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Cutting Force Model of SiCp/Al Composites in Ultrasonic Elliptical Vibration Assisted Cutting with Negative Rake Angle 负耙角超声波椭圆振动辅助切割 SiCp/Al 复合材料的切割力模型
IF 2.3 4区 材料科学 Q3 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-09-12 DOI: 10.1007/s10443-024-10264-7
Limin Zhang, Zhuoshi Wang, Jiakang Zhou, Mingming Lu, Yongsheng Du, Hong Gong

SiCp/Al composites are widely used in many important engineering applications due to their excellent material properties. High-volume fraction SiCp/Al composites are recognised as a typical difficult-to-machining material with significant brittleness, and negative rake angles are more suitable for cutting brittle materials. Ultrasonic elliptical vibration cutting (UEVC) has proven to be a specialised machining method that can improve the machinability of difficult-to-machining materials. Elucidating the influence of the negative rake angle on the dynamic properties of composites during UEVC is therefore particularly important. In this paper, the direction of the combined cutting force is considered separately for negative rake angle tools, as well as UEVC's unique transient cutting thickness, variable cutting angle, transient shear angle and characteristic of friction reversal, a UEVC cutting force model based on negative tool rake angle has been developed. And the deviation of the main cutting force between the experimental value and the theoretical value is less than 15% by systematic turning experiments, which verifies the accuracy of the model. Finally, the influence of different machining parameters on the cutting force is determined using the established model. The results show its effect on the cutting force is more significant when the cutting speed is less than 200 mm/s, other things being equal. In addition, the cutting force tends to decrease significantly as the depth of cut from 5 μm to 20 μm increases. However, the cutting force fluctuated less when the feed was increased. This work provides the benchmark for negative rake angle cutting of SiCp/Al.

SiCp/Al 复合材料因其优异的材料性能而被广泛应用于许多重要的工程领域。高体积分数 SiCp/Al 复合材料被认为是一种典型的难加工材料,具有明显的脆性,而负前角更适合切割脆性材料。事实证明,超声波椭圆振动切割(UEVC)是一种专门的加工方法,可以提高难加工材料的可加工性。因此,阐明负前角在 UEVC 过程中对复合材料动态特性的影响尤为重要。本文分别考虑了负前角刀具的综合切削力方向,以及 UEVC 独特的瞬态切削厚度、可变切削角、瞬态剪切角和摩擦反转特性,建立了基于负前角刀具的 UEVC 切削力模型。通过系统车削实验,主切削力实验值与理论值的偏差小于 15%,验证了模型的准确性。最后,利用建立的模型确定了不同加工参数对切削力的影响。结果表明,在其他条件不变的情况下,当切削速度小于 200 mm/s 时,其对切削力的影响更为显著。此外,随着切削深度从 5 μm 到 20 μm 的增加,切削力有明显下降的趋势。然而,当进给量增加时,切削力波动较小。这项工作为 SiCp/Al 的负前角切削提供了基准。
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引用次数: 0
Experimental and Simulation Analysis of the Mechanical Deterioration Mechanisms in SiCp/A356 Composites Under Thermal Cycling Load 热循环载荷下 SiCp/A356 复合材料机械劣化机理的实验与仿真分析
IF 2.3 4区 材料科学 Q3 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-09-06 DOI: 10.1007/s10443-024-10262-9
Jiajun Zang, Zhiyong Yang, Mengcheng Sun, Zhiqiang Li, Yubo Wang, Shanshan Ye

