首页 > 最新文献

Applied Composite Materials最新文献

英文 中文
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。
{"title":"Multiscale Analysis of the Stress and Burst Speed of a Titanium Matrix Composite Ring Considering the Viscoplasticity of the Matrix","authors":"Hanmin Xiao,&nbsp;Xuming Niu,&nbsp;Zhigang Sun,&nbsp;Yulong Wang,&nbsp;Yingdong Song","doi":"10.1007/s10443-024-10256-7","DOIUrl":"10.1007/s10443-024-10256-7","url":null,"abstract":"<div><p>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 <i>load-holding burst speed</i>, 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.</p></div>","PeriodicalId":468,"journal":{"name":"Applied Composite Materials","volume":"31 5","pages":"1711 - 1739"},"PeriodicalIF":2.3,"publicationDate":"2024-08-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142223572","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
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。
{"title":"Cure Kinetic Modelling and Experimental Analysis to Predict Temperature Distribution during Microwave Curing of Carbon Fiber Composites","authors":"Hussain Badshah,&nbsp;Rajeev Kumar,&nbsp;Parmod Kumar,&nbsp;Sunny Zafar","doi":"10.1007/s10443-024-10257-6","DOIUrl":"10.1007/s10443-024-10257-6","url":null,"abstract":"<div><p>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<sup>®</sup> 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.</p><h3>Graphical Abstract</h3><div><figure><div><div><picture><source><img></source></picture></div></div></figure></div></div>","PeriodicalId":468,"journal":{"name":"Applied Composite Materials","volume":"31 5","pages":"1741 - 1766"},"PeriodicalIF":2.3,"publicationDate":"2024-08-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141887282","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
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。
{"title":"A Review of Machine Learning for Progressive Damage Modelling of Fiber-Reinforced Composites","authors":"J. Y. Y. Loh, K. M. Yeoh, K. Raju, V. N. H. Pham, V. B. C. Tan, T. E. Tay","doi":"10.1007/s10443-024-10255-8","DOIUrl":"https://doi.org/10.1007/s10443-024-10255-8","url":null,"abstract":"<p>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.\u0000</p>","PeriodicalId":468,"journal":{"name":"Applied Composite Materials","volume":"42 1","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141783497","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Moisture Absorption Characterization and Mechanical Properties of CFRP Under the Combined Effects of Seawater and Continuous Bending Stress 海水和连续弯曲应力共同作用下 CFRP 的吸湿特性和力学性能
IF 2.3 4区 材料科学 Q3 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-07-25 DOI: 10.1007/s10443-024-10254-9
Han Wang, Jinlu Lin, Yalin Yu, Xiaobiao Zuo, Yuchi Liu, Huiming Ding, Haijin Wang, Yunbo Bi

Composite structures are susceptible to the combined effect of seawater aging and stress load in the marine environment. This paper investigates the moisture absorption and mechanical properties of CFRP immersed in seawater at 70 °C and subjected to sustained bending. The moisture absorption process of CFRP in a moisture-force coupling environment was characterized, and the effect of moisture-force coupling on the bending and tensile properties of laminates was studied. The results show that the maximum moisture content and diffusion coefficient of the sample decrease with the increase of the sustained bending stress level. It is found that the Fick model can better describe the water diffusion process of thicker samples than the Langmuir model. The bending stress causes the post-curing rate of the sample to slow down, and the duration becomes longer. The tensile strength of the sample at a 10.5% stress level exceeds the initial value of 8.62% after immersion for 2016 h. The sustained bending stress aggravated the degradation of the flexural properties. The sample under 30% bending stress decreased by 18.08% after immersion for 2016 h, while the unstressed sample only decreased by 11.90%. An empirical prediction model based on the Fick model and experimental data is proposed to describe the degradation of bending strength, verified by the existing literature data.

