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Lightweight aluminum joint design: Enhancement of mechanical properties through novel inter-layer and powder additives in friction stir welding 轻量化铝接头设计:在搅拌摩擦焊接中通过新型夹层和粉末添加剂提高机械性能
Q1 Engineering Pub Date : 2025-02-04 DOI: 10.1016/j.ijlmm.2025.02.001
Equbal Ahmed , Muhammed Muaz , Sajjad Arif , Ravi Kant , Syed Mohd Hamza , Md Kashif Alim , Musab Ahmad Khan , Jaber Abu Qudeiri , Sanan H. Khan
Friction Stir Welding (FSW) is a solid-state joining technique that has garnered significant attention for its ability to weld aluminum alloys while mitigating common issues such as porosity and thermal defects inherent in fusion welding. This study systematically evaluates the impact of inter-layers and powder additives on the mechanical properties of aluminum FSW joints. Magnesium (Mg) ribbons and Lead–Tin (Sn–Pb) alloy ribbons were employed as inter-layers, while Boron Carbide (B4C), Titanium Dioxide (TiO2), and Manganese (Mn) served as reinforcement powders. Quantitative analysis demonstrated that the combination of Manganese (Mn) powder and Sn–Pb alloy inter-layer achieved a remarkable 28 % improvement in hardness, a 35 % reduction in wear rate, and a 42 % increase in shear strength. Additionally, Mn powder alone yielded the highest shear strength, while Sn–Pb inter-layer with Mn powder provided maximum hardness and wear resistance. Mg ribbon combined with Mn powder produced the lowest surface roughness. These enhancements were corroborated by mechanical testing and morphological characterization, including scanning electron microscopy (SEM), energy-dispersive X-ray spectroscopy (EDS), and microstructural mapping. The findings highlight the effectiveness of tailored inter-layer and powder combinations in enhancing weld quality, providing insights into the underlying mechanisms responsible for these improvements. This study underscores the industrial relevance of these advancements, offering transformative potential for sectors such as aerospace and automotive manufacturing where superior joint properties are critical.
搅拌摩擦焊(FSW)是一种固态连接技术,由于其焊接铝合金的能力,同时减轻了熔焊中固有的气孔和热缺陷等常见问题,引起了人们的极大关注。本研究系统地评价了夹层和粉末添加剂对铝合金摩擦焊接头力学性能的影响。镁(Mg)带和铅锡(Sn-Pb)合金带作为中间层,碳化硼(B4C)、二氧化钛(TiO2)和锰(Mn)作为增强粉。定量分析表明,锰(Mn)粉与Sn-Pb合金夹层结合后,合金硬度提高28%,磨损率降低35%,抗剪强度提高42%。其中,单Mn粉具有最高的抗剪强度,Sn-Pb夹层中Mn粉具有最高的硬度和耐磨性。镁带与锰粉结合的表面粗糙度最低。这些增强得到了力学测试和形态学表征的证实,包括扫描电子显微镜(SEM)、能量色散x射线光谱(EDS)和微观结构制图。研究结果强调了定制层间和粉末组合在提高焊接质量方面的有效性,并提供了对这些改进的潜在机制的见解。这项研究强调了这些进步的工业相关性,为航空航天和汽车制造等行业提供了变革潜力,这些行业对卓越的关节性能至关重要。
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引用次数: 0
Thermo-mechanical and electrical properties of graphene nanoplatelets reinforced recycled polypropylene nanocomposites 石墨烯纳米片增强再生聚丙烯纳米复合材料的热机械和电学性能
Q1 Engineering Pub Date : 2025-02-01 DOI: 10.1016/j.ijlmm.2025.01.003
Vimukthi Dananjaya , Chamil Abeykoon
This study investigates the thermo-mechanical properties of graphene nanoplatelet (GNP)-filled recycled polypropylene (rPP) nanocomposites to enhance their performance and sustainability. It examines the influence of GNP loading on mechanical, thermal, and electrical behaviour, focusing on tensile strength, Young’s modulus, impact strength, heat deflection temperature, thermal conductivity, and electrical resistivity. The GNP-PP composites are fabricated by functionalizing GNPs through mild acid treatment to enhance compatibility with the rPP matrix, followed by melt mixing in a twin-screw extruder at varying GNP loadings (0–20 Phr). The tensile strength, Young's modulus, and flexural strength of recycled polypropylene increased by 15.6 MPa, 3.7 MPa, and 2.41 MPa, respectively, as the GNP loading increased from 0 to 20 Phr. AddingAdding GNP up to 20 Phr into the rPP matrix also increased the crystallization, melting, onset, and maximum decomposition temperatures by 5, 4.7, 8.36, and 7.02 ˚C, respectively. Additionally, the thermal conductivity shows an increasing trend, with an improvement of 221 mW/mK. However, including fillers reduced electrical resistivity by 105 Ω cm and impact strength by 64.27 Jm⁻1. The significance of this work lies in providing eco-friendly alternatives to conventional polymers, promoting the adoption of recycled materials, and contributing to sustainable product design. The outcomes offer valuable insights for industries promoting a circular economy with cleaner production while reducing the carbon footprint. Also, the recycling and reuse of synthetic polymers uncover a valuable prospect for tackling the escalating global polymeric waste problem.