SiCp/A356 brake discs experience cyclic thermal loading during service, leading to a certain degree of mechanical deterioration in the brake disc material (SiCp/A356 composites), thereby reducing the thermal fatigue resistance of the brake disc, ultimately threatening the braking safety of urban rail trains. To investigate the mechanical deterioration patterns and mechanisms of the SiCp/A356 composites, thermal cycling experiments were conducted, along with simulation methods and microstructural analysis. The results indicate that the upper temperature limit of thermal cycling determines the microstructural damage modes and degree in SiCp/A356 composites, and the damage degree is positively correlated with mechanical deterioration. A temperature of 200 °C is identified as suitable for long-term service of SiCp/A356 composites. Thermal cycling induces thermal mismatch stress and residual stress within the material, serving as the primary driving forces for microstructural damage. Thermal cycling reduces the dislocation density in the near-interface (Al-SiC interface) matrix, improving the material's ductility. However, dislocation accumulation in the matrix far from the interface results in stress concentration, promoting matrix damage and crack formation, thereby compromising mechanical properties. The sole strengthening phase, Mg2Si, is susceptible to aggregation and coarsening, leading to reduced mechanical properties after peak aging. The principal cause of interface crack is the stress concentration caused by dislocation accumulation, ultimately leading to interface failure. This research provides important guidance for the operation and maintenance of SiCp/A356 brake disc.

SiCp/A356 制动盘在使用过程中会承受循环热负荷,导致制动盘材料(SiCp/A356 复合材料)发生一定程度的机械劣化,从而降低制动盘的抗热疲劳性能,最终威胁城市轨道交通列车的制动安全。为了研究 SiCp/A356 复合材料的机械劣化模式和机理,我们进行了热循环实验,并采用模拟方法和微观结构分析。结果表明,热循环的温度上限决定了 SiCp/A356 复合材料的微观结构损伤模式和程度,损伤程度与机械劣化呈正相关。200 °C 的温度适合 SiCp/A356 复合材料的长期使用。热循环会在材料内部产生热错配应力和残余应力,这是微观结构损坏的主要驱动力。热循环降低了近界面(Al-SiC 界面)基体中的位错密度,从而提高了材料的延展性。然而,远离界面的基体中的位错积累会导致应力集中,促进基体损伤和裂纹形成,从而影响机械性能。唯一的强化相 Mg2Si 容易发生聚集和粗化,导致峰值老化后机械性能降低。界面裂纹的主要原因是位错累积造成的应力集中,最终导致界面失效。这项研究为 SiCp/A356 制动盘的操作和维护提供了重要指导。
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引用次数: 0
Design Engineering of High-Energy Absorbent Aircrew Helmet Using 3D Woven Structural Composite 使用三维编织结构复合材料的高能量吸收空勤人员头盔设计工程
IF 2.3 4区 材料科学 Q3 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-09-04 DOI: 10.1007/s10443-024-10261-w
Omender Singh, Shivangi Shukla, Jaya Sharma, B. K. Behera

This study investigated the effectiveness of 3D woven structural composite-based aircrew helmets comprising a 3D woven solid shell and a 3D woven honeycomb liner. This research adopted a structured sequence of steps to integrate desired aircrew helmet properties. The study involved the analysis of 3D woven structural composites through quasistatic compression and dynamic impact tests to assess their compressive strength and impact energy properties, respectively. Initially, the study focuses on optimizing the honeycomb liner by adjusting its structural parameters to improve the compressive strength. The research then delved into the critical role of impact energy, aiming to enhance load transfer to the liner for maximal impact energy absorption. Key findings highlight that the L2T2H3 honeycomb liner configuration, when combined with the OR8L3M shell, significantly improves the protective performance by exhibiting superior impact energy, cushioning properties, and compressive strength. Factors such as weave architecture, impactor geometry, impactor velocity, and face sheet thickness were found to influence the energy absorption capacity, emphasizing the importance of structural design optimization. The combined use of helmet shell and liner components demonstrated superior energy absorption capabilities compared to individual components. This combination suggests a successful approach for achieving enhanced performance in aircrew helmets. By analyzing compressive strength and impact energy, this research contributes to the ongoing efforts to enhance the performance of aircrew helmets, thereby ensuring improved safety and protection for aircrew members operating in high-risk environments.

