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Integrated Taguchi-PCA-GRA based multi objective optimization of tube projection and radial clearance for friction stir welded heat exchanger tube-to-tube sheet joints 基于 Taguchi-PCA-GRA 的管子投影和径向间隙多目标集成优化技术,用于搅拌摩擦焊接热交换器管对管板接头
Q1 Engineering Pub Date : 2024-06-04 DOI: 10.1016/j.ijlmm.2024.05.010

Leak proof tube-to-tube sheet joints are mandatory for the optimal operation and longevity of the shell and tube heat exchanger. Tube-to-tube sheet joints play a crucial role as fluid barriers, ensuring effective separation between the tube and shell side fluids within shell and tube heat exchangers. Non-conventional friction stir welding, known for imparting less residual stresses, is not commercially used for the fabrication of tube-to-tube sheet joints due to complex joint configuration and geometrical limitations. An extensive study on friction stir welding considering the geometrical parameters of tube-to-tube sheet arrangement is highly demanded. This research examined the mutual influence of radial clearance ranging from 0 mm to 0.5 mm and tube projection lying from 1 mm to 2 mm in friction stir welding of tube to tube sheet configuration on the pull-out strength, extension and, hardness at the stirring and fusion zones. Optimum radial clearance and tube projection for achieving high mechanical weld properties was estimated using multi-objective integrated Taguchi-PCA-GRA optimization. The result proves that the friction stir welded joint is capable of achieving joint strength close to the tungsten inert gas welded joint. The optimum parameters are 2 mm for tube projection and 0 mm for radial clearance to achieve maximum strength and weld penetration, while minimizing hardness at both stir zone and fusion zone. The findings of this research proved the adaptability of friction stir welding for the fabrication of tube-to-tube sheet joints with the right choice of tube projection and radial clearance.

要使管壳式热交换器达到最佳运行状态并延长其使用寿命,必须采用防漏的管对管板式接头。管对管板式接头作为流体屏障起着至关重要的作用,可确保管壳式热交换器内管侧流体与壳侧流体之间的有效分离。非常规的搅拌摩擦焊以残余应力较小而著称,但由于复杂的接头结构和几何形状的限制,目前还不能用于制造管对管板接头。考虑到管对管板材布置的几何参数,需要对搅拌摩擦焊进行广泛研究。这项研究考察了在管对管板材结构的搅拌摩擦焊接中,0 毫米到 0.5 毫米的径向间隙和 1 毫米到 2 毫米的管子凸起对搅拌区和熔合区的拉拔强度、延伸率和硬度的相互影响。采用多目标综合 Taguchi-PCA-GRA 优化方法估算了获得高机械焊接性能的最佳径向间隙和管子凸出度。结果证明,搅拌摩擦焊接接头的接头强度接近钨极惰性气体焊接接头。最佳参数为管子凸出部分为 2 毫米,径向间隙为 0 毫米,以获得最大强度和焊透,同时使搅拌区和熔合区的硬度最小。这项研究结果证明,在正确选择管子凸出部分和径向间隙的情况下,搅拌摩擦焊适用于制造管子与管子之间的板材接头。
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引用次数: 0
“Advances in wire-arc additive manufacturing of nickel-based superalloys: Heat sources, DfAM principles, material evaluation, process parameters, defect management, corrosion evaluation and post-processing techniques” "镍基超合金线弧增材制造的进展:热源、DfAM 原理、材料评估、工艺参数、缺陷管理、腐蚀评估和后处理技术"
Q1 Engineering Pub Date : 2024-06-03 DOI: 10.1016/j.ijlmm.2024.05.009

Wire arc additive manufacturing (WAAM) has increasingly been recognized as a cost-effective method for fabricating intricate metallic parts, especially from nickel-based superalloys. This review covers key aspects of WAAM, including its versatile heat sources (GTAW, GMAW, CMT, and PAW) with unique advantages and limitations for customization. Design for Additive Manufacturing (DfAM) principles are highlighted, enabling intricate geometries and addressing support structures, distortion control, and orientation.

Several nickel-based superalloys (e.g., Inconel 718, Inconel 625, Inconel 617, Hastelloy C276, Hastelloy X, Haynes 282) are rigorously evaluated for WAAM suitability due to their high-temperatureature strength, corrosion resistance, and mechanical properties. The review analyzes process parameters like arc current, wire feed rate, and deposition path. It explores defect detection and prevention strategies and emphasizes post-processing methods (heat treatment, rolling, hot isostatic pressing) in enhancing microstructural characteristics and mechanical properties.

Microstructural characterization techniques (optical microscopy and XRD) provide insights into grain structure, phase composition, and defect presence. In conclusion, this review underscores the paramount suitability of WAAM for producing defect-free and complex structures in nickel-based superalloys. Ongoing research and advancements in WAAM will undoubtedly improve its competitiveness and unlock its full potential in the field of additive manufacturing.