复合材料结构在海洋环境中容易受到海水老化和应力载荷的共同影响。本文研究了浸泡在 70 °C 海水中并承受持续弯曲的 CFRP 的吸湿性和力学性能。表征了湿力耦合环境中 CFRP 的吸湿过程,并研究了湿力耦合对层压板弯曲和拉伸性能的影响。结果表明,样品的最大含水量和扩散系数随着持续弯曲应力水平的增加而降低。与 Langmuir 模型相比,Fick 模型能更好地描述较厚样品的水分扩散过程。弯曲应力会导致样品的后固化速度减慢,持续时间变长。浸泡 2016 小时后,样品在 10.5%应力水平下的拉伸强度超过了初始值 8.62%。30% 弯曲应力下的样品在浸泡 2016 小时后降低了 18.08%,而未受应力的样品仅降低了 11.90%。根据菲克模型和实验数据提出了一个经验预测模型来描述弯曲强度的退化,并通过现有的文献数据进行了验证。
{"title":"Moisture Absorption Characterization and Mechanical Properties of CFRP Under the Combined Effects of Seawater and Continuous Bending Stress","authors":"Han Wang, Jinlu Lin, Yalin Yu, Xiaobiao Zuo, Yuchi Liu, Huiming Ding, Haijin Wang, Yunbo Bi","doi":"10.1007/s10443-024-10254-9","DOIUrl":"https://doi.org/10.1007/s10443-024-10254-9","url":null,"abstract":"<p>Composite structures are susceptible to the combined effect of seawater aging and stress load in the marine environment. This paper investigates the moisture absorption and mechanical properties of CFRP immersed in seawater at 70 °C and subjected to sustained bending. The moisture absorption process of CFRP in a moisture-force coupling environment was characterized, and the effect of moisture-force coupling on the bending and tensile properties of laminates was studied. The results show that the maximum moisture content and diffusion coefficient of the sample decrease with the increase of the sustained bending stress level. It is found that the Fick model can better describe the water diffusion process of thicker samples than the Langmuir model. The bending stress causes the post-curing rate of the sample to slow down, and the duration becomes longer. The tensile strength of the sample at a 10.5% stress level exceeds the initial value of 8.62% after immersion for 2016 h. The sustained bending stress aggravated the degradation of the flexural properties. The sample under 30% bending stress decreased by 18.08% after immersion for 2016 h, while the unstressed sample only decreased by 11.90%. An empirical prediction model based on the Fick model and experimental data is proposed to describe the degradation of bending strength, verified by the existing literature data.</p>","PeriodicalId":468,"journal":{"name":"Applied Composite Materials","volume":"41 1","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141783459","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
High-Biocontent Polymer Blends and Their Wood Plastic Composites: Blending, Compatibilization, and Their Recyclability 高生物含量聚合物混合物及其木塑复合材料:混合、相容及其可回收性
IF 2.3 4区 材料科学 Q3 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-07-25 DOI: 10.1007/s10443-024-10253-w
Dylan Jubinville, Hyung-Sool Lee, Tizazu Mekonnen

Poly(lactic acid) (PLA) was melt-blended separately with low concentrations of polypropylene (PP) and low-density polyethylene (LDPE) that maintained the total biopolymer content above 89 wt%. Additionally, a multifunctional reactive chain extender was also incorporated to assess the potential compatibility among the constituents. The blends were exposed up to five reprocessing cycles to simulate recycling, with material collection occurring at one and three recycling stages for characterization. Rheology, thermal, and mechanical properties were then evaluated to assess the processing – properties of the resulting materials. In addition, wood flour powder (≤ 250 μm) was compounded into two different system types (PLA: PP and PLA: LDPE) at 30 and 40 wt% to fabricate high-biopolymer content wood-plastic composites (WPCs). The entire composite was then subjected to up to five recycling cycles to elucidate the effects of recycling on different systems. The simulated recycling process induced crosslinking reactions in the case of LDPE, evidenced by an increase in melt viscosity and changes to the zero-shear viscosity ratio of the blended polymers. In the case of PP, recycling led to reduced viscosity likely attributed to temperature and shear mediated chain scission inducing changes in both the matrix and dispersed phase’s viscosity. The study provided valuable insights into the behavior of the materials and composites undergoing through recycling.

