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Keywords = aluminium alloy

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15 pages, 4368 KB  
Article
Mathematically Compensating for the Barrelling Effect Occurring During Compression Testing of Additive-Manufactured A20X Samples and Describing Friction with Validated Finite Element Models
by Konstantin Manuel Prabitz, Alexander Walzl and Martin Stockinger
Appl. Mech. 2026, 7(2), 42; https://doi.org/10.3390/applmech7020042 - 12 May 2026
Viewed by 123
Abstract
This study examines the deformation behaviour of laser powder bed fusion-produced A20X aluminium alloy and its accurate representation using flow curve models that account for die–specimen friction. Tests across multiple strain rates at room temperature were conducted on a Gleeble 3800; force–displacement data [...] Read more.
This study examines the deformation behaviour of laser powder bed fusion-produced A20X aluminium alloy and its accurate representation using flow curve models that account for die–specimen friction. Tests across multiple strain rates at room temperature were conducted on a Gleeble 3800; force–displacement data were friction-corrected to derive constitutive flow curves. A mathematical model was developed to capture barrelling and its impact on the stress–strain response, yielding corrected stresses significantly lower than measured values and validating the correction. An equation linking key post-deformation geometric parameters to their mathematical representation correlated well with a calibrated 2D finite element model, which reliably predicted plastic strain and deformation. The model’s friction factors agreed with experimental data, enabling efficient determination of the friction coefficient. Microstructural analysis and micrographs supported the predicted plastic strain distributions. Together, the corrected experiments and validated simulations provide a robust description of A20X’s response and inform performance and application potential. Full article
(This article belongs to the Special Issue Cutting-Edge Developments in Computational and Experimental Mechanics)
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17 pages, 5664 KB  
Correction
Correction: Sun et al. Web Crippling Behaviour of 7075-T6 and AA-6086 High-Strength Aluminium Alloy Channel Sections Under End-Two-Flange and Interior-Two-Flange Loading. Buildings 2023, 13, 1823
by Gang Sun, Xiao-Yong Sun and Jian-Hang Fu
Buildings 2026, 16(10), 1911; https://doi.org/10.3390/buildings16101911 - 12 May 2026
Viewed by 114
Abstract
To enhance the clarity and readability of the article, several tables, figures, and corresponding texts have been revised or added [...] Full article
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1 pages, 117 KB  
Retraction
RETRACTED: Sun et al. Effect of Web Perforations on the Web Buckling Resistance of 7075-T6 and AA-6086 High-Strength Aluminium Alloy C-Shaped Members Under End-Two-Flange Loading Case. Buildings 2023, 13, 1951
by Xiaoyong Sun, Jianhang Fu and Gang Sun
Buildings 2026, 16(10), 1910; https://doi.org/10.3390/buildings16101910 - 12 May 2026
Viewed by 126
Abstract
The journal retracts the article “Effect of Web Perforations on the Web Buckling Resistance of 7075-T6 and AA-6086 High-Strength Aluminium Alloy C-Shaped Members under End-Two-Flange Loading Case” [...] Full article
1 pages, 117 KB  
Retraction
RETRACTED: Fu et al. Numerical Modelling and Proposed Design Rules of 7075-T6 and AA-6086 High-Strength Aluminium Alloy Channels Under Concentrated Loading. Buildings 2023, 13, 2431
by Jianhang Fu, Gang Sun and Xiaoyong Sun
Buildings 2026, 16(10), 1909; https://doi.org/10.3390/buildings16101909 - 12 May 2026
Viewed by 102
Abstract
The journal retracts the article “Numerical Modelling and Proposed Design Rules of 7075-T6 and AA-6086 High-Strength Aluminium Alloy Channels under Concentrated Loading” [...] Full article
19 pages, 6630 KB  
Article
Microstructure and Properties of Surface Metal-Matrix Composite Reinforced with the Product of Vitrification of Asbestos-Cement Waste and CRT Glass Cullet
by Józef Iwaszko, Krzysztof Kudła and Małgorzata Lubas
Materials 2026, 19(10), 1962; https://doi.org/10.3390/ma19101962 - 10 May 2026
Viewed by 210
Abstract
The main aim of the work was to analyse the microstructure and selected properties of a metal-matrix surface composite reinforced with a product of vitrification of asbestos-cement waste (ACW) and glass cullet from cathode-ray tubes (CRTs). The composite matrix was an AA7075 (Al-5.5Zn-2.4Mg-1.6Cu-0.2Cr) [...] Read more.