本研究调查了基于三维编织结构复合材料的空勤人员头盔的有效性,该头盔由三维编织实心外壳和三维编织蜂窝衬垫组成。这项研究采用了一系列结构化步骤,以整合所需的空勤人员头盔特性。研究包括通过准静态压缩和动态冲击试验对三维编织结构复合材料进行分析,分别评估其抗压强度和冲击能量特性。最初,研究重点是通过调整蜂窝衬垫的结构参数来优化蜂窝衬垫,从而提高抗压强度。随后,研究深入探讨了冲击能量的关键作用,旨在加强对衬垫的载荷传递,以最大限度地吸收冲击能量。主要研究结果表明,L2T2H3蜂窝衬垫配置与OR8L3M外壳相结合,可显著提高防护性能,表现出卓越的冲击能量、缓冲性能和抗压强度。研究发现,编织结构、撞击器几何形状、撞击器速度和面片厚度等因素都会影响能量吸收能力,从而强调了结构设计优化的重要性。与单个部件相比,头盔外壳和衬垫部件的组合使用显示出更出色的能量吸收能力。这种组合是提高空勤人员头盔性能的成功方法。通过分析抗压强度和冲击能量,这项研究有助于不断提高空勤人员头盔的性能,从而确保改善在高风险环境中工作的空勤人员的安全和保护。
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引用次数: 0
Numerical Simulation and Preforming Parameters Optimization of Carbon-Kevlar Hybrid Woven Reinforcement Materials Based on Genetic Algorithm 基于遗传算法的碳-凯芙拉混合编织加固材料数值模拟与预成型参数优化
IF 2.3 4区 材料科学 Q3 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-09-02 DOI: 10.1007/s10443-024-10263-8
Sasa Gao, Zuwang Yu, Zhengtao Qu, Zeyu Wang, Hua Xin

Carbon-Kevlar hybrid woven reinforcement materials have high specific strength and modulus, excellent fatigue resistance, which are widely used in aerospace applications. Due to its special mechanical properties by hybridization, the forming quality is affected by various factors such as reinforcement properties and process parameters. In order to improve the forming quality of Carbon-Kevlar hybrid woven reinforcement and reduce the forming defects, this paper proposes a new optimization method combined with genetic algorithm. Taking the maximum shear angle of the preform as the optimization objective, a genetic algorithm is used to optimize the load and size of the tetrahedral structure blank holder. The results indicate that the peak shear angle decreased from 52.14° to 43.90°, while the optimal forces on the five parts of the blank holder are RF1 = 20 N, RF2 = 26 N, RF3 = 45 N, RF4 = 14 N, RF5 = 45 N, respectively, and the optimal gaps between the blank holder parts is BW1 = 4 mm, BW2 = 22 mm. Then, potential wrinkling areas were predicted by the in-plane negative strain. It was found that the minimum in-plane negative strain of the sample in the two main fiber directions was effectively controlled, and the negative strain distribution in the useful areas was more uniform, thereby reducing the potential wrinkling areas, indicating the effectiveness of the optimization method.

碳-凯夫拉混合编织加固材料具有较高的比强度和比模量,以及优异的抗疲劳性能,被广泛应用于航空航天领域。由于其杂化后的特殊力学性能,成型质量受到加固性能和工艺参数等多种因素的影响。为了提高碳-凯芙拉混合编织加固材料的成形质量,减少成形缺陷,本文提出了一种结合遗传算法的新优化方法。以预型件的最大剪切角为优化目标,采用遗传算法优化四面体结构坯料支架的载荷和尺寸。结果表明,峰值剪切角从 52.14°减小到 43.90°,坯料支架五个部分的最佳受力分别为 RF1 = 20 N、RF2 = 26 N、RF3 = 45 N、RF4 = 14 N、RF5 = 45 N,坯料支架各部分之间的最佳间隙为 BW1 = 4 mm、BW2 = 22 mm。然后,通过面内负应变预测潜在的起皱区域。结果发现,试样在两个主要纤维方向上的最小面内负应变得到了有效控制,有用区域的负应变分布更加均匀,从而减少了潜在的起皱区域,说明优化方法是有效的。
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引用次数: 0
Low Velocity Impact Response of Carbon Fiber Composite Laminates with Surface Glass Fibers 带有表面玻璃纤维的碳纤维复合材料层压板的低速冲击响应
IF 2.3 4区 材料科学 Q3 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-08-29 DOI: 10.1007/s10443-024-10259-4
Longquan Xue, Songze Yang, Zhiquan He, Rong Wang, Yangyan Zheng, Nian Li, Kai Zheng, Yi Ren

