首页 > 最新文献

Functional Composites and Structures最新文献

英文 中文
Effect of immediate curing at elevated temperatures on the tensile and interfacial properties of carbon fiber-epoxy composites 高温立即固化对碳纤维-环氧树脂复合材料拉伸性能和界面性能的影响
IF 2.8 Q2 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-07-01 DOI: 10.1088/2631-6331/ad5b4a
Alexandra Liever, Yingtao Liu and Shreya Vemuganti
Elevated temperature conditions known to improve curing from the onset and during the process of immediate curing are not available in the field, which can hinder the mechanical performance of these strengthening systems. In this study, mechanical testing and material characterization were conducted to identify the effects of subjecting nanomodified epoxy and fiber-reinforced nanomodified epoxy composites to room temperature (RT) (30 °C) and elevated temperature (110 °C) from the onset of curing. Static tensile testing and interfacial adhesion tests were conducted to evaluate the mechanical performance. Differential scanning calorimetry (DSC) and thermogravimetric analysis (TGA) were performed to determine curing characteristics to inform on the immediate curing of nanomodified resins cured under the two temperature conditions. Scanning electron microscopy was performed to identify Carbon nanotube (CNT) dispersion characteristics. Overall, due to the incorporation of CNTs in epoxy, RT curing results in upto 62% increase in strain at failure. By supplying additional energy during immediate curing with elevated temperatures, a 51% increase in strength and 42% increase in Youngs Modulus can be observed in the nanomodified epoxy. In CFRP-epoxy composites, due to the incorporation of CNTs in the epoxy, RT curing results in upto 27% increase in strain at failure. By supplying additional energy during immediate curing with elevated temperatures, upto 133% increase in strain at failure is observed and upto 17% increase in strength is observed. CNTs incorporated in CFRP-epoxy composites demonstrated upto 50% increase in interfacial adhesion whereas supplying additional energy for their immediate curing with elevated temperatures, upto 130% increase in interfacial adhesion was observed. TGA and DSC results supported the mechanical observations and show a need for immediate curing when CNTs are used in epoxy matrices.
众所周知,升高的温度条件可以从一开始和在立即固化的过程中改善固化效果,但现场并不具备这种条件,这可能会妨碍这些增强系统的机械性能。本研究进行了机械测试和材料表征,以确定将纳米改性环氧树脂和纤维增强纳米改性环氧树脂复合材料置于室温(RT)(30 °C)和固化开始时的高温(110 °C)条件下的效果。进行了静态拉伸测试和界面粘附测试,以评估其机械性能。采用差示扫描量热法(DSC)和热重分析法(TGA)测定固化特性,以了解在两种温度条件下固化的纳米改性树脂的即时固化情况。扫描电子显微镜用于确定碳纳米管(CNT)的分散特性。总的来说,由于环氧树脂中加入了碳纳米管,实时固化会导致失效应变增加 62%。通过在高温即时固化过程中提供额外能量,可以观察到纳米改性环氧树脂的强度提高了 51%,杨氏模量提高了 42%。在 CFRP-epoxy 复合材料中,由于环氧树脂中加入了 CNT,实时固化会导致破坏时的应变增加 27%。通过在高温即时固化过程中提供额外能量,可观察到破坏应变增加了 133%,强度增加了 17%。碳纤维增强塑料-环氧树脂复合材料中的碳纳米管显示界面粘附力增加了 50%,而在高温立即固化过程中提供额外能量,则观察到界面粘附力增加了 130%。TGA 和 DSC 结果支持机械观察结果,并表明在环氧树脂基材中使用 CNT 时需要立即固化。
{"title":"Effect of immediate curing at elevated temperatures on the tensile and interfacial properties of carbon fiber-epoxy composites","authors":"Alexandra Liever, Yingtao Liu and Shreya Vemuganti","doi":"10.1088/2631-6331/ad5b4a","DOIUrl":"https://doi.org/10.1088/2631-6331/ad5b4a","url":null,"abstract":"Elevated temperature conditions known to improve curing from the onset and during the process of immediate curing are not available in the field, which can hinder the mechanical performance of these strengthening systems. In this study, mechanical testing and material characterization were conducted to identify the effects of subjecting nanomodified epoxy and fiber-reinforced nanomodified epoxy composites to room temperature (RT) (30 °C) and elevated temperature (110 °C) from the onset of curing. Static tensile testing and interfacial adhesion tests were conducted to evaluate the mechanical performance. Differential scanning calorimetry (DSC) and thermogravimetric analysis (TGA) were performed to determine curing characteristics to inform on the immediate curing of nanomodified resins cured under the two temperature conditions. Scanning electron microscopy was performed to identify Carbon nanotube (CNT) dispersion characteristics. Overall, due to the incorporation of CNTs in epoxy, RT curing results in upto 62% increase in strain at failure. By supplying additional energy during immediate curing with elevated temperatures, a 51% increase in strength and 42% increase in Youngs Modulus can be observed in the nanomodified epoxy. In CFRP-epoxy composites, due to the incorporation of CNTs in the epoxy, RT curing results in upto 27% increase in strain at failure. By supplying additional energy during immediate curing with elevated temperatures, upto 133% increase in strain at failure is observed and upto 17% increase in strength is observed. CNTs incorporated in CFRP-epoxy composites demonstrated upto 50% increase in interfacial adhesion whereas supplying additional energy for their immediate curing with elevated temperatures, upto 130% increase in interfacial adhesion was observed. TGA and DSC results supported the mechanical observations and show a need for immediate curing when CNTs are used in epoxy matrices.","PeriodicalId":12652,"journal":{"name":"Functional Composites and Structures","volume":"5 1","pages":""},"PeriodicalIF":2.8,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141508364","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Synergistic effect of graphene nanoplatelets and titanium dioxide nanopowder-reinforced aluminium nanohybrid composites on mechanical properties 石墨烯纳米片和二氧化钛纳米粉体增强铝纳米杂化复合材料对力学性能的协同效应
IF 2.8 Q2 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-06-26 DOI: 10.1088/2631-6331/ad5925
Rahul Chaurasia and Saroj Kumar Sarangi
Due to their effectiveness, lightweight materials have gained international attention in recent decades, with industrial sectors being the primary users of them. Metal matrix composites with nanohybrid reinforcement are a unique composite system combination that enhances the material’s mechanical qualities. In the present article, the mechanical properties of graphene nanoplatelets (GNP) and titanium dioxide (TiO2)-reinforced aluminium 7075 alloy are discussed with varying weight percentages of reinforcements prepared by the stir casting technique. 1 wt.% GNP with and 3 wt.% TiO2-reinforced composites show optimum properties within the range of reinforcement studied, with a 71.9% increment in tensile strength and an 86.6% improvement in microhardness observed; however, elongation is decreased by 31.7% in contrast to the base alloy. Maximum toughness is found to be in 0.5 wt.% GNP with 1 wt.% TiO2-reinforced nanohybrid composites. XRD results show phase analysis. SEM analysis of the fractured surface reveals a mixture of ductile and brittle fractures.