线弧快速成型技术(WAAM)已逐渐被认为是制造复杂金属零件(尤其是镍基超合金)的一种经济有效的方法。本综述涵盖了 WAAM 的主要方面,包括其多功能热源(GTAW、GMAW、CMT 和 PAW)在定制方面的独特优势和局限性。重点介绍了增材制造设计 (DfAM) 原则,以实现复杂的几何形状,并解决支撑结构、变形控制和定向问题。对几种镍基超级合金(如 Inconel 718、Inconel 625、Inconel 617、Hastelloy C276、Hastelloy X、Haynes 282)的高温强度、耐腐蚀性和机械性能进行了严格评估,以确定其是否适合 WAAM。综述分析了电弧电流、送丝速度和沉积路径等工艺参数。本综述探讨了缺陷检测和预防策略,并强调了后处理方法(热处理、轧制、热等静压)在增强微观结构特征和机械性能方面的作用。微观结构表征技术(光学显微镜和 XRD)提供了对晶粒结构、相组成和缺陷存在的深入了解。总之,本综述强调了在镍基超耐热合金中生产无缺陷和复杂结构的 WAAM 的重要适用性。WAAM 的持续研究和进步无疑将提高其竞争力,并释放其在增材制造领域的全部潜力。
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引用次数: 0
Flange joining using friction stir welding and tungsten inert gas welding of AA6082: A comparison based on joint performance 使用搅拌摩擦焊和钨极惰性气体保护焊焊接 AA6082 的法兰:基于接头性能和经济性的比较
Q1 Engineering Pub Date : 2024-05-24 DOI: 10.1016/j.ijlmm.2024.05.001
Ibrahim Sabry , Virendra Pratap Singh , Abdel-Hamid Ismail Mourad , Ahmed Hewidy

Expanding the use of 6xx aluminum alloy series in various industries is challenging due to the need for cost-effective welding processes and optimal settings to ensure high-quality joints. The present research focused on the comparison of joint performance of the pipes and plates using tungsten inert gas (TIG) and friction stir welding (FSW) The AA6082 alloy material is used for pipes and plates used in the study. Various techniques were utilized, including hardness and tensile tests, and microstructural examinations. Using a scanning electron microscope (SEM), the surface fracture of the specimens that failed under tensile tension was also examined. The present research also included the economic impact on the welding processes used. Results demonstrated that the weld obtained using FSW was defects free whereas, internal flaws were seen in TIG welded samples. The hardness value increased over the base material (BM) for the FSW and TIG by 31–35% and 46-40%, respectively. The FSW joint was welded at a maximum UTS of 3 mm/min and a rotational speed of 3000 rpm. FSW can create the AA60682 flange joints more efficiently and effectively than fusion welding procedures like TIG processes in pipeline applications. For AA6082 flange joints, overall total cost comparisons between FSW and TIG were also made.