本文研究了石墨烯纳米板(GNP)填充的再生聚丙烯(rPP)纳米复合材料的热力学性能,以提高其性能和可持续性。它考察了GNP载荷对机械、热和电气性能的影响,重点是拉伸强度、杨氏模量、冲击强度、热偏转温度、导热性和电阻率。通过温和的酸处理使GNPs功能化以增强与rPP基体的相容性,然后在不同GNP负荷(0-20 Phr)下在双螺杆挤出机中进行熔体混合,制备出GNP- pp复合材料。当GNP从0增加到20 Phr时,再生聚丙烯的抗拉强度、杨氏模量和抗弯强度分别提高了15.6 MPa、3.7 MPa和2.41 MPa。在rPP基体中加入高达20 Phr的GNP,结晶温度、熔化温度、起始温度和最高分解温度分别提高了5℃、4.7℃、8.36℃和7.02℃。热导率也呈上升趋势,提高了221 mW/mK。然而,包括填料使电阻率降低了105 Ω cm,冲击强度降低了64.27 Jm毒血症1。这项工作的意义在于提供传统聚合物的环保替代品,促进再生材料的采用,并为可持续产品设计做出贡献。研究结果为促进循环经济、清洁生产和减少碳足迹的行业提供了宝贵的见解。此外,合成聚合物的回收和再利用为解决不断升级的全球聚合物废物问题揭示了一个有价值的前景。
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引用次数: 0
Failure mechanism of aluminium – carbon fibre reinforced polymer interlocking joints through punching 铝碳纤维增强聚合物联锁接头冲孔破坏机理
Q1 Engineering Pub Date : 2025-01-09 DOI: 10.1016/j.ijlmm.2025.01.002
Núria Latorre , Norbert Blanco , Daniel Casellas , Josep Costa
Single-Step Punch Interlocking (SSPI) is a recently developed joining methodology between aluminium and Carbon Fibre Reinforced Polymer (CFRP) aiming to contribute to multi-material design of structural parts. This hybrid joint technology combines adhesive bonding with mechanical interlocking. Elucidating the failure mechanism of the developed joint is relevant to provide insights for future enhancements in performance, increase its lifespan and prevent premature failure. Therefore, the different subcritical failure events were identified through interrupted Single-Lap Shear (SLS) tests and subsequent non-destructive ultrasonic inspection, and the global failure mechanism was described. Results indicate that the addition of the SSPI joint delayed the onset and propagation of adhesive failure between both substrates, providing residual strength and increasing the ultimate load in a 65 % and the absorbed energy of the joint in a 156 %.
单步冲孔联锁(SSPI)是最近发展起来的一种铝与碳纤维增强聚合物(CFRP)之间的连接方法,旨在为结构件的多材料设计做出贡献。这种混合连接技术结合了粘合和机械联锁。阐明已开发的关节的失效机制有助于为未来性能的增强、延长其使用寿命和防止过早失效提供见解。因此,通过中断单圈剪切(SLS)试验和随后的无损超声检测,确定了不同的亚临界破坏事件,并描述了整体破坏机制。结果表明,SSPI接头的加入延迟了两种基材之间粘合破坏的发生和传播,提供了65%的残余强度和增加了65%的极限载荷,增加了156%的接头吸收能量。
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引用次数: 0
Improving healing capability of the thermoplastic composites reinforced with carbon fibres in a Single Lap Joint (SLJ) using a co-cured method 用共固化方法提高碳纤维增强热塑性复合材料单搭接接头(SLJ)的愈合性能
Q1 Engineering Pub Date : 2025-01-06 DOI: 10.1016/j.ijlmm.2025.01.001
Ferhat Kadioglu
Thermoplastic composites as emerging materials for aerospace and automotive industries are suitable for mass-production and recycling. Healing is one of their inherent features when being damaged. This study aims to focus on the fusion bonding of a thermoplastic composite reinforced with carbon fibers. The material was fabricated in the Single Lap Joints (SLJs) configuration using a co-cured manufacturing method. First, the joints were subjected to quasi-static tensile tests to failure. The pristine joints with a 20 mm overlap length gave an average maximum load of about 5.5 kN. Then, the damaged joints were healed and subjected to the same test conditions to see their performance. It was observed that the thermoplastic adherends were able to be healed almost fully, giving a joint strength of about 5.2 kN, implying about 5 % of a decrement. Numerical works were also undertaken to see stress distributions in the joint and to predict the joint failure. Further investigations have shown the lap shear performance of such joints could be improved through different designs with no additional weight in the joint, which is feasible using the co-cured manufacturing methods.