The main aim of the work was to analyse the microstructure and selected properties of a metal-matrix surface composite reinforced with a product of vitrification of asbestos-cement waste (ACW) and glass cullet from cathode-ray tubes (CRTs). The composite matrix was an AA7075 (Al-5.5Zn-2.4Mg-1.6Cu-0.2Cr) aluminium alloy. The FSP (friction stir processing) method was used to produce the composite. The composites were tested in the context of the possibility of using vitrified material as a substitute for other reinforcing materials. As a result of treatment, a composite surface layer was obtained, characterised by uniform distribution of the reinforcing phase with a good bond with the matrix. This process was accompanied by strong grain refinement in the stirring zone and partial dissolution of intermetallic phases. These microstructural changes, combined with the introduction of hard particles into the metal-matrix, resulted in a significant increase in the composite’s hardness and wear resistance. As a result of the conducted research, it was found that using the product of vitrification of ACW and CRT cullet in the composites manufacturing process is beneficial, as it is not only a competitive solution to other reinforcing phases, but also an effective way to manage waste hazardous to the environment and humans, thus adding new functionalities to products processed in this way. Full article
(This article belongs to the Section Metals and Alloys)
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32 pages, 4952 KB  
Article
Comparative Structural Analysis and Applicability Evaluation of Wrought and 3D-Printed Aluminium Alloys for Load-Bearing Structural Applications
by Evangelos Efthymiou and Charalampos Gkountas
Buildings 2026, 16(10), 1876; https://doi.org/10.3390/buildings16101876 - 8 May 2026
Viewed by 314
Abstract
Indisputably, the evolution of innovative manufacturing methods such as additive manufacturing (AM) or 3D printing in the last decade has started gradually to influence the construction field, offering significant benefit potential, particularly in the field of metallic materials. In the case of aluminium [...] Read more.
Indisputably, the evolution of innovative manufacturing methods such as additive manufacturing (AM) or 3D printing in the last decade has started gradually to influence the construction field, offering significant benefit potential, particularly in the field of metallic materials. In the case of aluminium alloys, the implementation of the wire arc additive manufacturing (WAAM) method, an AM sub-type, has recently emerged as a promising alternative to conventional rolling and extrusion, enabling unprecedented geometric flexibility, lower energy demand, and reduced tooling costs. However, the selection of an appropriate feedstock alloy poses a major challenge, as inherent trade-offs between strength, ductility, and printing-induced anisotropy arise. In this context, this study presents a thorough multi-scale numerical investigation, spanning from the cross-sectional to the global structural scale. The structural performance of several two-story moment-resisting frames was evaluated, comparing frames featuring WAAM-fabricated columns against conventional extruded and rolled benchmarks. The assessment included three 3D-printed alloys (Al-Mg, Al-Cu, Al-Mg-Si), differing in ductility levels, featuring topology-optimized and internal lattice-reinforced cross-sectional geometries. Linear elastic analyses reveal that global lateral stiffness heavily governs the response of slender frames, where WAAM was able to efficiently decrease the corresponding inter-story drifts by maximizing cross-sectional inertia without necessitating the utilization of larger external member dimensions. Furthermore, nonlinear static (pushover) analyses provided valuable insight into critical design considerations, exposing a profound strength-ductility trade-off in printed aluminium alloy load-bearing members. Full article
(This article belongs to the Special Issue Advances in Aluminium Alloy Structural Applications)
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31 pages, 13085 KB  
Article
Contact-Based Wear Modeling of Coated Deep Bores Manufactured by Electrochemical Rifling
by Veselina Krasimirova Dimitrova, Ventsislav Panev Dimitrov and Galya Stoyanova Zdravcheva
Machines 2026, 14(5), 515; https://doi.org/10.3390/machines14050515 - 7 May 2026
Viewed by 329
Abstract
This study presents an analytical–experimental investigation of the mechanical and tribological behaviour of two coating systems applied to deep, internally profiled cylindrical components manufactured via Electrochemical Rifling (ECR): a hard anodised aluminium oxide (AAO) coating on an aluminium alloy and a hard chromium [...] Read more.