近几十年来,轻质材料因其有效性而受到国际关注,工业部门是其主要用户。具有纳米杂化增强功能的金属基复合材料是一种独特的复合材料系统组合,可提高材料的机械性能。本文讨论了石墨烯纳米片(GNP)和二氧化钛(TiO2)增强的铝 7075 合金的力学性能,其增强剂的不同重量百分比是通过搅拌铸造技术制备的。1 wt.% GNP 和 3 wt.% TiO2 增强复合材料在所研究的增强范围内显示出最佳性能,拉伸强度提高了 71.9%,显微硬度提高了 86.6%;但与基合金相比,伸长率降低了 31.7%。0.5 wt.% GNP 与 1 wt.% TiO2 增强纳米杂化复合材料的韧性最大。XRD 结果显示了相分析。对断裂表面的 SEM 分析表明存在韧性断裂和脆性断裂。
{"title":"Synergistic effect of graphene nanoplatelets and titanium dioxide nanopowder-reinforced aluminium nanohybrid composites on mechanical properties","authors":"Rahul Chaurasia and Saroj Kumar Sarangi","doi":"10.1088/2631-6331/ad5925","DOIUrl":"https://doi.org/10.1088/2631-6331/ad5925","url":null,"abstract":"Due to their effectiveness, lightweight materials have gained international attention in recent decades, with industrial sectors being the primary users of them. Metal matrix composites with nanohybrid reinforcement are a unique composite system combination that enhances the material’s mechanical qualities. In the present article, the mechanical properties of graphene nanoplatelets (GNP) and titanium dioxide (TiO2)-reinforced aluminium 7075 alloy are discussed with varying weight percentages of reinforcements prepared by the stir casting technique. 1 wt.% GNP with and 3 wt.% TiO2-reinforced composites show optimum properties within the range of reinforcement studied, with a 71.9% increment in tensile strength and an 86.6% improvement in microhardness observed; however, elongation is decreased by 31.7% in contrast to the base alloy. Maximum toughness is found to be in 0.5 wt.% GNP with 1 wt.% TiO2-reinforced nanohybrid composites. XRD results show phase analysis. SEM analysis of the fractured surface reveals a mixture of ductile and brittle fractures.","PeriodicalId":12652,"journal":{"name":"Functional Composites and Structures","volume":"8 1","pages":""},"PeriodicalIF":2.8,"publicationDate":"2024-06-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141508366","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Experimental and finite element analysis of tensile properties of oil palm trunk im–pregnated with epoxy 环氧树脂浸渍油棕树干拉伸性能的实验和有限元分析
IF 2.8 Q2 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-06-20 DOI: 10.1088/2631-6331/ad540d
F Nik Wan, A Abubakar, M J Suriani, A M Saat, A Fitriadhy, W M N Wan Nik, M S Abdul Majid, Z Z Mukhtar, R A Ilyas, N Mohd Nurazzi and M N F Norrrahim
This research focuses on determining the elastic properties from the development of a three-dimensional constitutive model of impregnated oil palm trunk reinforced with epoxy (OPTE) composite. The research aims to simulate the tensile behaviour of OPTE composite for finite element analysis and compared with the OPTE experimental results, respectively. The OPTE composites were manufactured by using one of the vacuum infusion techniques namely the vacuum-assisted resin transfer moulding technique. In this research, OPTE composite is considered as a unidirectional fibre due to the wood board in the resin. Tensile tests were conducted to provide the material properties as inputs into three-dimensional constitutive model. The tensile test was performed according to ASTM D3039. The test was divided into three zones including zone I (outer), zone II (middle) and zone III (inner). The three elastic constants (elastic modulus, shear modulus and Poisson’s ratio) of material properties were obtained from the tensile test data and theoretical equation. The model was developed in Abaqus software. The results from finite element method (FEM) were compared with the experimental results. There was a good agreement and promising results between FEM and the experimental data.