The sensitivity of carbon fiber composite laminate to impact damage makes impact damage a significant cause of composite material performance degradation. This study aims to investigate the influence of surface glass fibers on carbon fiber composite laminates under low-velocity impact. A user-defined VUMAT subroutine based on the Puck criterion was employed to implement an intralaminar damage model, while a bilinear cohesive model based on quadratic criterion in Abaqus was used to simulate interlaminar damage. By simulating the low-velocity impact behavior of carbon fiber laminates under three energy levels (2 J, 4 J, and 8 J), the predicted mechanical response results were compared with the experimental results from the literature to validate the rationality of the model. The mechanical response and damage evolution under impact loading were studied by adding glass fibers of different angles and thicknesses on the surface layer of carbon fiber laminate. The results show that increasing the thickness of surface glass fibers can effectively enhance the impact resistance of carbon fiber composite laminates, and a single layer glass fibers at 90° provides better protection than at 45°. The results of this study are instructive for the selection of the thickness as well as the angle of the glass fibers on the surface of carbon fiber composite laminates.

碳纤维复合材料层压板对冲击损伤的敏感性使冲击损伤成为复合材料性能退化的重要原因。本研究旨在探讨低速冲击下表面玻璃纤维对碳纤维复合材料层压板的影响。研究采用了基于帕克准则的用户自定义 VUMAT 子程序来实现层内损伤模型,同时使用 Abaqus 中基于二次准则的双线性内聚模型来模拟层间损伤。通过模拟碳纤维层板在三种能量水平(2 J、4 J 和 8 J)下的低速冲击行为,将预测的力学响应结果与文献中的实验结果进行比较,以验证模型的合理性。通过在碳纤维层压板表层添加不同角度和厚度的玻璃纤维,研究了冲击载荷下的机械响应和损伤演变。结果表明,增加表层玻璃纤维的厚度可有效提高碳纤维复合材料层压板的抗冲击性能,而单层 90° 玻璃纤维比 45° 玻璃纤维能提供更好的保护。该研究结果对选择碳纤维复合材料层压板表面玻璃纤维的厚度和角度具有指导意义。
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引用次数: 0
Influence of Substrate Location on Mechanical Behaviour of Glass Fibre Composite Materials with Embedded Printed Electronics 基底位置对嵌入印刷电子元件的玻璃纤维复合材料机械行为的影响
IF 2.3 4区 材料科学 Q3 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-08-29 DOI: 10.1007/s10443-024-10260-x
Rémi Trinta, Julien Brocail, Jean-Baptiste Casimir, Romain Agogué, Lionel Tenchine, Anurag Pisupati, Alexandre Beigbeder

This study investigated the mechanical behaviour of glass fibre epoxy composites with and without an embedded polyethylene terephthalate (PET) substrate used for printed electronic applications, with the mechanical behaviour integrity studied under different loading modes: three-point bending, tensile, and short-beam stress (SBS) tests. The main objective of this study was to investigate the influence of the substrate location within the laminate. Fracture profiles were observed by visual inspection during the mechanical tests and scanning electron microscopy (SEM) after failure to identify differences in the damage mechanisms and their propagation. Tensile tests indicated that embedding the PET substrate did not affect the ultimate strength of the laminate, while the bending and SBS tests indicated that the substrate integration reduced the bending strength and ILSS by 10% and 50%, respectively, depending on the substrate location.