聚乳酸(PLA)分别与低浓度的聚丙烯(PP)和低密度聚乙烯(LDPE)熔融混合,使生物聚合物的总含量保持在 89 wt% 以上。此外,还加入了一种多功能活性扩链剂,以评估各成分之间的潜在兼容性。混合物经过了五次再加工循环,以模拟回收利用,并在一个和三个回收利用阶段收集材料进行表征。然后对流变学、热学和机械性能进行评估,以评价所得材料的加工性能。此外,还将木粉(≤ 250 μm)以 30 和 40 wt% 的比例混入两种不同的体系类型(聚乳酸:聚丙烯和聚乳酸:低密度聚乙烯)中,以制造高生物聚合物含量的木塑复合材料(WPC)。然后对整个复合材料进行多达五次的循环,以阐明循环对不同体系的影响。模拟回收过程诱导了低密度聚乙烯的交联反应,表现为熔体粘度的增加和混合聚合物零剪切粘度比的变化。在聚丙烯中,回收导致粘度降低,这可能是由于温度和剪切力介导的链断裂引起了基体和分散相粘度的变化。这项研究为了解材料和复合材料在回收过程中的行为提供了宝贵的见解。
{"title":"High-Biocontent Polymer Blends and Their Wood Plastic Composites: Blending, Compatibilization, and Their Recyclability","authors":"Dylan Jubinville,&nbsp;Hyung-Sool Lee,&nbsp;Tizazu Mekonnen","doi":"10.1007/s10443-024-10253-w","DOIUrl":"10.1007/s10443-024-10253-w","url":null,"abstract":"<div><p>Poly(lactic acid) (PLA) was melt-blended separately with low concentrations of polypropylene (PP) and low-density polyethylene (LDPE) that maintained the total biopolymer content above 89 wt%. Additionally, a multifunctional reactive chain extender was also incorporated to assess the potential compatibility among the constituents. The blends were exposed up to five reprocessing cycles to simulate recycling, with material collection occurring at one and three recycling stages for characterization. Rheology, thermal, and mechanical properties were then evaluated to assess the processing – properties of the resulting materials. In addition, wood flour powder (≤ 250 μm) was compounded into two different system types (PLA: PP and PLA: LDPE) at 30 and 40 wt% to fabricate high-biopolymer content wood-plastic composites (WPCs). The entire composite was then subjected to up to five recycling cycles to elucidate the effects of recycling on different systems. The simulated recycling process induced crosslinking reactions in the case of LDPE, evidenced by an increase in melt viscosity and changes to the zero-shear viscosity ratio of the blended polymers. In the case of PP, recycling led to reduced viscosity likely attributed to temperature and shear mediated chain scission inducing changes in both the matrix and dispersed phase’s viscosity. The study provided valuable insights into the behavior of the materials and composites undergoing through recycling.</p></div>","PeriodicalId":468,"journal":{"name":"Applied Composite Materials","volume":"31 5","pages":"1625 - 1644"},"PeriodicalIF":2.3,"publicationDate":"2024-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141783462","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Correction: Finite Element Analysis and Machine Learning Guided Design of Carbon Fiber Organosheet-Based Battery Enclosures for Crashworthiness 更正:有限元分析和机器学习指导下的碳纤维有机片电池外壳防撞设计
IF 2.3 4区 材料科学 Q3 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-07-20 DOI: 10.1007/s10443-024-10249-6
Shadab Anwar Shaikh, M. F. N. Taufique, Kranthi Balusu, Shank S. Kulkarni, Forrest Hale, Jonathan Oleson, Ram Devanathan, Ayoub Soulami