本研究的重点是通过建立环氧树脂浸渍油棕树干增强(OPTE)复合材料的三维构成模型来确定其弹性特性。研究旨在通过有限元分析模拟 OPTE 复合材料的拉伸行为,并分别与 OPTE 的实验结果进行比较。OPTE 复合材料是通过真空灌注技术(即真空辅助树脂传递模塑技术)制造的。在这项研究中,由于树脂中含有木板,OPTE 复合材料被视为单向纤维。进行拉伸试验是为了提供材料特性,作为三维构成模型的输入。拉伸试验根据 ASTM D3039 标准进行。试验分为三个区域,包括 I 区(外侧)、II 区(中间)和 III 区(内侧)。材料特性的三个弹性常数(弹性模量、剪切模量和泊松比)是根据拉伸试验数据和理论方程求得的。模型是在 Abaqus 软件中建立的。将有限元法(FEM)得出的结果与实验结果进行了比较。结果表明,有限元法与实验数据之间存在良好的一致性,结果令人满意。
{"title":"Experimental and finite element analysis of tensile properties of oil palm trunk im–pregnated with epoxy","authors":"F Nik Wan, A Abubakar, M J Suriani, A M Saat, A Fitriadhy, W M N Wan Nik, M S Abdul Majid, Z Z Mukhtar, R A Ilyas, N Mohd Nurazzi and M N F Norrrahim","doi":"10.1088/2631-6331/ad540d","DOIUrl":"https://doi.org/10.1088/2631-6331/ad540d","url":null,"abstract":"This research focuses on determining the elastic properties from the development of a three-dimensional constitutive model of impregnated oil palm trunk reinforced with epoxy (OPTE) composite. The research aims to simulate the tensile behaviour of OPTE composite for finite element analysis and compared with the OPTE experimental results, respectively. The OPTE composites were manufactured by using one of the vacuum infusion techniques namely the vacuum-assisted resin transfer moulding technique. In this research, OPTE composite is considered as a unidirectional fibre due to the wood board in the resin. Tensile tests were conducted to provide the material properties as inputs into three-dimensional constitutive model. The tensile test was performed according to ASTM D3039. The test was divided into three zones including zone I (outer), zone II (middle) and zone III (inner). The three elastic constants (elastic modulus, shear modulus and Poisson’s ratio) of material properties were obtained from the tensile test data and theoretical equation. The model was developed in Abaqus software. The results from finite element method (FEM) were compared with the experimental results. There was a good agreement and promising results between FEM and the experimental data.","PeriodicalId":12652,"journal":{"name":"Functional Composites and Structures","volume":"28 1","pages":""},"PeriodicalIF":2.8,"publicationDate":"2024-06-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141508365","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multi-objective optimization of glass/carbon hybrid composites for small wind turbine blades using extreme mixture design response surface methodology 利用极端混合物设计响应面方法对用于小型风力涡轮机叶片的玻璃/碳混合复合材料进行多目标优化
IF 2.8 Q2 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-06-03 DOI: 10.1088/2631-6331/ad45a7
Suhaib Mohammed and Raghuram L Naik
Small wind turbines (SWTs) are a prominent renewable energy technology for decentralized power generation. Blade material and its profile are vital parameters for the aerodynamic performance of SWTs. Traditionally E-glass fiber-reinforced composites (FRCs) are the widely accepted material for developing SWT blades. However, its application is limited by moderate tensile and fatigue properties. Alternatively, other FRC materials such as carbon, basalt and natural fiber composites are proposed as future materials for SWT blades. However, individual materials are observed to satisfy the requirements partially. Therefore, the hybridization of these materials, particularly Glass/Carbon composites is foreseen as a prospective solution for developing cost-competitive and high-strength SWT blades. There are various studies performed to obtain optimized glass/carbon hybrid composites. However, overall material properties required for SWT blades such as low cost, lightweight, moderate flexural strength and higher tensile and fatigue strengths have not been considered simultaneously during the optimization process. This work presents multi-objective optimization of Glass/Carbon hybrid composites using extreme mixture design response surface methodology (RSM) for SWT applications. The weight percentages of glass and carbon fibers are optimized to achieve desired material properties for SWT blades. The experiments are planned using extreme mixture design RSM and the regression models for desired material properties are developed with a 95% confidence level. RSM-based desirability function is employed to perform multi-objective optimization. Maximum composite desirability of 93.5% is achieved with optimal proportions of 37.9% and 27.1% for glass and carbon fibers respectively. An adequate tensile, flexural and fatigue strengths of 486.02, 435.41 and 316.27 MPa respectively are obtained for optimized glass/carbon hybrid composite at an optimum cost of 2228.76 Rs Kg−1 and density of 3.39 g cm−3. The regression models and optimization results are validated through a confirmation experiment with an error of less than 6.1%.
小型风力涡轮机(SWT)是一种用于分散式发电的重要可再生能源技术。叶片材料及其轮廓是影响小型风力涡轮机空气动力性能的重要参数。传统上,玻璃纤维增强复合材料(FRC)是开发小型风力涡轮机叶片的公认材料。然而,由于其拉伸和疲劳性能一般,其应用受到限制。此外,其他 FRC 材料(如碳纤维、玄武岩纤维和天然纤维复合材料)也被提议作为未来 SWT 叶片的材料。然而,单种材料只能满足部分要求。因此,这些材料的混合,尤其是玻璃/碳复合材料的混合,被认为是开发具有成本竞争力的高强度 SWT 叶片的一种前瞻性解决方案。为了获得最佳的玻璃/碳混合复合材料,已经进行了各种研究。然而,在优化过程中,并没有同时考虑 SWT 叶片所需的整体材料特性,如低成本、轻质、适中的抗弯强度以及较高的拉伸和疲劳强度。本研究采用极端混合物设计响应面方法(RSM)对玻璃/碳混合复合材料进行多目标优化,以满足 SWT 的应用要求。对玻璃纤维和碳纤维的重量百分比进行了优化,以达到 SWT 叶片所需的材料性能。实验采用极端混合物设计响应面法(RSM)进行规划,并建立了置信度为 95% 的理想材料特性回归模型。采用基于 RSM 的可取性函数进行多目标优化。玻璃纤维和碳纤维的最佳比例分别为 37.9% 和 27.1%,复合材料的最大理想度达到 93.5%。在最佳成本为 2228.76 Rs Kg-1 和密度为 3.39 g cm-3 的条件下,优化后的玻璃/碳混合复合材料获得了足够的拉伸、弯曲和疲劳强度,分别为 486.02、435.41 和 316.27 MPa。通过确认实验验证了回归模型和优化结果,误差小于 6.1%。
{"title":"Multi-objective optimization of glass/carbon hybrid composites for small wind turbine blades using extreme mixture design response surface methodology","authors":"Suhaib Mohammed and Raghuram L Naik","doi":"10.1088/2631-6331/ad45a7","DOIUrl":"https://doi.org/10.1088/2631-6331/ad45a7","url":null,"abstract":"Small wind turbines (SWTs) are a prominent renewable energy technology for decentralized power generation. Blade material and its profile are vital parameters for the aerodynamic performance of SWTs. Traditionally E-glass fiber-reinforced composites (FRCs) are the widely accepted material for developing SWT blades. However, its application is limited by moderate tensile and fatigue properties. Alternatively, other FRC materials such as carbon, basalt and natural fiber composites are proposed as future materials for SWT blades. However, individual materials are observed to satisfy the requirements partially. Therefore, the hybridization of these materials, particularly Glass/Carbon composites is foreseen as a prospective solution for developing cost-competitive and high-strength SWT blades. There are various studies performed to obtain optimized glass/carbon hybrid composites. However, overall material properties required for SWT blades such as low cost, lightweight, moderate flexural strength and higher tensile and fatigue strengths have not been considered simultaneously during the optimization process. This work presents multi-objective optimization of Glass/Carbon hybrid composites using