热塑性复合材料作为航空航天和汽车工业的新兴材料,适合批量生产和回收利用。当受到伤害时,愈合是它们的固有特征之一。本研究旨在研究碳纤维增强热塑性复合材料的熔合。该材料采用共固化制造方法制成单搭接(slj)结构。首先,对接头进行准静态拉伸破坏试验。重叠长度为20mm的原始接头的平均最大载荷约为5.5 kN。然后,对损伤的关节进行修复,并在相同的测试条件下观察其性能。观察到,热塑性粘结剂几乎能够完全愈合,接头强度约为5.2 kN,意味着约5%的衰减。同时进行了节理应力分布和节理破坏预测的数值研究。进一步的研究表明,通过不同的设计可以改善这种节点的搭接剪切性能,而无需在节点中添加额外的重量,这在共固化制造方法中是可行的。
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引用次数: 0
The effect of alumina nanoparticles on the properties of Al-based nanocomposites prepared by powder Metallurgy–Hot forging 氧化铝纳米颗粒对粉末冶金-热锻法制备铝基纳米复合材料性能的影响
Q1 Engineering Pub Date : 2025-01-03 DOI: 10.1016/j.ijlmm.2024.12.005
Farah M. Abdul Razzaq, Adnan S. Jabur
The development of the aluminum industry is intricately connected to its special characteristics that have made aluminum a highly desired material in engineering and structural applications. In the present work, the effect of alumina nanoparticle addition on the properties of Al-based nanocomposites was investigated. Al-based nanocomposite samples were fabricated by solid-state route using powder metallurgy and hot forging as a finishing process. The addition of alumina nanoparticles varied from 0 to 10 wt percentage. The structural, mechanical, tribological, and corrosion properties of the prepared Al- nanocomposites samples were studied. It was found that with an increase in the alumina nanoparticles addition up to 10 wt% to the Al-based nanocomposite samples, the hardness and yield strength increased while the reduction percentage, crystallite and grain size decreased. On the other hand, the wear rate decreased up to 5 wt% of addition and then increased again at 10 wt%, but the corrosion rate decreased up to 3 wt% of addition and then increased again up to 10 wt%.
铝工业的发展与它的特殊特性密切相关,这些特性使铝成为工程和结构应用中非常需要的材料。本文研究了氧化铝纳米颗粒的加入对铝基纳米复合材料性能的影响。采用粉末冶金和热锻法制备了al基纳米复合材料。氧化铝纳米颗粒的添加量从0到10 wt百分比不等。研究了制备的铝纳米复合材料的结构、力学、摩擦学和腐蚀性能。结果表明,当铝基纳米复合材料中氧化铝纳米颗粒的添加量增加至10 wt%时,铝基纳米复合材料的硬度和屈服强度增加,而还原率、晶粒尺寸和晶粒尺寸减小。另一方面,磨损率在添加量为5 wt%时下降,在添加量为10 wt%时又上升;腐蚀率在添加量为3 wt%时下降,在添加量为10 wt%时又上升。
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引用次数: 0
Microstructural analysis and preliminary wear assessment of wire arc additive manufactured AA 5083 aluminum alloy for lightweight structures 轻量化结构用AA 5083铝合金丝弧增材细观组织分析及初步磨损评价
Q1 Engineering Pub Date : 2025-01-01 DOI: 10.1016/j.ijlmm.2024.09.003
Prasanna Nagasai Bellamkonda , Maheshwar Dwivedy , Kaushik N.Ch
The proliferation of Wire Arc Additive Manufacturing (WAAM) has significantly enhanced the production capabilities for lightweight and structurally robust components. This study investigates the microstructural characteristics, tensile properties, and preliminary wear performance of AA 5083 aluminum alloy processed via WAAM, focusing on applications for lightweight structures. Using SEM and XRD, microstructural changes during the WAAM process are analyzed, and tensile testing evaluates the mechanical properties, including ultimate tensile strength (UTS) and elongation. The results reveal that the microstructure consists of α-Al and β-(Al5Mg8) phases, with the Al5Mg8 phase distributed along grain boundaries and within grains. Notably, the grain size in the Y-direction (building direction) is larger than in the X-direction (deposition direction) due to temperature variations during processing. Tensile testing shows that horizontal samples (X-direction) have a UTS of 295 ± 5 MPa and elongation of 20.08 ± 0.8 %, while vertical samples (Y-direction) have a UTS