{"title":"Correction: Finite Element Analysis and Machine Learning Guided Design of Carbon Fiber Organosheet-Based Battery Enclosures for Crashworthiness","authors":"Shadab Anwar Shaikh,&nbsp;M. F. N. Taufique,&nbsp;Kranthi Balusu,&nbsp;Shank S. Kulkarni,&nbsp;Forrest Hale,&nbsp;Jonathan Oleson,&nbsp;Ram Devanathan,&nbsp;Ayoub Soulami","doi":"10.1007/s10443-024-10249-6","DOIUrl":"10.1007/s10443-024-10249-6","url":null,"abstract":"","PeriodicalId":468,"journal":{"name":"Applied Composite Materials","volume":"31 5","pages":"1497 - 1498"},"PeriodicalIF":2.3,"publicationDate":"2024-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142412614","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Empirical Characterization and Modeling of Cohesive – to – Adhesive Shear Fracture Mode Transition due to Increased Adhesive Layer Thicknesses of Fiber Reinforced Composite Single – Lap Joints 纤维增强复合材料单搭接接头粘合剂层厚度增加导致粘合剂到粘合剂剪切断裂模式转变的经验表征与建模
IF 2.3 4区 材料科学 Q3 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-07-20 DOI: 10.1007/s10443-024-10251-y
Peter E. Caltagirone, Dylan S. Cousins, Dana Swan, David Snowberg, John R. Berger, Aaron P. Stebner

To ensure a strong adhesive bond, most standards and adhesive manufacturers specify a maximum adhesive gap of 1 mm when bonding fiber reinforced composite structures. In manufacturing large components, such as joining two halves of wind turbine blades, meeting this gap tolerance specification is impractical; gaps larger than 10 mm are common in large adhesively bonded composite structures using state-of-the-art manufacturing techniques. Currently, there is a lack of fundamental understanding of the failure mechanics of adhesive gaps larger than 3 mm. To create such understanding, glass fiber – acrylic thermoplastic composite panels bonded using different epoxy adhesives within single-lap joint samples with adhesive thicknesses of 0.1 mm, 0.3 mm, 1 mm, 3 mm, 5 mm, and 10 mm were sheared to failure. A transition from cohesive to adhesive failure was observed to occur about 1 mm to 3 mm joint thicknesses. Plotting the shear stress normalized by the ratio of the joint width to thickness as a function of the joint thickness normalized by the joint length is shown to result in the ability to fit simple empirically derived models of the cohesive-to-adhesive failure transition, regardless of the adhesive. Furthermore, using these normalized variables, all the observed cohesively failed specimens collapse to a single master curve, as do the adhesively failed specimens.

为确保粘合牢固,大多数标准和粘合剂制造商规定,粘合纤维增强复合材料结构时的最大粘合间隙为 1 毫米。在制造大型部件(如连接两半风力涡轮机叶片)时,满足这一间隙公差规范是不切实际的;在采用最先进制造技术的大型粘合复合材料结构中,间隙大于 10 毫米是很常见的。目前,人们对大于 3 毫米的粘合剂间隙的失效机理缺乏基本了解。为了加深对这一问题的理解,我们对使用不同环氧树脂粘合剂粘合的玻璃纤维-丙烯酸热塑性复合材料板材进行了剪切试验,并对粘合剂厚度分别为 0.1 毫米、0.3 毫米、1 毫米、3 毫米、5 毫米和 10 毫米的单缝样品进行了破坏试验。观察到从内聚失效到粘合失效的过渡大约发生在 1 毫米到 3 毫米的接缝厚度之间。将按接缝宽度与厚度之比归一化的剪切应力与按接缝长度归一化的接缝厚度之间的函数关系绘制成图,结果表明,无论使用哪种粘合剂,都能拟合根据经验得出的内聚到粘合失效过渡的简单模型。此外,使用这些归一化变量,所有观察到的内聚失效试样都会折叠成一条主曲线,粘合失效试样也是如此。