extreme mixture design response surface methodology (RSM) for SWT applications. The weight percentages of glass and carbon fibers are optimized to achieve desired material properties for SWT blades. The experiments are planned using extreme mixture design RSM and the regression models for desired material properties are developed with a 95% confidence level. RSM-based desirability function is employed to perform multi-objective optimization. Maximum composite desirability of 93.5% is achieved with optimal proportions of 37.9% and 27.1% for glass and carbon fibers respectively. An adequate tensile, flexural and fatigue strengths of 486.02, 435.41 and 316.27 MPa respectively are obtained for optimized glass/carbon hybrid composite at an optimum cost of 2228.76 Rs Kg−1 and density of 3.39 g cm−3. The regression models and optimization results are validated through a confirmation experiment with an error of less than 6.1%.","PeriodicalId":12652,"journal":{"name":"Functional Composites and Structures","volume":"43 1","pages":""},"PeriodicalIF":2.8,"publicationDate":"2024-06-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141258389","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Analysing the shape memory behaviour of MWCNT-enhanced nanocomposites: a comparative study between experimental and finite element analysis 分析 MWCNT 增强纳米复合材料的形状记忆行为:实验与有限元分析的比较研究
IF 2.8 Q2 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-05-13 DOI: 10.1088/2631-6331/ad45a9
Ritesh Gupta, Gaurav Mittal, Krishna Kumar and Upender Pandel
Shape memory polymers (SMPs) are known for their unique ability to withstand large deformations and revert to their original shape under specific external stimuli. However, their broader application in biomedical and structural applications is restricted by limited mechanical and thermal properties. Introducing multi-walled carbon nanotubes (MWCNTs) into SMPs has proven to significantly enhance these characteristics without affecting their inherent shape memory features. This study investigates shape memory nanocomposites (SMNCs) through dynamic and thermogravimetric analyses, along with tensile, flexural, and shape memory testing, and explores fracture interfaces using scanning electron microscopy. Findings indicate optimal shape memory, thermal, and mechanical properties with 0.6 wt% MWCNT content, showcasing a shape recovery ratio of 93.11%, storage modulus of 4127.63 MPa, tensile strength of 55 MPa, and flexural strength of 107.94 MPa. Moreover, incorporating MWCNTs into epoxy demonstrated a reduction in recovery times by up to 50% at 0.6 wt% concentration. Despite a slight decrease in shape fixity ratio from 98.77% to 92.11%, shape recoverability remained nearly consistent across all samples. The study also introduces a novel finite element (FE) method in ABAQUS for modeling the thermomechanical behavior of SMNCs, incorporating viscoelasticity, validated by matching experimental results with FE simulations, highlighting its accuracy and practical applicability in engineering.
众所周知,形状记忆聚合物(SMP)具有独特的能力,能够承受较大的变形,并在特定的外部刺激下恢复到原来的形状。然而,由于机械和热性能有限,它们在生物医学和结构应用领域的广泛应用受到了限制。事实证明,在 SMP 中引入多壁碳纳米管(MWCNTs)可显著增强这些特性,而不会影响其固有的形状记忆特性。本研究通过动态和热重分析以及拉伸、弯曲和形状记忆测试,对形状记忆纳米复合材料(SMNC)进行了研究,并使用扫描电子显微镜对断裂界面进行了探索。研究结果表明,当 MWCNT 含量为 0.6 wt% 时,其形状记忆、热和机械性能均达到最佳状态,形状恢复比为 93.11%,存储模量为 4127.63 兆帕,拉伸强度为 55 兆帕,弯曲强度为 107.94 兆帕。此外,在环氧树脂中加入 0.6 wt% 浓度的 MWCNTs 后,恢复时间最多可缩短 50%。尽管形状固定率从 98.77% 微降至 92.11%,但所有样品的形状可恢复性几乎保持一致。研究还在 ABAQUS 中引入了一种新的有限元(FE)方法,用于模拟 SMNC 的热机械行为,该方法结合了粘弹性,并通过将实验结果与 FE 模拟相匹配进行了验证,突出了其准确性和在工程中的实际应用性。
{"title":"Analysing the shape memory behaviour of MWCNT-enhanced nanocomposites: a comparative study between experimental and finite element analysis","authors":"Ritesh Gupta, Gaurav Mittal, Krishna Kumar and Upender Pandel","doi":"10.1088/2631-6331/ad45a9","DOIUrl":"https://doi.org/10.1088/2631-6331/ad45a9","url":null,"abstract":"Shape memory polymers (SMPs) are known for their unique ability to withstand large deformations and revert to their original shape under specific external stimuli. However, their broader application in biomedical and structural applications is restricted by limited mechanical and thermal properties. Introducing multi-walled carbon nanotubes (MWCNTs) into SMPs has proven to significantly enhance these characteristics without affecting their inherent shape memory features. This study investigates shape memory nanocomposites (SMNCs) through dynamic and thermogravimetric analyses, along with tensile, flexural, and shape memory testing, and explores fracture interfaces using scanning electron microscopy. Findings indicate optimal shape memory, thermal, and mechanical properties with 0.6 wt% MWCNT content, showcasing a shape recovery ratio of 93.11%, storage modulus of 4127.63 MPa, tensile strength of 55 MPa, and flexural strength of 107.94 MPa. Moreover, incorporating MWCNTs into epoxy demonstrated a reduction in recovery times by up to 50% at 0.6 wt% concentration. Despite a slight decrease in shape fixity ratio from 98.77% to 92.11%, shape recoverability remained nearly consistent across all samples. The study also introduces a novel finite element (FE) method in ABAQUS for modeling the thermomechanical behavior of SMNCs, incorporating viscoelasticity, validated by matching experimental results with FE simulations, highlighting its accuracy and practical applicability in engineering.","PeriodicalId":12652,"journal":{"name":"Functional Composites and Structures","volume":"36 1","pages":""},"PeriodicalIF":2.8,"publicationDate":"2024-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140934401","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development of latex/zinc oxide compounds with antibacterial properties for applications in biomedical engineering 开发具有抗菌特性的乳胶/氧化锌化合物,应用于生物医学工程
IF 2.8 Q2 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-05-12 DOI: 10.1088/2631-6331/ad45a8
G Durango-Giraldo, C Zapata-Hernandez, J F Santa and R Buitrago-Sierra
Natural rubber latex (NRL)—a polymer extracted from the rubber tree (Hevea brasiliensis)—has been used in multiple biomedical applications but does not have antibacterial properties. In this work, ZnO nanoparticles with two different morphologies were synthesized and added to NRL at different concentrations in order to evaluate the antibacterial properties of the resulting compounds. The characterization results obtained by electron microscopy and x-ray diffraction showed nanoparticles with spherical (mean size 69 ± 17 nm) and sheet morphology (mean size 154 ± 46 nm) with Wurtzite crystalline phase for both nanomaterials, respectively. The results of antibacterial tests showed that both compounds are effective against E. coli, and the reduction in bacterial viability was 90.3% and 96.4% for sheets and spherical nanomaterials, respectively. In the case of S. aureus, bacterial viability was reduced in both cases. The greatest antibacterial activity was evidenced in the nanoparticles with spherical morphology.