of 267 ± 10 MPa and elongation of 16.43 ± 2.1 %. This results in an anisotropy of 9.4 % in tensile strength, reflecting the differences in mechanical properties between the two directions. The WAAM AA 5083 aluminum part exhibits a maximum wear rate of 5.22 × 10⁻³ mm³/m and a coefficient of friction of 0.52 at a load of 3.5 kg and 450 rpm. Under these conditions, deep grooves, layer separation, and load-induced deformation are observed. The primary wear mechanisms include delamination, adhesion, and abrasion. Hardness levels are consistent in the X-direction and show minimal variance in the Y-direction, with an average hardness of 89.4 ± 5.14 HV0.5. The study demonstrates that WAAM-produced AA 5083 aluminum alloy, with an anisotropy below 10 %, is suitable for real-time lightweight structures, offering effective performance in engineering applications such as aerospace and automotive industries. Future research should focus on further quantifying wear behavior and optimizing processing conditions to enhance material performance for specific applications.
电弧增材制造(WAAM)的普及大大提高了轻质和结构坚固部件的生产能力。研究了WAAM工艺制备的AA 5083铝合金的显微组织特征、拉伸性能和初步磨损性能,重点研究了WAAM工艺在轻量化结构中的应用。利用SEM和XRD分析了WAAM过程中的微观组织变化,并进行了拉伸测试,评估了其力学性能,包括极限拉伸强度(UTS)和伸长率。结果表明:显微组织由α-Al相和β-(Al5Mg8)相组成,Al5Mg8相沿晶界和晶粒内部分布;值得注意的是,由于加工过程中温度的变化,y方向(构建方向)的晶粒尺寸大于x方向(沉积方向)的晶粒尺寸。拉伸试验表明,水平试样(x方向)的抗拉强度为295±5 MPa,伸长率为20.08±0.8%;垂直试样(y方向)的抗拉强度为267±10 MPa,伸长率为16.43±2.1%。这导致拉伸强度的各向异性为9.4%,反映了两个方向之间力学性能的差异。WAAM AA 5083铝制部件在3.5 kg和450 rpm的载荷下,最大磨损率为5.22 × 10⁻³mm³/m,摩擦系数为0.52。在这些条件下,观察到深沟槽,层分离和荷载引起的变形。主要的磨损机制包括剥离、粘附和磨损。硬度水平在x方向上一致,在y方向上变化最小,平均硬度为89.4±5.14 HV0.5。研究表明,waam生产的AA 5083铝合金各向异性低于10%,适用于实时轻量化结构,在航空航天和汽车工业等工程应用中具有有效的性能。未来的研究应集中在进一步量化磨损行为和优化加工条件,以提高材料的特定应用性能。
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引用次数: 0
Microstructure and properties of the Al-0.5 wt.% Fe alloy wire, copper-clad by electrochemical deposition 电化学镀铜制备Al-0.5 wt.% Fe合金线材的组织与性能
Q1 Engineering Pub Date : 2025-01-01 DOI: 10.1016/j.ijlmm.2024.08.001
A.E. Medvedev , K.E. Kiryanova , E.B. Medvedev , M.V. Gorbatkov , M.M. Motkov
This study examines the microstructure, mechanical and electrical properties of the copper-clad wires with a core of Al-0.5Fe alloy, obtained by casting into an electromagnetic crystallizer (EMC). The outer copper layer with a thickness of 90 ± 10 μm was applied via electrochemical deposition. Copper cladding of the aluminum wire leads to (without loss of strength and electrical conductivity) a decrease in the ductility to the value less than 2% which is the minimal recommended level of the elongation to failure for the commercially used aluminium alloys. Such drop in ductility also results in the shift of the fracture type to a brittle one. The cause of brittle fracture is the presence of a transition nickel layer required by the technological process of the electrochemical deposition of copper onto aluminium alloy. Annealing at 300 °C for 1 h leads to recovery of the ductility to the original level (4.3% for the cold-drawn Al-0.5Fe alloy wires) with a slight decrease in the ultimate tensile strength to 184 MPa and an increase in the specific electrical conductivity of the bimetallic wire to 60.9%IACS, as well as a change in fracture behavior to ductile. This method is promising for creating the bimetallic aluminum wires with a thin copper layer of controlled thickness and chemical composition to produce conductive elements in which the skin effect could be realized.