This study presents an analytical–experimental investigation of the mechanical and tribological behaviour of two coating systems applied to deep, internally profiled cylindrical components manufactured via Electrochemical Rifling (ECR): a hard anodised aluminium oxide (AAO) coating on an aluminium alloy and a hard chromium coating on alloy steel. Experimental characterisation includes microhardness measurements, coefficient of friction determination, and controlled sliding wear tests. The chromium coating exhibits approximately 2.5 times higher microhardness and about 15% lower average coefficient of friction compared to the anodised aluminium layer, resulting in significantly improved wear resistance. Acceptable engineering agreement is observed between analytical predictions and experimental results. For chromium-coated steel, analytical predictions yield approximately 67,200–72,600 cycles, while the experimentally estimated value is about 36,200 cycles. For anodised aluminium, analytical predictions range from approximately 1688 to 2803 cycles, compared to an experimental value of about 2012 cycles. A conservative reliability-oriented criterion yields service lives of approximately 12,000 cycles for chromium coatings and 1000 cycles for anodised aluminium. Weibull-based analysis (R = 0.95) indicates service life ranges of approximately 9300–10,000 and 230–390 cycles, respectively. Full article
(This article belongs to the Special Issue Tribology in Transmission Systems)
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23 pages, 6913 KB  
Article
Residual Mechanical Behaviour and Constitutive Modelling of 6063-T5 Aluminium Alloy Under Different Cooling Conditions
by Ziheng Ding, Xuanyi Xue, Neng Wang, Shuai Li and Jianmin Hua
Buildings 2026, 16(9), 1813; https://doi.org/10.3390/buildings16091813 - 2 May 2026
Viewed by 273
Abstract
The residual mechanical properties after fire exposure form the basis for evaluating the structural performance of aluminium alloy components subjected to fire without collapse. This research investigated the impact of low cooling rates on the residual mechanical properties of 6063-T5 aluminium alloy after [...] Read more.
The residual mechanical properties after fire exposure form the basis for evaluating the structural performance of aluminium alloy components subjected to fire without collapse. This research investigated the impact of low cooling rates on the residual mechanical properties of 6063-T5 aluminium alloy after various cooling methods were utilized. A total of 48 tensile specimens were subjected to controlled elevated temperatures (ETs) ranging from 200 to 500 °C for 30 min soaking, followed by two cooling regimes: cooling in air (CIA) and cooling in furnace (CIF). For both CIA and CIF conditions, an increase in ETs led to a gradual increase in ductility, particularly elongation at fracture. Moreover, the effects of ETs on the fracture performance were discussed. Key mechanical parameters—namely nominal yield strength, ultimate tensile strength, elastic modulus, and strain at ultimate strength—were quantified across ETs and cooling methods, which were compared among different aluminium alloys. Empirical predictive equations were developed to capture the temperature-dependent degradation trends of mechanical properties, and a plasticity Ramberg–Osgood model was proposed and validated against test data. The metallographic microstructure of 6063-T5 aluminium alloy after different ETs revealed that the evolution of precipitate was the primary contributor to strength degradation. Finally, finite element simulations of aluminium plate girders after various ETs were conducted, which incorporated the proposed constitutive model and replicated the degradation trends observed in tensile tests. These findings provide a reliable foundation for implementing the proposed model into finite element simulations and structural assessment tools for post-fire aluminium alloy structures. Full article
(This article belongs to the Section Building Materials, and Repair & Renovation)
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23 pages, 6444 KB  
Article
Structural Behaviour of Aluminium Alloy Angle Sections After Elevated Temperatures
by Ziheng Ding, Fei Wang, Neng Wang, Shuai Li and Xuanyi Xue
Buildings 2026, 16(8), 1565; https://doi.org/10.3390/buildings16081565 - 16 Apr 2026
Cited by 1 | Viewed by 326
Abstract
This study investigated the post-fire resistances of 6063-T5 aluminium alloy angle section stub columns (SCs). The post-fire mechanical properties of 6063-T5 aluminium alloy were assessed using tensile coupon tests. Instead of exhibiting a yield plateau, the stress–strain curves indicated a shift from an [...] Read more.