天然橡胶胶乳(NRL)是从橡胶树(Hevea brasiliensis)中提取的聚合物,已被用于多种生物医学应用,但不具有抗菌特性。在这项工作中,我们合成了两种不同形态的氧化锌纳米粒子,并以不同浓度添加到 NRL 中,以评估所生成化合物的抗菌特性。电子显微镜和 X 射线衍射的表征结果表明,两种纳米材料的纳米粒子分别呈球形(平均粒径为 69 ± 17 nm)和片状(平均粒径为 154 ± 46 nm),均为 Wurtzite 晶相。抗菌测试结果表明,这两种化合物对大肠杆菌有效,片状和球状纳米材料的细菌存活率分别降低了 90.3% 和 96.4%。对于金黄色葡萄球菌,两种情况下细菌的存活率都有所降低。球形纳米粒子的抗菌活性最强。
{"title":"Development of latex/zinc oxide compounds with antibacterial properties for applications in biomedical engineering","authors":"G Durango-Giraldo, C Zapata-Hernandez, J F Santa and R Buitrago-Sierra","doi":"10.1088/2631-6331/ad45a8","DOIUrl":"https://doi.org/10.1088/2631-6331/ad45a8","url":null,"abstract":"Natural rubber latex (NRL)—a polymer extracted from the rubber tree (Hevea brasiliensis)—has been used in multiple biomedical applications but does not have antibacterial properties. In this work, ZnO nanoparticles with two different morphologies were synthesized and added to NRL at different concentrations in order to evaluate the antibacterial properties of the resulting compounds. The characterization results obtained by electron microscopy and x-ray diffraction showed nanoparticles with spherical (mean size 69 ± 17 nm) and sheet morphology (mean size 154 ± 46 nm) with Wurtzite crystalline phase for both nanomaterials, respectively. The results of antibacterial tests showed that both compounds are effective against E. coli, and the reduction in bacterial viability was 90.3% and 96.4% for sheets and spherical nanomaterials, respectively. In the case of S. aureus, bacterial viability was reduced in both cases. The greatest antibacterial activity was evidenced in the nanoparticles with spherical morphology.","PeriodicalId":12652,"journal":{"name":"Functional Composites and Structures","volume":"146 1","pages":""},"PeriodicalIF":2.8,"publicationDate":"2024-05-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140934275","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Investigation on the Compressive Characteristics and Optimization of Design Parameters of a Novel Functionally Graded Cell Structure 新型功能分级电池结构的压缩特性研究与设计参数优化
IF 2.8 Q2 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-03-14 DOI: 10.1088/2631-6331/ad2c0f
Sakthi Balan Ganapathy, Aravind Raj Sakthivel
Novel structural conceptualizations frequently incorporate inventive ideas, materials, or construction techniques. This study presents a unique design inspired by the traditional practice of sikku rangoli, a cultural tradition prevalent in the southern region of India, particularly in Tamil Nadu. Because it was novel, it was necessary to optimize the fundamental design for maximal outputs. In contrast to honeycomb structures, intercellular interactions are believed to contribute to the overall strengthening of the structure. By eliminating sharp corners from the structure, stress accumulation is prevented, resulting in improved stress distribution. Therefore, the design aspects that were deemed significant were taken into consideration and through the implementation of experimental design, an optimum design was determined. Utilizing the optimal base design as a foundation, the structure underwent several printing processes using diverse materials and incorporated multiple fillers. Furthermore, the structure was subjected to modifications employing the functional grading design concept. The study employed the functional grading design concept to examine the variations in load bearing capability, load distribution, and failure mode. The findings indicate that the compression strength of the composite structure was mostly influenced by the wall thickness. The combination of a carbon fiber reinforced base material with silicone rubber as filler, together with a functional graded cell structure featuring top and bottom densification, exhibited the highest compression strength compared to all other combinations. In order to investigate the accurate impact of the FG structures, every cell design was printed using PLA-CF, subjected to testing devoid of any additives, and the output parameters were computed. The results indicated that the center densified cell design exhibited significant values for specific energy absorption, relative density, and compressive strength (52.63 MPa, 0.652, and 2.95 kJ kg−1, respectively). The design of the base cell exhibited the greatest crushing force efficacy of 0.982.