本研究调查了用于印刷电子应用的玻璃纤维环氧复合材料的机械性能,包括嵌入式和未嵌入式聚对苯二甲酸乙二酯(PET)基材。这项研究的主要目的是调查层压板中基材位置的影响。在机械测试过程中通过目测观察断裂情况,并在断裂后使用扫描电子显微镜(SEM)进行观察,以确定损坏机制及其传播的差异。拉伸测试表明,嵌入 PET 基材不会影响层压板的极限强度,而弯曲和 SBS 测试表明,根据基材位置的不同,基材集成会使弯曲强度和 ILSS 分别降低 10%和 50%。
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引用次数: 0
Analysis of Residual Post-Impact Compressive Strength of Composite Laminates Under Hygrothermal Conditions 湿热条件下复合材料层压板的冲击后残余抗压强度分析
IF 2.3 4区 材料科学 Q3 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-08-28 DOI: 10.1007/s10443-024-10258-5
Yue Guan, Shi Yan, Xixi Chen, Yuxuan Zhang, Xin Wang, Hanhua Li, Yun Zhao, Junjun Zhai

This paper is a continuation study of the residual compressive strength of composite laminates after impact under hygrothermal conditions. Two carbon fibre/epoxy plywood specimens with different lay-ups ([45/-45/0/0/45/0/0/0/90/-45/0]s and [45/-45/0/90/0 /0/0/0/90/0/-45/45]s) were investigated, The materials were subjected to 500 h, 1000 h and 2000 h of service time in a climatic chamber at a temperature of 60 °C and 100% relative humidity, followed by low-velocity post-impact compression using an energy level of 15 J. Experimental and numerical simulations are used to study the residual compressive strength and damage extension of the material. Using the ultrasonic C-scan technique, the internal damage of the specimens was scanned, and the damage evolution in impact and compression tests was analysed. Damage evolution in impact and compression tests was investigated using ultrasonic C-scanning to scan the internal damage of the specimens. The strain change maps of the specimens during compression are studied using the Digital Imaging (DIC) technique. Vumat subroutine coded in Fortran and used in commercial software (ABAQUS) for numerical simulation. To study the effect of damage extension of materials on post-impact and post-impact compression for different hygrothermal times. It was found that the residual compressive strength depended on factors such as the material's hygrothermal time and the initial defects in the plywood; that the 90° and ± 45° fibre orientations played a positive role in the material's hygrothermal; that the hygrothermal made the material's damage more catastrophic; and that the buckling of hygrothermal specimens was not only at the impact position, but was also reflected at the edges. In CAI testing, it was found that the hygrothermally treated specimens were damaged similarly to the desiccation treated specimens, but that compression resulted in a flexural position affected by hygrothermal, which determined the material CAI strength.

本文继续研究了复合材料层压板在湿热条件下受到冲击后的残余抗压强度。研究了两种不同层叠结构的碳纤维/环氧胶合板试样([45/-45/0/0/45/0/0/0/90/-45/0]s和[45/-45/0/90/0/0/0/90/0/45/45]s),分别在温度为60 °C、相对湿度为100%的气候箱中使用500小时、1000小时和2000小时,然后使用15 J的能量水平进行低速冲击后压缩。实验和数值模拟用于研究材料的残余抗压强度和损伤扩展。利用超声波 C 扫描技术扫描了试样的内部损伤,并分析了冲击和压缩试验中的损伤演变。利用超声波 C 扫描技术扫描试样的内部损伤,研究了冲击和压缩试验中的损伤演变。使用数字成像(DIC)技术研究了压缩过程中试样的应变变化图。Vumat 子程序采用 Fortran 编码,并在商业软件 (ABAQUS) 中用于数值模拟。研究不同湿热时间下材料的损伤扩展对冲击后和冲击后压缩的影响。结果发现,残余抗压强度取决于材料的湿热时间和胶合板的初始缺陷等因素;90°和± 45°纤维取向对材料的湿热起积极作用;湿热使材料的损伤更具灾难性;湿热试样的屈曲不仅在冲击位置,而且在边缘也有体现。在 CAI 试验中发现,湿热处理试样的损坏情况与干燥处理试样类似,但压缩导致的弯曲位置受到湿热的影响,这决定了材料的 CAI 强度。
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引用次数: 0
Multiscale Analysis of the Stress and Burst Speed of a Titanium Matrix Composite Ring Considering the Viscoplasticity of the Matrix 考虑基体粘弹性的钛基复合材料环应力和爆破速度多尺度分析
IF 2.3 4区 材料科学 Q3 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-08-14 DOI: 10.1007/s10443-024-10256-7
Hanmin Xiao, Xuming Niu, Zhigang Sun, Yulong Wang, Yingdong Song