扩大 6xx 铝合金系列在各行各业中的应用具有挑战性,因为需要具有成本效益的焊接工艺和最佳设置,以确保高质量的接头。本研究的重点是比较使用钨极惰性气体(TIG)和搅拌摩擦焊(FSW)焊接的管材和板材的接头性能。 研究中使用的管材和板材均为 AA6082 合金材料。研究采用了多种技术,包括硬度和拉伸试验以及微观结构检查。此外,还使用扫描电子显微镜(SEM)对拉伸失效试样的表面断裂情况进行了检查。本研究还包括对所用焊接工艺的经济影响。结果表明,使用 FSW 焊接获得的焊缝没有缺陷,而在 TIG 焊接样品中则发现了内部缺陷。与母材(BM)相比,FSW 和 TIG 焊接的硬度值分别提高了 31-35% 和 46-40%。FSW 焊接接头的最大 UTS 为 3 mm/min,旋转速度为 3000 rpm。与管道应用中的氩弧焊等熔焊工艺相比,FSW 能更高效地焊接 AA60682 法兰接头。对于 AA6082 法兰接头,还对 FSW 和 TIG 的总成本进行了比较。
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引用次数: 0
Enhancing physical-thermal-mechanical properties of biobased ceramic composite utilizing natural beta-tricalcium phosphate, glass, and tricalcium silicate 利用天然β-磷酸三钙、玻璃和硅酸三钙增强生物基陶瓷复合材料的物理-热-机械性能
Q1 Engineering Pub Date : 2024-05-18 DOI: 10.1016/j.ijlmm.2024.05.006
Prichaya Waibanthao, Wanfah Pophet, Nuchnapa Tangboriboon
Eggshells, a sustainable raw material, accumulate in millions of tons daily after consumption and are utilized across various industries including food, pharmaceuticals, agriculture, and cosmetics. Composed mainly of calcium carbonate (CaCO3) with a purity exceeding 98 wt%, eggshells serve as raw material for producing beta tricalcium phosphate (β-Ca3(PO4)2). The addition of tricalcium silicate cement (C3S) enhances thickening, ductility, and setting properties, facilitating polymerization and solidification through curing and hydration processes. Incorporating soda lime glass powder at varying concentrations (0, 10, 20, 30, 40, and 50 wt%) improves the mechanical and thermal properties of biobased ceramic composite. Higher concentrations of embedded soda lime glass powder have demonstrated increased compressive strength, reduced water absorption, decreased thermal expansion coefficient, and lowered firing temperature. This renders it a promising alternative for replacing and repairing materials in medical applications such as bone grafts and splints.
蛋壳是一种可持续的原材料,每天在消费后积累数百万吨,用于食品,制药,农业和化妆品等各个行业。蛋壳主要由碳酸钙(CaCO3)组成,纯度超过98%,是生产β-磷酸三钙(β-Ca3(PO4)2)的原料。硅酸三钙水泥(C3S)的加入增强了水泥的增稠性、延展性和凝结性,促进了水泥在固化和水化过程中的聚合和固化。掺入不同浓度(0、10、20、30、40和50% wt%)的钠石灰玻璃粉可改善生物基陶瓷复合材料的机械和热性能。较高浓度的钠石灰玻璃粉包埋后,抗压强度增加,吸水率降低,热膨胀系数降低,烧成温度降低。这使得它在诸如骨移植和夹板等医疗应用中成为替代和修复材料的有希望的替代品。
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引用次数: 0
A novel method for evaluating thermal expansion forces during dewaxing of investment casting and 3D-printing waxes 评估熔模铸造和 3D 打印蜡脱蜡过程中热膨胀力的新方法
Q1 Engineering Pub Date : 2024-05-17 DOI: 10.1016/j.ijlmm.2024.05.004
Muslim Mukhtarkhanov , Serik Akayev , Sherif Araby , Essam Shehab , Md. Hazrat Ali
This study proposes a novel method for the evaluation of expansion forces that occur during the heating of IC (investment casting) waxes with the help of a rheometer. Thermal expansion of the IC wax patterns is the main reason that causes ceramic shell failure during the dewaxing process. The technique is based on the measurement of normal forces that develop in the measuring system of the rotational rheometer during solidification of wax samples. These forces are created as a result of shrinkage of thermally expanded wax samples. To assess the efficiency of the proposed method, three types of commercially available waxes and one 3D-printable wax have been tested and compared. According to research findings, the proposed method can be prescribed as an efficient procedure for the evaluation of expansion forces that develop during wax heating, especially for waxes that have low viscosity properties. It was observed that machinable wax produced the highest value of normal load equivalent to 86 N while the IC and 3D-printing wax generated 18.8 and 36.3 N respectively. Moreover, it was discovered that additively manufactured wax patterns perform considerably better compared to their casted analogs during dewaxing processes.
本研究提出了一种新的方法来评估膨胀力,发生在加热IC(熔模铸造)蜡与流变仪的帮助。在脱蜡过程中,IC蜡模的热膨胀是导致陶瓷壳失效的主要原因。该技术是基于测量旋转流变仪测量系统在蜡样凝固过程中产生的法向力。这些力是由于热膨胀的蜡样收缩而产生的。为了评估所提出方法的效率,对三种类型的市售蜡和一种3d打印蜡进行了测试和比较。研究结果表明,该方法可作为评估蜡加热过程中产生的膨胀力的有效方法,特别是对于具有低粘度性质的蜡。可加工蜡产生的正常载荷值最高,为86 N,而集成电路和3d打印蜡分别产生18.8和36.3 N。此外,还发现在脱蜡过程中,增材制造的蜡模比铸造的蜡模表现得更好。
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引用次数: 0
Optimization of the lost PLA production process for the manufacturing of Al-alloy porous structures: Recent developments, macrostructural and microstructural analysis 用于制造铝合金多孔结构的聚乳酸流失生产工艺的优化:最新进展、宏观结构和微观结构分析
Q1 Engineering Pub Date : 2024-05-17 DOI: 10.1016/j.ijlmm.2024.05.007
Alessandra Ceci, Girolamo Costanza, Giordano Savi, Maria Elisa Tata

The main task of this work is the optimization of the manufacturing process of Al-alloy lattice cellular structures with rhombic cell, obtained with lost-PLA technique. It is an easy, environment sustainable and economical technique (both for infrastructure and operating costs) for the manufacturing of Al porous structure based on the 3D printing of PLA and replication process alternative to that based on expensive metal 3D printers. Plaster processing, PLA burnout and AA 6082 alloy casting conditions and parameters have been suitably tuned in order to get final samples with geometry and surface finishing conditions identical to the starting ones made in PLA. A good replication process has been implemented with a high repeatability rate and accurate surface finishing, comparable with that of the PLA printed objects. Morphological analysis on PLA and Al 6082 was conducted as well microstructural analysis and Vickers microhardness tests on Al alloy samples in the as-cast conditions. Metallography reveals the presence of AlFeSi and AlFeMnSi intermetallic phases at the cell boundaries and some coarse precipitates Mg2Si in the AA 6082 alloy. Microstructures and HV measured values are aligned with literature data for this alloy in the same (as-cast) conditions.