新颖的结构构思经常采用创造性的想法、材料或施工技术。本研究介绍了一种独特的设计,其灵感来自于印度南部地区,尤其是泰米尔纳德邦盛行的一种文化传统--sikku rangoli。由于设计新颖,因此有必要对基本设计进行优化,以获得最大产出。与蜂窝结构不同,细胞间的相互作用被认为有助于结构的整体强化。通过消除结构中的尖角,可以防止应力积累,从而改善应力分布。因此,我们考虑了被认为重要的设计方面,并通过实施实验设计,确定了最佳设计。以最佳基本设计为基础,该结构使用不同的材料进行了多次印刷,并加入了多种填充物。此外,还采用功能分级设计概念对结构进行了修改。研究采用了功能分级设计概念来检验承载能力、载荷分布和失效模式的变化。研究结果表明,复合材料结构的压缩强度主要受壁厚的影响。与所有其他组合相比,以硅橡胶为填料的碳纤维增强基材与具有上下致密化特点的功能分级单元结构的组合表现出最高的压缩强度。为了研究 FG 结构的精确影响,使用聚乳酸-碳纤维打印了每个单元设计,在不使用任何添加剂的情况下进行了测试,并计算了输出参数。结果表明,中心致密化电池设计在比能量吸收、相对密度和抗压强度(分别为 52.63 MPa、0.652 和 2.95 kJ kg-1)方面表现出显著的数值。底座电池的设计显示出最大的压碎力功效(0.982)。
{"title":"Investigation on the Compressive Characteristics and Optimization of Design Parameters of a Novel Functionally Graded Cell Structure","authors":"Sakthi Balan Ganapathy, Aravind Raj Sakthivel","doi":"10.1088/2631-6331/ad2c0f","DOIUrl":"https://doi.org/10.1088/2631-6331/ad2c0f","url":null,"abstract":"Novel structural conceptualizations frequently incorporate inventive ideas, materials, or construction techniques. This study presents a unique design inspired by the traditional practice of sikku rangoli, a cultural tradition prevalent in the southern region of India, particularly in Tamil Nadu. Because it was novel, it was necessary to optimize the fundamental design for maximal outputs. In contrast to honeycomb structures, intercellular interactions are believed to contribute to the overall strengthening of the structure. By eliminating sharp corners from the structure, stress accumulation is prevented, resulting in improved stress distribution. Therefore, the design aspects that were deemed significant were taken into consideration and through the implementation of experimental design, an optimum design was determined. Utilizing the optimal base design as a foundation, the structure underwent several printing processes using diverse materials and incorporated multiple fillers. Furthermore, the structure was subjected to modifications employing the functional grading design concept. The study employed the functional grading design concept to examine the variations in load bearing capability, load distribution, and failure mode. The findings indicate that the compression strength of the composite structure was mostly influenced by the wall thickness. The combination of a carbon fiber reinforced base material with silicone rubber as filler, together with a functional graded cell structure featuring top and bottom densification, exhibited the highest compression strength compared to all other combinations. In order to investigate the accurate impact of the FG structures, every cell design was printed using PLA-CF, subjected to testing devoid of any additives, and the output parameters were computed. The results indicated that the center densified cell design exhibited significant values for specific energy absorption, relative density, and compressive strength (52.63 MPa, 0.652, and 2.95 kJ kg<sup>−1</sup>, respectively). The design of the base cell exhibited the greatest crushing force efficacy of 0.982.","PeriodicalId":12652,"journal":{"name":"Functional Composites and Structures","volume":"36 1","pages":""},"PeriodicalIF":2.8,"publicationDate":"2024-03-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140315052","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Eco-friendly innovation: harnessing nature’s blueprint for enhanced photocatalysis and antimicrobial potential in multi-structured PN/ZnO nanoparticles 生态友好型创新:利用大自然的蓝图增强多结构 PN/ZnO 纳米粒子的光催化和抗菌潜力
IF 2.8 Q2 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-03-05 DOI: 10.1088/2631-6331/ad2c10
Jyoti Gaur, Sanjeev Kumar, Harpreet Kaur, Mohinder Pal, Supreet4, Kanchan Bala, Khalid Mujasam Batoo, Johnson Oshiobugie Momoh, Sajjad Hussain
This research unveils an innovative approach to green synthesis, detailed characterization, and multifunctional exploration of bio-functionalized zinc oxide nanoparticles (PN/ZnO NPs) adorned with phytochemicals from Piper nigrum (PN). Employing an extensive suite of spectroscopic techniques and physicochemical methods, including UV–vis spectroscopy, field emission scanning electron microscope (FESEM), high-resolution transmission electron microscope (HRTEM), energy dispersive x-ray (EDX) spectroscopy, Fourier-transform infrared (FTIR), x-ray diffraction (XRD), and Brunauer–Emmett–Teller (BET) analysis, the study delves into the unique properties of PN/ZnO NPs. XRD confirms the development of the wurtzite phase with a crystallite diameter of 47.77 nm. FTIR reveals ZnO functionalization by PN’s phytochemicals, while FESEM and HRTEM suggest diverse architectural features. Selected area electron diffraction patterns authenticate the crystalline structure. BET analysis showcases a large specific surface area of 80.72 m2 g−1 and a mesoporous structure. The absorption peak at 372 nm and an energy band gap (Eg) of 3.44 eV validate ZnO NP formation. The catalytic performance is demonstrated through the degradation of commercial reactive yellow-17 (RY-17) dye, with PN/ZnO (dosage 300 mg l−1) achieving 94.72% removal at a dose of 120 mg l−1. Pseudo-first-order kinetics govern the photodegradation process. PN-ZnO NPs showcase potent antimicrobial efficacy against both gram-negative and gram-positive bacteria, with varying clearance zones. This study stands as an impactful exploration, integrating green synthesis, detailed characterization, and versatile functionalities of PN/ZnO NPs.