{"title":"Empirical Characterization and Modeling of Cohesive – to – Adhesive Shear Fracture Mode Transition due to Increased Adhesive Layer Thicknesses of Fiber Reinforced Composite Single – Lap Joints","authors":"Peter E. Caltagirone,&nbsp;Dylan S. Cousins,&nbsp;Dana Swan,&nbsp;David Snowberg,&nbsp;John R. Berger,&nbsp;Aaron P. Stebner","doi":"10.1007/s10443-024-10251-y","DOIUrl":"10.1007/s10443-024-10251-y","url":null,"abstract":"<div><p>To ensure a strong adhesive bond, most standards and adhesive manufacturers specify a maximum adhesive gap of 1 mm when bonding fiber reinforced composite structures. In manufacturing large components, such as joining two halves of wind turbine blades, meeting this gap tolerance specification is impractical; gaps larger than 10 mm are common in large adhesively bonded composite structures using state-of-the-art manufacturing techniques. Currently, there is a lack of fundamental understanding of the failure mechanics of adhesive gaps larger than 3 mm. To create such understanding, glass fiber – acrylic thermoplastic composite panels bonded using different epoxy adhesives within single-lap joint samples with adhesive thicknesses of 0.1 mm, 0.3 mm, 1 mm, 3 mm, 5 mm, and 10 mm were sheared to failure. A transition from cohesive to adhesive failure was observed to occur about 1 mm to 3 mm joint thicknesses. Plotting the shear stress normalized by the ratio of the joint width to thickness as a function of the joint thickness normalized by the joint length is shown to result in the ability to fit simple empirically derived models of the cohesive-to-adhesive failure transition, regardless of the adhesive. Furthermore, using these normalized variables, all the observed cohesively failed specimens collapse to a single master curve, as do the adhesively failed specimens.\u0000</p></div>","PeriodicalId":468,"journal":{"name":"Applied Composite Materials","volume":"31 5","pages":"1547 - 1570"},"PeriodicalIF":2.3,"publicationDate":"2024-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141744173","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Unsupervised Machine Learning for Automatic Image Segmentation of Impact Damage in CFRP Composites 无监督机器学习用于 CFRP 复合材料冲击损伤的自动图像分割
IF 2.3 4区 材料科学 Q3 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-07-13 DOI: 10.1007/s10443-024-10252-x
Olesya Zhupanska, Pavlo Krokhmal

In this work, a novel unsupervised machine learning (ML) method for automatic image segmentation of low velocity impact damage in carbon fiber reinforced polymer (CFRP) composites has been developed. The method relies on the use of non-parametric statistical models in conjunction with the so-called intensity-based segmentation, enabling one to determine the thresholds of image histograms and isolate the damage. Statistical distance metrics, including the Kullback–Leibler divergence, the Helling distance, and the Renyi divergence are used to formulate and solve optimization problems for finding the thresholds. The developed method enabled rigorous and rapid automatic image segmentation of the grayscale images from the micro computed tomography (micro-CT) scans of the impacted CFRP composites. Sensitivity of the segmentation results with respect to the thresholds obtained using different statistical distances has been investigated. Based on the analysis of the segmentation results, it is concluded that the Kullback-Leibler divergence is the most appropriate statistical measure and should be used for automatic image segmentation of impact damage in CFRP composites.