This study investigated the post-fire resistances of 6063-T5 aluminium alloy angle section stub columns (SCs). The post-fire mechanical properties of 6063-T5 aluminium alloy were assessed using tensile coupon tests. Instead of exhibiting a yield plateau, the stress–strain curves indicated a shift from an elastic to a strain-hardening phase. The impacts of elevated-temperature exposure on the residual elastic modulus were negligible. Strength properties decreased while ductile properties increased within the elevated-temperature range of 200 to 450 °C, with a subsequent strength increase observed beyond 450 °C. After the SC tests, gradual decreases in ultimate resistance were observed within 200–450 °C, followed by an increase beyond 450–500 °C. These trends in the ultimate resistance closely paralleled those strength characteristics observed in the stress–strain curves. As regards the failure mode, all specimens experienced local buckling after exposure to the range of elevated temperatures. The failure mode, ultimate resistance, and load–end shortening curve were used to evaluate a numerical modelling approach that was created to simulate the residual resistance of SCs after exposure to different elevated temperatures was applied. The EC9, ADM-2020, AS/NZS 1664, and GB 50429-2007 were among the design approaches that were evaluated using the experimental and numerical data. Due to the increased strain-hardening behaviour caused by elevated temperatures, the existing design methods proved excessively conservative when applied to the direct prediction of ultimate resistances of 6063-T5 aluminium alloy angle section SCs. The modified design provisions in light of the observed post-fire strain-hardening behaviour improved the accuracy in predicting the residual bearing capacity of 6063-T5 aluminium alloy angle section SCs, which showed better agreement with test and numerical results, offering enhanced applicability for post-fire design. Full article
(This article belongs to the Section Building Materials, and Repair & Renovation)
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44 pages, 11137 KB  
Review
Cold Metal Transfer-Based Wire Arc Additive Manufacturing of Al–Si Alloys: Technology Principles, Process Control, Material Behaviour and Defect Formation
by Gabriela Rodríguez-García, Jorge Salguero, Moisés Batista, Leandro González-Rovira and Irene Del Sol
Machines 2026, 14(4), 421; https://doi.org/10.3390/machines14040421 - 10 Apr 2026
Viewed by 634
Abstract
Wire Arc Additive Manufacturing (WAAM) has gained attention as a metal additive manufacturing process producing complex large-scale components with high deposition rates and lower costs. Cold Metal Transfer (CMT) offers reduced heat input and enhanced control of metal transfer, making it suitable for [...] Read more.
Wire Arc Additive Manufacturing (WAAM) has gained attention as a metal additive manufacturing process producing complex large-scale components with high deposition rates and lower costs. Cold Metal Transfer (CMT) offers reduced heat input and enhanced control of metal transfer, making it suitable for aluminium. This review analyses CMT-based WAAM with a focus on Al–Si alloys, providing a synthesis for this material system and establishing a structured comparison of representative studies on process fundamentals, arc mode variants, and key processing parameters. The influence of electrical and kinematic parameters and thermal management on process and geometrical stability, microstructural evolution, defect formation, and mechanical behaviour is discussed. Process behaviour is governed by the temporal distribution of heat input within the CMT cycle and thermal history. Control of heat input can reduce porosity, microstructural heterogeneity, and geometric instability, while advanced CMT modes can improve process stability and material efficiency under appropriate process configurations. Mechanical performance depends on the interaction between process parameters, microstructure, and defects, leading to variability and anisotropy. Despite progress, challenges related to process repeatability, narrow processing windows, defect susceptibility, and predictive capability remain. Future research should focus on parameter optimization, integrated modelling, real-time control, and WAAM-specific alloys to enable reliable industrial implementation. Full article
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14 pages, 4711 KB  
Proceeding Paper
Electrical Discharge Coating Variables Multi-Criteria Optimisation Utilising TOPSIS Method on the Wear Behaviour of WS2-Cu Coating on AA7075 Alloy
by Natarajan Senthilkumar, Ganapathy Perumal, Kothandapani Shanmuga Elango, Subramanian Thirumalvalavan and Saminathan Selvarasu
Eng. Proc. 2026, 130(1), 5; https://doi.org/10.3390/engproc2026130005 - 8 Apr 2026
Viewed by 393
Abstract
Aluminium alloys are extensively considered in aviation and automobiles owing to their lightweight properties and favourable specific strength-to-weight ratio. Generally, the poor surface properties of these alloys limit their application, particularly in sliding conditions. To enhance the surface qualities, particularly the material’s wear [...] Read more.