这项研究揭示了一种绿色合成、详细表征和多功能探索生物功能化氧化锌纳米粒子(PN/ZnO NPs)的创新方法,该纳米粒子缀有来自黑胡椒(PN)的植物化学物质。研究采用了大量光谱技术和理化方法,包括紫外可见光谱、场发射扫描电子显微镜(FESEM)、高分辨率透射电子显微镜(HRTEM)、能量色散 X 射线(EDX)光谱、傅立叶变换红外(FTIR)、X 射线衍射(XRD)和布鲁瑙尔-艾美特-泰勒(BET)分析,深入研究了 PN/ZnO NPs 的独特性质。X 射线衍射证实了晶粒直径为 47.77 纳米的钨晶相的形成。傅立叶变换红外光谱(FTIR)显示了 PN 植物化学物质对 ZnO 的官能化作用,而 FESEM 和 HRTEM 则显示了不同的结构特征。选区电子衍射图证实了其晶体结构。BET 分析显示其比表面积高达 80.72 m2 g-1,并具有介孔结构。波长为 372 纳米的吸收峰和 3.44 eV 的能带隙(Eg)验证了氧化锌氮氧化物的形成。通过降解商用活性黄-17(RY-17)染料,证明了该催化剂的催化性能,PN/ZnO(用量为 300 毫克/升-1)在用量为 120 毫克/升-1 时的去除率为 94.72%。光降解过程采用伪一阶动力学。PN-ZnO NPs 对革兰氏阴性菌和革兰氏阳性菌都有很强的抗菌效果,清除区域各不相同。这项研究集 PN/ZnO NPs 的绿色合成、详细表征和多功能性于一体,是一次极具影响力的探索。
{"title":"Eco-friendly innovation: harnessing nature’s blueprint for enhanced photocatalysis and antimicrobial potential in multi-structured PN/ZnO nanoparticles","authors":"Jyoti Gaur, Sanjeev Kumar, Harpreet Kaur, Mohinder Pal, Supreet4, Kanchan Bala, Khalid Mujasam Batoo, Johnson Oshiobugie Momoh, Sajjad Hussain","doi":"10.1088/2631-6331/ad2c10","DOIUrl":"https://doi.org/10.1088/2631-6331/ad2c10","url":null,"abstract":"This research unveils an innovative approach to green synthesis, detailed characterization, and multifunctional exploration of bio-functionalized zinc oxide nanoparticles (PN/ZnO NPs) adorned with phytochemicals from <italic toggle=\"yes\">Piper nigrum</italic> (PN). Employing an extensive suite of spectroscopic techniques and physicochemical methods, including UV–vis spectroscopy, field emission scanning electron microscope (FESEM), high-resolution transmission electron microscope (HRTEM), energy dispersive x-ray (EDX) spectroscopy, Fourier-transform infrared (FTIR), x-ray diffraction (XRD), and Brunauer–Emmett–Teller (BET) analysis, the study delves into the unique properties of PN/ZnO NPs. XRD confirms the development of the wurtzite phase with a crystallite diameter of 47.77 nm. FTIR reveals ZnO functionalization by PN’s phytochemicals, while FESEM and HRTEM suggest diverse architectural features. Selected area electron diffraction patterns authenticate the crystalline structure. BET analysis showcases a large specific surface area of 80.72 m<sup>2</sup> g<sup>−1</sup> and a mesoporous structure. The absorption peak at 372 nm and an energy band gap (<italic toggle=\"yes\">E</italic>\u0000<sub>g</sub>) of 3.44 eV validate ZnO NP formation. The catalytic performance is demonstrated through the degradation of commercial reactive yellow-17 (RY-17) dye, with PN/ZnO (dosage 300 mg l<sup>−1</sup>) achieving 94.72% removal at a dose of 120 mg l<sup>−1</sup>. Pseudo-first-order kinetics govern the photodegradation process. PN-ZnO NPs showcase potent antimicrobial efficacy against both gram-negative and gram-positive bacteria, with varying clearance zones. This study stands as an impactful exploration, integrating green synthesis, detailed characterization, and versatile functionalities of PN/ZnO NPs.","PeriodicalId":12652,"journal":{"name":"Functional Composites and Structures","volume":"44 1","pages":""},"PeriodicalIF":2.8,"publicationDate":"2024-03-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140315171","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Impact of Nano Crack and Loading Direction on the Tensile Features of FeCr Alloy:A Molecular Dynamics Analysis 纳米裂纹和加载方向对铁铬合金拉伸特征的影响:分子动力学分析
IF 2.8 Q2 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-01-05 DOI: 10.1088/2631-6331/ad1bad
G. S, T. Jagadeesha
The existence of cracks and variations in loading direction has invoked greater modifications in the material properties. In this work, the tensile features of cracked and non-cracked FeCr polycrystals have been analyzed under numerous temperatures (300 K, 500 K, 700 K, and 900 K) and loading directions (parallel and normal to the crack cross-sectional directions) through molecular dynamics and it is originated that temperature has raised a higher impact on the tensile features trailed by the existence of crack and loading directions, owing to the formation of larger kinetic energy amidst the atoms. The existence of crack offers a moderate impression on the tensile behavior followed by the loading direction, due to its dominant impact on the tensile behavior through greater stress concentrations. Additionally, it is stated that the greater temperature along with the existence of crack and loading along normal to the crack cross section offers greater reductions in the tensile features of FeCr polycrystal, owed to the interactive effect of larger kinetic energy and discontinuity among atoms. Furthermore, the shear strain and displacement contour map and materials feature also confirm a similar occurrence which leads to altering its material behavior.