在这项工作中,开发了一种新型的无监督机器学习(ML)方法,用于对碳纤维增强聚合物(CFRP)复合材料中的低速冲击损伤进行自动图像分割。该方法依赖于非参数统计模型与所谓的基于强度的分割相结合,使人们能够确定图像直方图的阈值并隔离损伤。统计距离度量,包括库尔巴克-莱伯勒发散、海林距离和仁义发散,被用于制定和解决寻找阈值的优化问题。所开发的方法能够对受冲击的 CFRP 复合材料的显微计算机断层扫描(micro-CT)灰度图像进行严格而快速的自动图像分割。研究了分割结果对使用不同统计距离获得的阈值的敏感性。根据对分割结果的分析,得出的结论是库尔贝克-莱布勒发散是最合适的统计量,应该用于 CFRP 复合材料冲击损伤的自动图像分割。
{"title":"Unsupervised Machine Learning for Automatic Image Segmentation of Impact Damage in CFRP Composites","authors":"Olesya Zhupanska, Pavlo Krokhmal","doi":"10.1007/s10443-024-10252-x","DOIUrl":"https://doi.org/10.1007/s10443-024-10252-x","url":null,"abstract":"<p>In this work, a novel unsupervised machine learning (ML) method for automatic image segmentation of low velocity impact damage in carbon fiber reinforced polymer (CFRP) composites has been developed. The method relies on the use of non-parametric statistical models in conjunction with the so-called intensity-based segmentation, enabling one to determine the thresholds of image histograms and isolate the damage. Statistical distance metrics, including the Kullback–Leibler divergence, the Helling distance, and the Renyi divergence are used to formulate and solve optimization problems for finding the thresholds. The developed method enabled rigorous and rapid automatic image segmentation of the grayscale images from the micro computed tomography (micro-CT) scans of the impacted CFRP composites. Sensitivity of the segmentation results with respect to the thresholds obtained using different statistical distances has been investigated. Based on the analysis of the segmentation results, it is concluded that the Kullback-Leibler divergence is the most appropriate statistical measure and should be used for automatic image segmentation of impact damage in CFRP composites.</p>","PeriodicalId":468,"journal":{"name":"Applied Composite Materials","volume":"21 1","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-07-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141610020","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Structural Design of SiCp/A356 Brake Discs Based on Multi-field Coupling and Material Characteristics 基于多场耦合和材料特性的 SiCp/A356 制动盘结构设计
IF 2.3 4区 材料科学 Q3 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-07-13 DOI: 10.1007/s10443-024-10248-7
Pilin Song, Zhiyong Yang, Mengfan Xue, Jiajun Zang, Mengcheng Sun, Shanshan Ye, Huade Sun, Peizhen Li, Zhiqiang Li

The structural design of the brake disc of urban rail trains, especially the design of the heat dissipation rib structure, affects the heat dissipation performance of the brake disc. Unreasonable design can lead to poor heat dissipation performance and generate energy consumption caused by large air-pumping resistance. However, the current structural design method for brake discs does not consider material characteristics and continues with materials such as steel and iron. There is no long-term service performance testing applicable to brake disc service conditions for lightweight and high-strength materials such as aluminum matrix composites. In addition, there is no comprehensive and systematic analysis of the structural design of cooling ribs. Therefore, a structure of SiCp/A356 brake discs for urban rail trains was designed in this work. Different from the previous design method, long-term performance testing of materials was conducted first, and then the heat dissipation performance and energy loss performance of different cooling rib structures were systematically analyzed to select the appropriate cooling rib structure. Based on long-term performance testing results, cooling rib optimization, and material forming process, a new brake disc structure was designed. The thermal-fluid–solid multi-field coupling simulation was conducted on the new structure brake disc under emergency braking and full round-trip conditions, and bench tests were conducted to verify the reliability of the simulation. Based on comprehensive simulation and bench test results, the new structure SiCp/A356 brake disc meets the established operating conditions. This design method considers material properties, multi-field coupling simulation, and engineering practice, which can a provide reference for the design of other brake discs and has high engineering application value.