本研究考察了通过在电磁结晶器(EMC)中铸造获得的Al-0.5Fe合金芯包铜导线的显微组织、力学和电学性能。采用电化学沉积的方法制备了厚度为90±10 μm的外铜层。铝线的铜包层导致(在不损失强度和导电性的情况下)延展性下降到小于2%的值,这是商业用铝合金的最低推荐延伸率。这种延性的下降也导致断裂类型向脆性断裂类型的转变。脆性断裂的原因是铜在铝合金上电化学沉积工艺过程中所需要的过渡镍层的存在。在300℃下退火1 h后,双金属丝的延展性恢复到原来的水平(冷拔Al-0.5Fe合金丝为4.3%),极限抗拉强度略有下降至184 MPa,比电导率增加至60.9%IACS,断裂行为改变为延展性。该方法有望制造具有厚度和化学成分可控的薄铜层的双金属铝线,以产生可实现趋肤效应的导电元件。
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引用次数: 0
Advances in the carbon-ceramic composites oxidation and ablation resistance: A review 碳-陶瓷复合材料抗氧化、抗烧蚀性能研究进展
Q1 Engineering Pub Date : 2025-01-01 DOI: 10.1016/j.ijlmm.2024.07.007
Anna Didenko , Alexey Astapov
A review and critical analysis of recent advances in the field of oxidation and ablation resistance of carbon-ceramic composite materials, which are the most promising for high temperature applications in load-bearing structures and heat-protective systems of rocket and aerospace engineering, is carried out. The focus of this study is on the behavior of Cf/UHTC, Cf/C–UHTC, Cf/SiC–UHTC, and Cf/C–SiC–UHTC composites under thermochemical interaction with oxidizing gas flows. The workability of the composites is provided by the formation and evolution of passivating heterogeneous oxide films, which are represented mainly by the refractory MeO2 phase and the glass phase modified by Me4+ cations (Me – Zr and/or Hf). The protective oxide layers slow down the mass transfer of reagents (due to the high gas density caused by the presence of phases in a viscous-fluid state) and resist mechanical erosion and denudation (due to the framework structure provided by the partial sintering of refractory phase grains). Systematization and generalization of experimental data for composites of various compositions was carried out, including consideration of fire exposure modes, realized temperatures and obtained characteristics of linear and mass ablation rates. The results of the generalization are presented in the form of tables and schematic images of microstructures of forming oxide films with layer detailing. It is demonstrated that a promising approach for improving developments is the introduction of additional refractory components, which facilitate the formation of solutions with the structure of Me1-xTixO2, Me1-yTayO2+0.5y, Me1-yNbyO2+0.5y, and/or complex compounds such as Me6Ta2O17, Me6Nb2O17 and so on during operation. The formation of oxide films leads to an increase in the fraction of viscous-fluid substances, and, consequently, to a decrease in porosity and an increase in the gas density of protective layers. The processes of melting and transporting a portion of the mass from the surface facilitate the removal of a portion of the heat from the reaction zone, which in turn reduced the overall thermal load on the composites.