裂纹的存在和加载方向的变化使材料特性发生了更大的变化。本研究通过分子动力学分析了在不同温度(300 K、500 K、700 K 和 900 K)和加载方向(平行于裂纹横截面方向和法线方向)下,有裂纹和无裂纹铁铬多晶体的拉伸特性,结果表明,温度对拉伸特性的影响较大,其次是裂纹的存在和加载方向,原因是原子之间形成了较大的动能。裂纹的存在对拉伸行为的影响不大,其次是加载方向,这是因为它通过更大的应力集中对拉伸行为产生了主导影响。此外,由于较大的动能和原子间不连续性的交互作用,温度升高、裂纹的存在以及沿裂纹横截面法线方向的加载对铁铬多晶的拉伸特性有较大的影响。此外,剪切应变和位移等值线图以及材料特征也证实了类似情况的发生,从而改变了其材料行为。
{"title":"Impact of Nano Crack and Loading Direction on the Tensile Features of FeCr Alloy:A Molecular Dynamics Analysis","authors":"G. S, T. Jagadeesha","doi":"10.1088/2631-6331/ad1bad","DOIUrl":"https://doi.org/10.1088/2631-6331/ad1bad","url":null,"abstract":"\u0000 The existence of cracks and variations in loading direction has invoked greater modifications in the material properties. In this work, the tensile features of cracked and non-cracked FeCr polycrystals have been analyzed under numerous temperatures (300 K, 500 K, 700 K, and 900 K) and loading directions (parallel and normal to the crack cross-sectional directions) through molecular dynamics and it is originated that temperature has raised a higher impact on the tensile features trailed by the existence of crack and loading directions, owing to the formation of larger kinetic energy amidst the atoms. The existence of crack offers a moderate impression on the tensile behavior followed by the loading direction, due to its dominant impact on the tensile behavior through greater stress concentrations. Additionally, it is stated that the greater temperature along with the existence of crack and loading along normal to the crack cross section offers greater reductions in the tensile features of FeCr polycrystal, owed to the interactive effect of larger kinetic energy and discontinuity among atoms. Furthermore, the shear strain and displacement contour map and materials feature also confirm a similar occurrence which leads to altering its material behavior.","PeriodicalId":12652,"journal":{"name":"Functional Composites and Structures","volume":"72 10","pages":""},"PeriodicalIF":2.8,"publicationDate":"2024-01-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139450492","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An Effective Hybrid Particle Swarm– Artificial Neural Network Optimization for Predicting Green Bio-Fiber Characteristics and Optimizing Biomaterial Performance 预测绿色生物纤维特性和优化生物材料性能的有效混合粒子群-人工神经网络优化方法
IF 2.8 Q2 MATERIALS SCIENCE, COMPOSITES Pub Date : 2024-01-04 DOI: 10.1088/2631-6331/ad1b28
Nashat Nawafleh, F. Al-Oqla
Natural fiber-reinforced composites are currently utilized in several applications due to worldwide environmental and cost concerns. However, these composites have production challenges such as poor reinforcement-matrix adhesion, that sophisticates the prediction of their mechanical properties. This study presents a novel, robust hybrid particle swarm – artificial neural network optimization (PSO-ANN) methodology to assess and create accurate predictions of the green bio-fibers to optimize and improve the mechanical features of biomaterials for green bio-products instead of performing tedious experimental works. As the mechanical qualities of green bio-fibers might differ from one fiber to another due to several interacted parameters, high complexity in predicting the bio-fiber capabilities exists. Therefore, this work utilizes suitable methods with a non-linear activation function to predict the mechanical characteristics of natural fibers that allow the researchers to improve the choices of natural fibers for biomaterials on the basis of cellulose content, the microfibrillar angle, and the diameter of natural fibers, decreasing the duration of the process required to characterize materials experimentally. The reliability of the introduced PSO-ANN model was verified by the investigations of the fiber’s tensile stress and Young’s modulus. Results showed that the presented model is capable of consistently and accurately monitoring the mechanical performance to a large degree, in comparison with experimental results. This in fact would facilitate and simplify the process of selecting the best natural fiber composites, which speeds up the experimental characterization phase and improves energy efficiency in the process of converting energy into monetary income, which would have ramifications for both economies and ecosystems. The anticipated method would also boost scientific evaluation of green fibers, confirming their role as a replacement material for green product fulfillment in future eco-friendly manufacturing.
出于对全球环境和成本的考虑,天然纤维增强复合材料目前已被广泛应用于多个领域。然而,这些复合材料在生产过程中也面临着一些挑战,例如增强材料与基体之间的粘附性差,这就对其机械性能的预测提出了更高的要求。本研究提出了一种新颖、稳健的混合粒子群-人工神经网络优化(PSO-ANN)方法,用于评估和准确预测绿色生物纤维,以优化和改善绿色生物产品生物材料的机械特性,而不是进行繁琐的实验工作。由于绿色生物纤维的机械性能可能因多种参数的相互作用而各不相同,因此预测生物纤维性能的复杂性很高。因此,本研究利用具有非线性激活函数的适当方法来预测天然纤维的机械特性,使研究人员能够根据纤维素含量、微纤维角度和天然纤维直径来改进生物材料中天然纤维的选择,从而缩短实验表征材料所需的时间。通过研究纤维的拉伸应力和杨氏模量,验证了引入的 PSO-ANN 模型的可靠性。结果表明,与实验结果相比,所提出的模型能够在很大程度上持续、准确地监测机械性能。事实上,这将促进和简化选择最佳天然纤维复合材料的过程,从而加快实验表征阶段的速度,并在将能源转化为货币收入的过程中提高能源效率,这将对经济和生态系统产生影响。预期的方法还将促进对绿色纤维的科学评估,确认其在未来生态友好型制造中作为绿色产品替代材料的作用。
{"title":"An Effective Hybrid Particle Swarm– Artificial Neural Network Optimization for Predicting Green Bio-Fiber Characteristics and Optimizing Biomaterial Performance","authors":"Nashat Nawafleh, F. Al-Oqla","doi":"10.1088/2631-6331/ad1b28","DOIUrl":"https://doi.org/10.1088/2631-6331/ad1b28","url":null,"abstract":"\u0000 Natural fiber-reinforced composites are currently utilized in several applications due to worldwide environmental and cost concerns. However, these composites have production challenges such as poor reinforcement-matrix adhesion, that sophisticates the prediction of their mechanical properties. This study presents a novel, robust hybrid particle swarm – artificial neural network optimization (PSO-ANN) methodology to assess and create accurate predictions of the green bio-fibers to optimize and improve the mechanical features of biomaterials for green bio-products instead of performing tedious experimental works. As the mechanical qualities of green bio-fibers might differ from one fiber to another due to several interacted parameters, high complexity in predicting the bio-fiber capabilities exists. Therefore, this work utilizes suitable methods with a non-linear activation function to predict the mechanical characteristics of natural fibers that allow the researchers to improve the choices of natural fibers for biomaterials on the basis of cellulose content, the microfibrillar angle, and the diameter of natural fibers, decreasing the duration of the process required to characterize materials experimentally. The reliability of the introduced PSO-ANN model was verified by the investigations of the fiber’s tensile stress and Young’s modulus. Results showed that the presented model is capable of consistently and accurately monitoring the mechanical performance to a large degree, in comparison with experimental results. This in fact would facilitate and simplify the process of selecting the best natural fiber composites, which speeds up the experimental characterization phase and improves energy efficiency in the process of converting energy into monetary income, which would have ramifications for both economies and ecosystems. The anticipated method would also boost scientific evaluation of green fibers, confirming their role as a replacement material for green product fulfillment in future eco-friendly manufacturing.","PeriodicalId":12652,"journal":{"name":"Functional Composites and Structures","volume":"36 4","pages":""},"PeriodicalIF":2.8,"publicationDate":"2024-01-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139385145","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","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
Functional Composites and Structures
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