城轨列车制动盘的结构设计,尤其是散热肋结构的设计,影响着制动盘的散热性能。设计不合理会导致散热性能差,气泵阻力大而产生能耗。然而,目前的制动盘结构设计方法并未考虑材料特性,仍沿用钢和铁等材料。对于铝基复合材料等轻质高强度材料,还没有适用于制动盘使用条件的长期使用性能测试。此外,也没有对冷却肋的结构设计进行全面系统的分析。因此,本研究设计了用于城市轨道交通列车的 SiCp/A356 制动盘结构。与以往的设计方法不同的是,首先对材料进行了长期性能测试,然后系统分析了不同冷却肋结构的散热性能和能量损失性能,从而选择了合适的冷却肋结构。根据长期性能测试结果、冷却肋优化和材料成型工艺,设计出了一种新的制动盘结构。对新结构制动盘进行了紧急制动和全程往返工况下的热-流-固多场耦合仿真,并进行了台架试验以验证仿真的可靠性。根据综合仿真和台架试验结果,新结构 SiCp/A356 制动盘满足既定工作条件。该设计方法综合考虑了材料特性、多场耦合模拟和工程实践,可为其他制动盘的设计提供参考,具有较高的工程应用价值。
{"title":"Structural Design of SiCp/A356 Brake Discs Based on Multi-field Coupling and Material Characteristics","authors":"Pilin Song,&nbsp;Zhiyong Yang,&nbsp;Mengfan Xue,&nbsp;Jiajun Zang,&nbsp;Mengcheng Sun,&nbsp;Shanshan Ye,&nbsp;Huade Sun,&nbsp;Peizhen Li,&nbsp;Zhiqiang Li","doi":"10.1007/s10443-024-10248-7","DOIUrl":"10.1007/s10443-024-10248-7","url":null,"abstract":"<div><p>The structural design of the brake disc of urban rail trains, especially the design of the heat dissipation rib structure, affects the heat dissipation performance of the brake disc. Unreasonable design can lead to poor heat dissipation performance and generate energy consumption caused by large air-pumping resistance. However, the current structural design method for brake discs does not consider material characteristics and continues with materials such as steel and iron. There is no long-term service performance testing applicable to brake disc service conditions for lightweight and high-strength materials such as aluminum matrix composites. In addition, there is no comprehensive and systematic analysis of the structural design of cooling ribs. Therefore, a structure of SiCp/A356 brake discs for urban rail trains was designed in this work. Different from the previous design method, long-term performance testing of materials was conducted first, and then the heat dissipation performance and energy loss performance of different cooling rib structures were systematically analyzed to select the appropriate cooling rib structure. Based on long-term performance testing results, cooling rib optimization, and material forming process, a new brake disc structure was designed. The thermal-fluid–solid multi-field coupling simulation was conducted on the new structure brake disc under emergency braking and full round-trip conditions, and bench tests were conducted to verify the reliability of the simulation. Based on comprehensive simulation and bench test results, the new structure SiCp/A356 brake disc meets the established operating conditions. This design method considers material properties, multi-field coupling simulation, and engineering practice, which can a provide reference for the design of other brake discs and has high engineering application value.</p></div>","PeriodicalId":468,"journal":{"name":"Applied Composite Materials","volume":"31 5","pages":"1515 - 1546"},"PeriodicalIF":2.3,"publicationDate":"2024-07-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141610074","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Enhancing the Impact Resilience of Subzero Composite Laminates by Novel Recycled Milled Hybrid Fillers 利用新型回收铣削混合填料增强零下复合材料层压板的冲击回弹性
IF 2.3 4区 材料科学 Q3 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-07-13 DOI: 10.1007/s10443-024-10244-x
Indhumathi Elango, Arumugam Vellayaraj

Composites reinforced with fibres have a high specific strength and are very rigid, making them useful in the energy, aerospace, and automotive sectors. Composite constructions are susceptible to internal damage and residual strength loss due to unanticipated exterior impacts in the workplace. Addressing the disposal of composite materials sustainably is another persistent challenge. Low-velocity Impact at room temperature, -20 oC and -50 oC temperatures, and post-impact flexural (FAI) behaviour of glass/epoxy composite laminates are studied with the inclusion of recycled milled carbon (rmCF), recycled milled Kevlar (rmKF), and hybrid recycled fibres (rmHF) as fillers. Using ultra-sonication and mechanical stirring procedures, the glass/epoxy laminates were enhanced with 3.5% rmC Fillers, 0.375% rmK Fillers, and 0.375% rmH Fillers by weight of epoxy. The impact force, absorbed energy, residual flexural strength, and growth of damage area were used in investigations of surface roughness and hardness and the crash performances to evaluate the reaction of neat glass epoxy and glass epoxy composites loaded with recycled milled fillers to low-velocity impacts at sub-zero temperatures. With a peak force increase of 97.4%, a damaged area drop of 28%, and a reduction of 30.3% and 54.1% in surface roughness, respectively, the rmHF composites outperformed the baseline samples. The residual flexural strength of rmH filler samples was 14.2% more than that of raw glass epoxy composites during LVI testing, as measured in a 3-point bending test conducted at -20 oC. Recycled milled filler composite has better impact and FAI characteristics, making it a promising material for load-bearing uses in sub-zero temperatures.