摘要综述了碳陶瓷复合材料抗氧化和抗烧蚀性能的最新研究进展,分析了碳陶瓷复合材料在火箭和航天工程的高温承载结构和热防护系统中的应用前景。本研究的重点是Cf/UHTC, Cf/ C-UHTC, Cf/ SiC-UHTC和Cf/ C-SiC-UHTC复合材料在氧化气流热化学作用下的行为。复合材料的可加工性是由钝化非均相氧化膜的形成和演化提供的,主要表现为难熔的MeO2相和Me4+阳离子(Me - Zr和/或Hf)改性的玻璃相。保护氧化层减缓了试剂的传质(由于在粘流体状态下存在的相引起的高气体密度),并抵抗机械侵蚀和剥蚀(由于耐火相颗粒部分烧结提供的框架结构)。对不同成分复合材料的实验数据进行了系统化和一般化,包括考虑火灾暴露方式、实现温度和获得的线性和质量烧蚀率特征。推广的结果以表格和图解的形式展示了形成氧化膜的微观结构,并附有层状细节。结果表明,引入额外的难熔组分是改善发展的一个有希望的方法,它有助于在运行过程中形成具有Me1-xTixO2, Me1-yTayO2+0.5y, Me1-yNbyO2+0.5y结构的溶液,和/或复杂的化合物,如Me6Ta2O17, Me6Nb2O17等。氧化膜的形成导致黏性流体物质比例的增加,从而导致保护层孔隙率的降低和气体密度的增加。熔融和从表面输送一部分质量的过程有助于从反应区去除一部分热量,从而降低了复合材料的总体热负荷。
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引用次数: 0
Hybrid intelligence framework for optimizing shear capacity of lightweight FRP-reinforced concrete beams 优化轻质玻璃钢加固混凝土梁抗剪能力的混合智能框架
Q1 Engineering Pub Date : 2025-01-01 DOI: 10.1016/j.ijlmm.2024.07.003
Iman Faridmehr , Moncef L. Nehdi , Mohammad Ali Sahraei , Kiyanets Aleksandr Valerievich , Chiara Bedon
This study rigorously assesses the shear capacity of fiber-reinforced polymer (FRP) reinforced concrete (RC) beams as a lightweight material alternative, scrutinizing the efficacy of the Eurocode and ACI design codes. Leveraging a dataset of 260 experimental FRP-RC beam cases, two distinct Artificial Neural Network (ANN) models were developed using the Levenberg-Marquardt algorithm. Beams with and without stirrups were considered, with parameters including beam width (b), depth (d), length (L), concrete compressive strength (fc), FRP modulus of elasticity (Efr, Efs) and FRP reinforcement ratios (ρf, ρfs). Multi-objective optimization was deployed to integrate Genetic Algorithms (GA) and fmincon to optimize beam parameters for maximizing the shear capacity, Vc. Sensitivity analysis allowed to quantify the influence of each parameter, revealing that b and d significantly affect Vc, with sensitivity scores of 0.39 and 0.35, respectively. The optimization process, highlighted by a 3D scatter plot, dynamically illustrated trade-offs among key design parameters (ρf, ρfs, d), giving insights into the complex interplay in FRP beam design. The hybrid intelligence models reached superior predictive accuracy over traditional codes, achieving R2 values of 0.89. Notably, for beams without stirrups, model predictions closely matched experimental data, with a lower average ratio (1.02) compared to Eurocode (1.65) and ACI (1.58). Principal Component Analysis (PCA) has elucidated the intricate interactions among variables, thereby deepening insights into the structural dynamics of FRP-RC beams. Incorporating artificial intelligence, sophisticated optimization methodologies, and thorough statistical evaluations establishes a holistic approach for the structural examination of FRP-RC beams, providing improved precision and valuable viewpoints for the refinement of future desi
本研究严格评估了纤维增强聚合物(FRP)增强混凝土(RC)梁作为轻质材料替代品的抗剪能力,仔细检查了欧洲规范和ACI设计规范的有效性。利用260个实验FRP-RC梁案例的数据集,使用Levenberg-Marquardt算法开发了两种不同的人工神经网络(ANN)模型。考虑带箍筋和不带箍筋的梁,参数包括梁宽(b)、深度(d)、长度(L)、混凝土抗压强度(fc’)、FRP弹性模量(Efr, Efs)和FRP配筋率(ρf, ρfs)。采用多目标优化方法,结合遗传算法(GA)和fmincon对梁参数进行优化,以实现抗剪能力最大化。敏感性分析可以量化各参数的影响,发现b和d显著影响Vc,敏感性评分分别为0.39和0.35。优化过程通过3D散点图突出显示,动态说明了关键设计参数(ρf, ρfs, d)之间的权衡,从而深入了解FRP梁设计中的复杂相互作用。混合智能模型的预测精度优于传统代码,R2值为0.89。值得注意的是,对于没有马镫的梁,模型预测与实验数据非常吻合,与欧洲规范(1.65)和ACI(1.58)相比,模型预测的平均比率(1.02)较低。主成分分析(PCA)阐明了变量之间复杂的相互作用,从而加深了对FRP-RC梁结构动力学的认识。结合人工智能、复杂的优化方法和全面的统计评估,为FRP-RC梁的结构检查建立了一种全面的方法,为未来设计的改进提供了更高的精度和有价值的观点。
{"title":"Hybrid intelligence framework for optimizing shear capacity of lightweight FRP-reinforced concrete beams","authors":"Iman Faridmehr ,&nbsp;Moncef L. Nehdi ,&nbsp;Mohammad Ali Sahraei ,&nbsp;Kiyanets Aleksandr Valerievich ,&nbsp;Chiara Bedon","doi":"10.1016/j.ijlmm.2024.07.003","DOIUrl":"10.1016/j.ijlmm.2024.07.003","url":null,"abstract":"<div><div>This study rigorously assesses the shear capacity of fiber-reinforced polymer (FRP) reinforced concrete (RC) beams as a lightweight material alternative, scrutinizing the efficacy of the Eurocode and ACI design codes. Leveraging a dataset of 260 experimental FRP-RC beam cases, two distinct Artificial Neural Network (ANN) models were developed using the Levenberg-Marquardt algorithm. Beams with and without stirrups were considered, with parameters including beam width (<span><math><mrow><mi>b</mi></mrow></math></span>), depth (<span><math><mrow><mi>d</mi></mrow></math></span>), length (<span><math><mrow><mi>L</mi></mrow></math></span>), concrete compressive strength (<span><math><mrow><msubsup><mi>f</mi><mi>c</mi><mo>′</mo></msubsup></mrow></math></span>), FRP modulus of