A multiscale model is developed for stress analysis and burst speed prediction of a titanium matrix composite (TMC) ring. The proposed multiscale model is based on finite-volume directly averaging micromechanics (FVDAM) to connect the TMC ring and the composite microstructure. Moreover, Bodner-Partom’s constitutive model is adopted to characterise the viscoplasticity of the titanium cladding and the matrix. The effects of viscoplasticity on the mechanical behaviour and burst speed of the TMC ring are presented and discussed for the first time via macromechanical and micromechanical analysis. The results suggest that considering the viscoplasticity of the titanium matrix and cladding leads to a decrease in the burst speed of the TMC ring, especially at elevated temperatures such as 315 ℃ and 482 ℃. Burst rupture of the TMC ring also occurs after a certain time in the load-holding stage at these elevated temperatures and a low, constant angular speed, even though no burst rupture is predicted in the loading stage. Hence, the newly defined load-holding burst speed, which is relative to the load-holding time, is predicted at elevated temperatures. The results of the load-holding burst speed provide more comprehensive information on the safety assessment of a TMC ring at elevated temperatures.

为钛基复合材料(TMC)环的应力分析和爆破速度预测建立了一个多尺度模型。所提出的多尺度模型以有限体积直接平均微观力学(FVDAM)为基础,将 TMC 环和复合材料微观结构联系起来。此外,还采用了 Bodner-Partom 构成模型来描述钛包层和基体的粘塑性。通过宏观机械和微观机械分析,首次提出并讨论了粘塑性对 TMC 环的机械性能和爆破速度的影响。结果表明,考虑到钛基体和覆层的粘塑性会降低 TMC 环的爆裂速度,尤其是在 315 ℃ 和 482 ℃ 等高温条件下。在这些高温和低恒定角速度条件下,TMC 环在加载保持阶段经过一段时间后也会发生爆裂,尽管在加载阶段预计不会发生爆裂。因此,新定义的加载保持爆裂速度是相对于加载保持时间而言的,是在高温下预测的。荷载保持爆破速度的结果为 TMC 环在高温下的安全评估提供了更全面的信息。
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引用次数: 0
Cure Kinetic Modelling and Experimental Analysis to Predict Temperature Distribution during Microwave Curing of Carbon Fiber Composites 利用固化动力学模型和实验分析预测碳纤维复合材料微波固化过程中的温度分布
IF 2.3 4区 材料科学 Q3 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-08-02 DOI: 10.1007/s10443-024-10257-6
Hussain Badshah, Rajeev Kumar, Parmod Kumar, Sunny Zafar

In this work, a numerical model was developed to investigate the layer wise temperature distribution during microwave curing to manufacture carbon fiber composites using COMSOL Multiphysics® software package. A multivariable nonlinear regression analysis was conducted to acquire the cure kinetics parameters based on the heating rate. The resulting model demonstrated temperature and percentage degree of cure prediction accuracy within an error margin of 6% and 0.62%, respectively. In addition, a comparison was made between the contour of temperature distribution across different layers. The correlation with experimental and simulation data revealed that uniform heating occurred at 180 W due to a longer cycle time compared to power levels of 360 W, 540 W, and 720 W, in the presence of a standing wave. Conversely, the model indicated a temperature gradient of approximately 8.7 ℃, 10.2 ℃, 24.6 ℃, and 36.6 ℃ between the first and last layer for power levels of 180 W, 360 W, 540 W, and 720 W, respectively. Utilizing a dwell period of 65 s at a temperature of 100 ℃, the gradient between the first and last layer reduced to approximately 5.21 ℃, 7.97 ℃, 8.91 ℃, and 9.04 ℃ for power levels of 180 W, 360 W, 540 W, and 720 W, respectively, at the end of the curing process. Furthermore, a comparative examination of temperature distribution and degree of cure at 180 W revealed a higher degree of cure in regions where the temperature was elevated due to the standing wave.