用纤维增强的复合材料具有很高的比强度和刚性,因此在能源、航空航天和汽车领域非常有用。在工作场所,复合材料结构很容易因意外的外部撞击而造成内部损坏和残余强度损失。如何以可持续的方式处理复合材料是另一个长期存在的挑战。研究了玻璃/环氧复合材料层压板在室温、-20 oC 和 -50 oC 温度下的低速冲击以及冲击后的挠曲(FAI)行为,并加入了回收的研磨碳(rmCF)、回收的研磨凯夫拉(rmKF)和混合回收纤维(rmHF)作为填料。使用超声波和机械搅拌程序,按环氧树脂重量计,使用 3.5% 的 rmC 填充剂、0.375% 的 rmK 填充剂和 0.375% 的 rmH 填充剂增强了玻璃/环氧层压板。在研究表面粗糙度和硬度以及碰撞性能时,使用了冲击力、吸收能量、残余抗弯强度和损伤面积的增长,以评估纯玻璃环氧树脂和添加了回收研磨填料的玻璃环氧树脂复合材料在零度以下的低速冲击下的反应。rmHF 复合材料的峰值力增加了 97.4%,受损面积减少了 28%,表面粗糙度分别降低了 30.3% 和 54.1%,性能优于基线样品。在零下 20 摄氏度进行的三点弯曲测试中,rmH 填料样品的残余抗弯强度比原玻璃环氧树脂复合材料的残余抗弯强度高出 14.2%。回收的研磨填料复合材料具有更好的冲击和 FAI 特性,因此有望成为零度以下环境中的承重材料。
{"title":"Enhancing the Impact Resilience of Subzero Composite Laminates by Novel Recycled Milled Hybrid Fillers","authors":"Indhumathi Elango, Arumugam Vellayaraj","doi":"10.1007/s10443-024-10244-x","DOIUrl":"https://doi.org/10.1007/s10443-024-10244-x","url":null,"abstract":"<p>Composites reinforced with fibres have a high specific strength and are very rigid, making them useful in the energy, aerospace, and automotive sectors. Composite constructions are susceptible to internal damage and residual strength loss due to unanticipated exterior impacts in the workplace. Addressing the disposal of composite materials sustainably is another persistent challenge. Low-velocity Impact at room temperature, -20 <sup>o</sup>C and -50 <sup>o</sup>C temperatures, and post-impact flexural (FAI) behaviour of glass/epoxy composite laminates are studied with the inclusion of recycled milled carbon (rmCF), recycled milled Kevlar (rmKF), and hybrid recycled fibres (rmHF) as fillers. Using ultra-sonication and mechanical stirring procedures, the glass/epoxy laminates were enhanced with 3.5% rmC Fillers, 0.375% rmK Fillers, and 0.375% rmH Fillers by weight of epoxy. The impact force, absorbed energy, residual flexural strength, and growth of damage area were used in investigations of surface roughness and hardness and the crash performances to evaluate the reaction of neat glass epoxy and glass epoxy composites loaded with recycled milled fillers to low-velocity impacts at sub-zero temperatures. With a peak force increase of 97.4%, a damaged area drop of 28%, and a reduction of 30.3% and 54.1% in surface roughness, respectively, the rmHF composites outperformed the baseline samples. The residual flexural strength of rmH filler samples was 14.2% more than that of raw glass epoxy composites during LVI testing, as measured in a 3-point bending test conducted at -20 <sup>o</sup>C. Recycled milled filler composite has better impact and FAI characteristics, making it a promising material for load-bearing uses in sub-zero temperatures.</p>","PeriodicalId":468,"journal":{"name":"Applied Composite Materials","volume":"84 1","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-07-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141610075","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Applied Composite Materials
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
×
提示
确定
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