elasticity (<span><math><mrow><msub><mi>E</mi><mrow><mi>f</mi><mi>r</mi></mrow></msub></mrow></math></span>, <span><math><mrow><msub><mi>E</mi><mrow><mi>f</mi><mi>s</mi></mrow></msub></mrow></math></span>) and FRP reinforcement ratios (<span><math><mrow><msub><mi>ρ</mi><mi>f</mi></msub></mrow></math></span>, <span><math><mrow><msub><mi>ρ</mi><mrow><mi>f</mi><mi>s</mi></mrow></msub></mrow></math></span>). Multi-objective optimization was deployed to integrate Genetic Algorithms (GA) and <em>fmincon</em> to optimize beam parameters for maximizing the shear capacity, <span><math><mrow><msub><mi>V</mi><mi>c</mi></msub></mrow></math></span>. Sensitivity analysis allowed to quantify the influence of each parameter, revealing that <span><math><mrow><mi>b</mi></mrow></math></span> and <span><math><mrow><mi>d</mi></mrow></math></span> significantly affect <span><math><mrow><msub><mi>V</mi><mi>c</mi></msub></mrow></math></span>, with sensitivity scores of 0.39 and 0.35, respectively. The optimization process, highlighted by a 3D scatter plot, dynamically illustrated trade-offs among key design parameters (<span><math><mrow><msub><mi>ρ</mi><mi>f</mi></msub></mrow></math></span>, <span><math><mrow><msub><mi>ρ</mi><mrow><mi>f</mi><mi>s</mi></mrow></msub></mrow></math></span>, <span><math><mrow><mi>d</mi></mrow></math></span>), giving insights into the complex interplay in FRP beam design. The hybrid intelligence models reached superior predictive accuracy over traditional codes, achieving <span><math><mrow><msup><mi>R</mi><mn>2</mn></msup></mrow></math></span> values of 0.89. Notably, for beams without stirrups, model predictions closely matched experimental data, with a lower average ratio (1.02) compared to Eurocode (1.65) and ACI (1.58). Principal Component Analysis (PCA) has elucidated the intricate interactions among variables, thereby deepening insights into the structural dynamics of FRP-RC beams. Incorporating artificial intelligence, sophisticated optimization methodologies, and thorough statistical evaluations establishes a holistic approach for the structural examination of FRP-RC beams, providing improved precision and valuable viewpoints for the refinement of future desi","PeriodicalId":52306,"journal":{"name":"International Journal of Lightweight Materials and Manufacture","volume":"8 1","pages":"Pages 14-27"},"PeriodicalIF":0.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141705508","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Wood flour / ceramic reinforced polylactic acid based 3D–printed functionally grade structural material for integrated engineering applications: A numerical and experimental characteristic investigation 集成工程应用的木粉/陶瓷增强聚乳酸基3d打印功能级结构材料:数值和实验特性研究
Q1 Engineering Pub Date : 2025-01-01 DOI: 10.1016/j.ijlmm.2024.08.003
Arunkumar Thirugnanasamabandam , B. Prabhu , Varsha Mageswari , V. Murugan , Karthikeyan Ramachandran , Kumaran Kadirgama
Recently, efforts have been done to capitalize on the potential of multidisciplinary research in order to produce unique features in polymer technology. To improve its physical and chemical properties for any intended use, the most promising Polylactic acid (PLA) has recently been copolymerized using other polymeric or non-polymeric components. This investigation aims to employ the material extrusion (MEX) process to develop a new functionally grade structural material (FGSM) by alternate layer deposition of wood flour reinforced PLA (WPLA) and ceramic reinforced PLA (CPLA). The mechanical properties of the printed laminates are examined using tensile, compression and three point bend tests. The microscopic investigation is used to assess fracture morphologies. A numerical simulation is also performed using ABAQUS under standardized parametric settings to investigate the mechanical behaviour of the laminates. The experimental and numerical results are consistent, with a deviation about ∼1 %. The tensile, compressive, and flexural strength of the newly developed FGSM are 61.39, 95.4, and 107.8 % higher than those of WPLA printed laminates. Furthermore, the acquired mechanical behaviour results are merely comparable to those of CPLA printed laminates. DSC thermograms demonstrate that FGSM has a better glass transition temperature (66°C) and a cold crystalline temperature (87.63°C), which contributes to its thermal stability. Overall, the newly developed FGSM might be considered a viable alternative, mechanically strong, and less expensive polymer composite material for structural built applications in any engineering and related fields.