Aluminium alloys are extensively considered in aviation and automobiles owing to their lightweight properties and favourable specific strength-to-weight ratio. Generally, the poor surface properties of these alloys limit their application, particularly in sliding conditions. To enhance the surface qualities, particularly the material’s wear resilient features, a unique surface modification process using electro-discharge coating (EDC) has been employed. This work investigates the optimisation of coating variables produced by the EDC technique utilising green compact electrodes composed of 50 wt.% tungsten disulfide (WS2) and 50 wt.% copper (Cu) powder. The substrate material utilised was AA7075 alloy. The Taguchi–TOPSIS approach was employed to determine optimal EDC process variables, with pulse-on time (Ton), current (Ip), and pulse-off time (Toff). Wear rate (WR), surface roughness (SR), and friction coefficient (CoF) were used to assess the coating features. A wear study was performed with a pin-on-disc device with an undeviating sliding speed (0.25 m/s) and a 25 N load. The results revealed that the supreme features derived from the linear plots were Ip (4 A), Ton (80 µs), and Toff (5 µs). The ANOVA found that Ip had the utmost significant impact, accounting for 44.09%; Toff, 28.01%; Ton, 20.33%; and minimum error, 8.58%. A validation trial with perfect parameters returned values of 0.000179 mm3/Nm (WR), 0.204 (CoF), and 2.818 µm (SR). These findings are significantly better than those of the other coatings. The discrepancy among the estimated and experimental relative closeness in optimal settings is 6.34%, demonstrating that the Taguchi–TOPSIS method is more appropriate for multi-criteria optimisation. Full article
(This article belongs to the Proceedings of The 19th Global Congress on Manufacturing and Management (GCMM 2025))
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15 pages, 3990 KB  
Article
Influence of Silane Sol Sealing Treatment on the Anti-Corrosion of Micro-Arc Oxidation Coating
by Wei Song, Yasheng Xing, Xueli Xu, Huanxin Li, Weifeng Li, Peng Zhang and Yizhan Li
Molecules 2026, 31(7), 1214; https://doi.org/10.3390/molecules31071214 - 7 Apr 2026
Viewed by 500
Abstract
Silane sol was applied to seal the pores in a micro-arc oxidation coating, with the results proving that the treatment increased the anti-corrosion characteristics of aluminium alloy. Moreover, an electrochemical workstation was employed to test the open-circuit voltage, polarisation potential, and polarisation current [...] Read more.
Silane sol was applied to seal the pores in a micro-arc oxidation coating, with the results proving that the treatment increased the anti-corrosion characteristics of aluminium alloy. Moreover, an electrochemical workstation was employed to test the open-circuit voltage, polarisation potential, and polarisation current of the samples. According to the results, after the aluminium alloy was treated with the micro-arc oxidation coating and underwent subsequent sealing treatment, the open-circuit potential increased from −0.64 to −0.44 V, the corrosion potential from −0.54 to −0.31 V, and the corrosion current density from 56.23 × 10−7 to 7.76 × 10−7 A. However, when samples were corroded by 1 mol/L HCl, the corrosion potential and corrosion current density decreased to −0.34 V and 20.42 × 10−7 A, respectively, proving that sealing the pores on the micro-arc oxidation coating only prevented substrate corrosion for a short time. In addition, slow-strain-rate stretching experiments were conducted to explore the mechanical performances of the samples, determining that the surface treatment had an insignificant effect on the stress of the aluminium alloy but had an important effect on its elongation, and when the surface of the alloy was treated with micro-arc oxidation coating, its elongation decreased from 28% to 26%. Full article
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5 pages, 155 KB  
Editorial
The Design, Development and Processing of Aluminium Alloys and Their Composite Materials
by Peng Tang, Mingyi Zheng, Kang Wang and Xingzhi Pang
Crystals 2026, 16(4), 237; https://doi.org/10.3390/cryst16040237 - 2 Apr 2026
Viewed by 411
Abstract
Aluminium, as the most abundant metallic element in the Earth’s crust, holds a pivotal position in modern industry due to its exceptional combination of a low density, high specific strength, excellent workability, superior corrosion resistance, and remarkable recyclability [...] Full article
20 pages, 7475 KB  
Article
Investigation of Thermal–Microstructure–Hardness Relationships in Dissimilar AA5052-H32/AA6061-T6 Friction Stir Welded Joints
by Wenfei Li, Vladislav Yakubov, Michail Karpenko and Anna M. Paradowska
Materials 2026, 19(7), 1410; https://doi.org/10.3390/ma19071410 - 1 Apr 2026
Viewed by 622
Abstract
Friction stir welding (FSW) of dissimilar aluminium alloys often results in non-uniform microstructure and hardness distributions due to asymmetric temperature fields and material flow. The objective of this study is to establish a quantitative relationship between thermal history, microstructural evolution, and hardness distribution [...] Read more.