Graphical Abstract

在这项工作中,使用 COMSOL Multiphysics® 软件包开发了一个数值模型,用于研究微波固化制造碳纤维复合材料过程中的层间温度分布。通过多变量非线性回归分析,获得了基于加热速率的固化动力学参数。结果表明,模型对温度和固化度百分比的预测准确度分别在 6% 和 0.62% 的误差范围内。此外,还对不同层的温度分布轮廓进行了比较。与实验和模拟数据的相关性表明,与 360 W、540 W 和 720 W 的功率水平相比,在存在驻波的情况下,由于周期时间较长,在 180 W 时会出现均匀加热。相反,模型显示,当功率水平为 180 W、360 W、540 W 和 720 W 时,第一层和最后一层之间的温度梯度分别约为 8.7 ℃、10.2 ℃、24.6 ℃ 和 36.6 ℃。在温度为 100 ℃、停留时间为 65 秒的情况下,在固化过程结束时,功率分别为 180 W、360 W、540 W 和 720 W 时,第一层和最后一层之间的温度梯度分别降至约 5.21 ℃、7.97 ℃、8.91 ℃ 和 9.04 ℃。此外,对 180 W 功率下的温度分布和固化程度进行的比较研究表明,在驻波导致温度升高的区域,固化程度更高。
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引用次数: 0
A Review of Machine Learning for Progressive Damage Modelling of Fiber-Reinforced Composites 纤维增强复合材料渐进损伤建模的机器学习综述
IF 2.3 4区 材料科学 Q3 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-07-27 DOI: 10.1007/s10443-024-10255-8
J. Y. Y. Loh, K. M. Yeoh, K. Raju, V. N. H. Pham, V. B. C. Tan, T. E. Tay

The accurate prediction of failure of load-bearing fiber-reinforced structures remains a challenge due to the complex interacting failure modes at multiple length scales. In recent years however, there has been considerable progress, in part due to the increasing sophistication of advanced numerical modelling technology and computational power. Advanced discrete crack and cohesive zone models enable interrogation of failure modes and patterns at high resolution but also come with high computational cost, thus limiting their application to coupons or small-sized components. Adaptively combining high-fidelity with lower fidelity techniques such as smeared crack modelling has been shown to reduce computational costs without sacrificing accuracy. On the other hand, machine learning (ML) technology has also seen an increasing contribution towards failure prediction in composites. Leveraging on large sets of experimental and simulation training data, appropriate application of ML techniques could speed up the failure prediction in composites. While ML has seen many uses in composites, its use in progressive damage is still nascent. Existing use of ML for the progressive damage of composites can be classified into three categories: (i) generation of directly verifiable results, (ii) generation of material input parameters for accurate FE simulations and (iii) uncertainty quantification. Current limitations, challenges and further developments related to ML for progressive damage of composites are expounded on in the discussion section.

由于在多个长度尺度上存在复杂的相互作用失效模式,因此准确预测承重纤维增强结构的失效仍然是一项挑战。不过,近年来已经取得了相当大的进展,部分原因是先进的数值建模技术和计算能力越来越先进。先进的离散裂纹和内聚区模型能够以高分辨率分析失效模式和形态,但计算成本也很高,因此限制了其在试样或小尺寸部件上的应用。事实证明,将高保真与低保真技术(如模糊裂纹建模)进行自适应结合,可在不牺牲精度的情况下降低计算成本。另一方面,机器学习(ML)技术对复合材料失效预测的贡献也越来越大。利用大量实验和模拟训练数据集,适当应用 ML 技术可加快复合材料失效预测的速度。虽然 ML 在复合材料中的应用很多,但其在渐进损伤中的应用仍处于起步阶段。目前在复合材料渐进损伤中使用的 ML 可分为三类:(i) 生成可直接验证的结果;(ii) 生成用于精确 FE 模拟的材料输入参数;(iii) 不确定性量化。讨论部分阐述了当前在复合材料渐进损伤中使用 ML 的局限性、挑战和进一步发展。
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Applied Composite Materials
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