最近,人们努力利用多学科研究的潜力,以便在聚合物技术中产生独特的特征。为了改善其物理和化学性能,最近最有前途的聚乳酸(PLA)被用其他聚合物或非聚合物组分共聚。本研究旨在采用材料挤压(MEX)工艺,通过木粉增强聚乳酸(WPLA)和陶瓷增强聚乳酸(CPLA)交替层沉积,开发一种新型功能级结构材料(FGSM)。采用拉伸、压缩和三点弯曲试验检测了印刷层压板的机械性能。显微检查用于评估断裂形态。在标准化参数设置下,使用ABAQUS进行了数值模拟,以研究层压板的力学行为。实验结果与数值结果一致,误差约为~ 1%。与WPLA打印层压板相比,FGSM的拉伸、压缩和弯曲强度分别提高了61.39、95.4和107.8%。此外,所获得的力学性能结果仅与pla印刷层压板相当。DSC热图表明,FGSM具有较好的玻璃化转变温度(66℃)和冷晶温度(87.63℃),这有利于其热稳定性。总的来说,新开发的FGSM可能被认为是一种可行的替代方案,机械强度高,成本更低的聚合物复合材料,可用于任何工程和相关领域的结构建筑应用。
{"title":"Wood flour / ceramic reinforced polylactic acid based 3D–printed functionally grade structural material for integrated engineering applications: A numerical and experimental characteristic investigation","authors":"Arunkumar Thirugnanasamabandam ,&nbsp;B. Prabhu ,&nbsp;Varsha Mageswari ,&nbsp;V. Murugan ,&nbsp;Karthikeyan Ramachandran ,&nbsp;Kumaran Kadirgama","doi":"10.1016/j.ijlmm.2024.08.003","DOIUrl":"10.1016/j.ijlmm.2024.08.003","url":null,"abstract":"<div><div>Recently, efforts have been done to capitalize on the potential of multidisciplinary research in order to produce unique features in polymer technology. To improve its physical and chemical properties for any intended use, the most promising Polylactic acid (PLA) has recently been copolymerized using other polymeric or non-polymeric components. This investigation aims to employ the material extrusion (MEX) process to develop a new functionally grade structural material (FGSM) by alternate layer deposition of wood flour reinforced PLA (WPLA) and ceramic reinforced PLA (CPLA). The mechanical properties of the printed laminates are examined using tensile, compression and three point bend tests. The microscopic investigation is used to assess fracture morphologies. A numerical simulation is also performed using ABAQUS under standardized parametric settings to investigate the mechanical behaviour of the laminates. The experimental and numerical results are consistent, with a deviation about ∼1 %. The tensile, compressive, and flexural strength of the newly developed FGSM are 61.39, 95.4, and 107.8 % higher than those of WPLA printed laminates. Furthermore, the acquired mechanical behaviour results are merely comparable to those of CPLA printed laminates. DSC thermograms demonstrate that FGSM has a better glass transition temperature (66°C) and a cold crystalline temperature (87.63°C), which contributes to its thermal stability. Overall, the newly developed FGSM might be considered a viable alternative, mechanically strong, and less expensive polymer composite material for structural built applications in any engineering and related fields.</div></div>","PeriodicalId":52306,"journal":{"name":"International Journal of Lightweight Materials and Manufacture","volume":"8 1","pages":"Pages 74-86"},"PeriodicalIF":0.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143099867","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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International Journal of Lightweight Materials and Manufacture
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