Friction stir welding (FSW) of dissimilar aluminium alloys often results in non-uniform microstructure and hardness distributions due to asymmetric temperature fields and material flow. The objective of this study is to establish a quantitative relationship between thermal history, microstructural evolution, and hardness distribution in dissimilar AA5052-H32/AA6061-T6 FSW joints by combining experimental characterisation with validated thermal modelling. AA5052-H32 and AA6061-T6 plates were welded under five different parameter sets. A thermal finite element model was developed in COMSOL Multiphysics to simulate temperature evolution during welding and was validated using embedded thermocouple measurements, with predicted peak temperatures ranging from 455 °C to 641 °C. Optical microscopy, scanning electron microscopy (SEM), and electron backscatter diffraction (EBSD) were employed to characterise grain structure and dynamic recrystallisation (DRX) behaviour, while Vickers microhardness mapping was used to evaluate the local mechanical response. The results show that DRX occurred in the nugget zone (NZ), leading to significant grain refinement, with a minimum grain diameter of 6.07 µm, representing an approximately eightfold reduction compared with the base material AA5052-H32. In contrast, the thermo-mechanically affected zone (TMAZ) experienced limited recrystallisation due to insufficient plastic deformation and temperature. The lowest hardness was observed in the TMAZ on the AA5052-H32 side, with the hardness reduction of 22% primarily caused by work hardening loss. Hardness was also reduced by 34% on the AA6061-T6 side due to decreased precipitation strengthening caused by high temperatures. This combined experimental–numerical study provides a systematic thermal–microstructure–hardness framework for understanding and predicting local property variations in dissimilar FSW joints. Full article
(This article belongs to the Special Issue Fabrication of Advanced Materials)
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22 pages, 6172 KB  
Article
Data-Driven Prediction of Tensile Strength and Hardness in Ultrasonic Vibration-Assisted Friction Stir Welding of AA6082-T6
by Eman El Shrief, Omnia O. Fadel, Mohamed Baraya, Mohamed S. El-Asfoury and Ahmed Abass
J. Manuf. Mater. Process. 2026, 10(4), 123; https://doi.org/10.3390/jmmp10040123 - 31 Mar 2026
Cited by 1 | Viewed by 592
Abstract
This work investigates how ultrasonic vibration can enhance friction stir welding (FSW) of an AA6082-T6 aluminium alloy and develops a data-driven tool to predict joint performance from process settings. A custom ultrasonic transducer and horn were designed and tuned using finite element modal [...] Read more.
This work investigates how ultrasonic vibration can enhance friction stir welding (FSW) of an AA6082-T6 aluminium alloy and develops a data-driven tool to predict joint performance from process settings. A custom ultrasonic transducer and horn were designed and tuned using finite element modal and harmonic analyses, confirming a strong longitudinal resonance near 27.9 kHz with a tip amplitude of about 46 µm. A 27-run factorial experiment varied tool rotation (600–900 rpm), welding speed (45–55 mm/min), and plunge depth (0.10–0.25 mm). Welded joints were assessed using tensile strength and Vickers hardness. Four predictive models, support vector regression (SVR), Gaussian process regression (GPR), artificial neural networks (ANNs), and multiple linear regression (MLR) were trained and compared under five-fold cross-validation. The best joint quality was obtained at 900 rpm, 55 mm/min, and a 0.25 mm plunge depth, yielding a tensile strength of 188.7 MPa and a hardness of 102 HV. Overall, MLR provided the strongest predictive performance while remaining interpretable (UTS R2 = 0.81, RMSE = 11.84 MPa; hardness R2 = 0.67, RMSE = 2.36 HV), matching the ANN for UTS prediction and outperforming the ANN, GPR, and SVR for hardness. A coupling physics-based ultrasonic design with an interpretable predictive model offers a practical route to reduce trial and error, improve parameter selection, and accelerate the process development for ultrasonic vibration-assisted FSW of aluminium alloys; however, modest models can outperform complex ones when the dataset is limited. Full article
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