhance the comprehensive performance of porous wood (PW). Specifically, hexagonal boron nitride (<em>h</em>-BN) was attached to the walls of wood conduits by a dripping process to enhance its tribological properties. Subsequently, epoxy was used to reinforce the hollow conduit structure to improve deformation resistance. Novel <em>h</em>-BN-curing epoxy/porous wood (HCW) composites were prepared by the <em>h</em>-BN dripping and epoxy curing processes. The influences of the processes on mechanical properties, coefficient of friction (COF), wear morphology, and friction-induced vibration were systematically evaluated. The results showed that the wood-inspired composites treated with 15 cycles of <em>h</em>-BN dripping exhibited superior tribological performance and vibration response. The synergistic effects of <em>h</em>-BN dripping and epoxy curing processes remarkably suppressed fluctuations of frictional excitation forces and the violent wear, thereby improving the vibration reduction characteristics of the wood. This study provides a theoretical and technical basis for the development of amended porous wood-inspired composites aimed at weakening vibration and extending the service life of wood.</div></div>","PeriodicalId":10533,"journal":{"name":"Composites Communications","volume":"59 ","pages":"Article 102588"},"PeriodicalIF":7.7,"publicationDate":"2025-09-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145226937","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}

{"title":"Laser-induced synergistic modifications to enhance mode-I fracture toughness for adhesively bonded thermoset CFRP joints","authors":"Hailang Wan ,&nbsp;Minghui Qi ,&nbsp;Yongbo Yu ,&nbsp;Xiaokun Xu ,&nbsp;Juntao Hu ,&nbsp;Junlin Chen ,&nbsp;Jianping Lin","doi":"10.1016/j.coco.2025.102590","DOIUrl":"10.1016/j.coco.2025.102590","url":null,"abstract":"<div><div>Adhesive bonding has emerged as a critical joining technology for the carbon fiber reinforced polymer (CFRP), however, residual release agents from CFRP demoulding process significantly impair interfacial compatibility with structural adhesives, leading to high risk of interface debonding. This study adopts three treatment methods, including mechanical sanding, plasma and laser treatments, to induce characteristic modifications on CFRP material surface for enhancing adhesive bonding performance of CFRP materials, and mode-I fracture toughness (G_IC) was served as the evaluation metric. Sand and plasma treatments maximally achieve 173 % and 365 % increase in G_IC value compared to untreated joints, respectively. Notably, laser treatment yields an unprecedented 1030 % increase in G_IC value, and exclusively shifts the fracture mode from interface debonding to cohesive fracture. Mechanical sanding causes non-selective material removal and serious damages to matrix fibers, while plasma treatment primarily grafts functional groups of -NH₂ and C-O/C=O. In contrast, laser treatment creates porous protrusion microstructures on CFRP surface, and simultaneously facilitates effective elimination of F-containing contaminants and concentration increasing of O-containing components. Laser-induced synergistic combination of mechanical interlocking and chemical activation underpins the enhancement of cohesive fracture transition and 1030 % G_IC increase. Importantly, laser-treated CFRP surface exhibits quite stable and no apparent decline is found for mode-I G_IC after 72h exposure to atmospheric environment. Our investigation pioneers a comparative analysis of surface modification methods targeting stringent manufacturing requirements of CFRP, and establishes laser treatment as the most industrially viable solution.</div></div>","PeriodicalId":10533,"journal":{"name":"Composites Communications","volume":"59 ","pages":"Article 102590"},"PeriodicalIF":7.7,"publicationDate":"2025-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145154608","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}

{"title":"Hygrothermal-vibration coupled aging prediction of CFRP laminates via multiscale modeling and deep learning","authors":"Na Li ,&nbsp;Dawei Sun ,&nbsp;Zhiwei Xing ,&nbsp;Wanxin Huang ,&nbsp;Qiuhan Wang","doi":"10.1016/j.coco.2025.102584","DOIUrl":"10.1016/j.coco.2025.102584","url":null,"abstract":"<div><div>Carbon fiber reinforced polymer (CFRP) laminates applied in aircraft engine nacelles suffer complex coupled aging effects of hygrothermal and vibration loads, while existing studies rarely consider such multi-physics coupling conditions. This study developed a novel experimental platform capable of simultaneously applying hygrothermal and vibration loads to CFRP laminates, combined with multiscale numerical simulations and deep learning approaches for accurate aging prediction. Experimental tests yield bending performance data under limited aging durations due to time and cost constraints, resulting in coarse fitting curves and insufficient accuracy for performance prediction at arbitrary aging times. Concurrently, continuous monitoring of electrical resistance during aging revealed significant conductivity degradation, providing complementary insight into progressive damage potentially linked to fiber integrity, an aspect often overshadowed by matrix degradation studies. To address these data limitations and capture internal mechanisms, a multiscale finite element method (FEM) model incorporating temperature and humidity-dependent material properties is established to obtain internal stress–strain states and dynamic microscopic damage processes inaccessible through direct experiments. Time-series Generative Adversarial Networks (TimeGAN) augment the experimental dataset, while an improved Gated Recurrent Unit (GRU) -enhanced graph neural network (GNN) captures the temporal evolutions of internal stress–strain and environmental parameters, enabling precise predictions of residual mechanical properties. Validation experiments confirm superior prediction accuracy compared to traditional fitting methods, providing robust guidance for aerospace composite reliability assessment.</div></div>","PeriodicalId":10533,"journal":{"name":"Composites Communications","volume":"59 ","pages":"Article 102584"},"PeriodicalIF":7.7,"publicationDate":"2025-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145105099","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}