这项工作的主要任务是优化利用失塑聚乳酸技术获得的具有菱形晶胞的铝合金晶格蜂窝结构的制造工艺。这是一种基于聚乳酸三维打印和复制工艺的铝多孔结构制造技术,与基于昂贵的金属三维打印机的制造技术相比,该技术简便易行、环境可持续发展且经济实惠(包括基础设施和运营成本)。对石膏加工、聚乳酸烧制和 AA 6082 合金铸造条件和参数进行了适当调整,以获得几何形状和表面加工条件与聚乳酸制造的初始样品相同的最终样品。良好的复制过程具有较高的重复率和精确的表面处理,可与聚乳酸打印物体相媲美。对聚乳酸和铝 6082 进行了形态分析,并对铝合金样品进行了微观结构分析和维氏硬度测试。金相学显示,在 AA 6082 合金中,晶胞边界存在 AlFeSi 和 AlFeMnSi 金属间相,以及一些粗大的 Mg2Si 沉淀。微观结构和 HV 测量值与该合金在相同(铸造)条件下的文献数据一致。
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引用次数: 0
Optimization of process parameters of cold metal transfer arc welding of AA 6061 aluminium Alloy-AZ31B magnesium alloy dissimilar joints using response surface methodology 利用响应面方法优化 AA 6061 铝合金-AZ31B 镁合金异种接头冷金属转移弧焊的工艺参数
Q1 Engineering Pub Date : 2024-05-14 DOI: 10.1016/j.ijlmm.2024.05.003
Prasanna Nagasai Bellamkonda , Ramaswamy Addanki , Malarvizhi Sudersanan , Balasubramanian Visvalingam , Maheshwar Dwivedy

The fabrication of dissimilar metal joints, particularly between AA 6061 aluminum alloy (Al) and AZ31B magnesium alloy (Mg), poses significant technical challenges due to their distinct metallurgical characteristics and the inherent difficulties associated with welding such materials. These challenges include the propensity for intermetallic compound formation, thermal cracking, and differences in thermal and mechanical properties between the two alloys. Cold Metal Transfer (CMT) welding, known for its low heat input and controlled metal transfer, offers a potential solution to these issues. However, optimizing the process parameters to ensure strong, defect-free joints requires a systematic approach. This study aims to optimize CMT welding parameters using parametric mathematical modeling (PMM) to produce high-strength Al and Mg dissimilar joints and to study the effects of CMT parameters on tensile strength (TS) and weld metal hardness (WMH), as well as the microstructural features of AA 6061 aluminum alloy/AZ31B magnesium alloy (Al/Mg) dissimilar joints. Al/Mg dissimilar butt joints were produced by the CMT process using ER4043 as filler wire. CMT, a low-heat input welding technique, was used to mitigate issues such as intermetallic compounds (IMCs), wider heat-affected zone (HAZ), and distortion. The CMT parameters, particularly wire feed speed (WFS), welding speed (WS), and arc length correction (ALC), were optimized using response surface methodology (RSM) to maximize the TS and WMH of the Al/Mg dissimilar joints. Polynomial regression was employed to create PMMs that integrated these CMT parameters to forecast the TS and WMH of the joints. An analysis of variance (ANOVA) was applied to assess the feasibility of the PMMs. The results indicated that the Al/Mg dissimilar joints, produced using a WFS of 4700 mm/min, a WS of 280 mm/min, and an ALC of 10%, exhibited higher TS and WMH values of 33 MPa and 95.8 HV, respectively. The PMMs provided precise forecasts for the TS and WMH of the Al/Mg joints with an error rate of less than 1% and a confidence level of 97%.

异种金属接头的制造,尤其是 AA 6061 铝合金(Al)和 AZ31B 镁合金(Mg)之间的接头,因其截然不同的冶金特性以及与此类材料焊接相关的固有困难而带来了重大的技术挑战。这些挑战包括金属间化合物的形成倾向、热裂纹以及两种合金在热性能和机械性能上的差异。冷金属转移 (CMT) 焊接以其低热量输入和可控金属转移而著称,为解决这些问题提供了潜在的解决方案。然而,优化工艺参数以确保牢固、无缺陷的接头需要系统的方法。本研究旨在利用参数数学建模(PMM)优化 CMT 焊接参数,以生产高强度的铝镁异种接头,并研究 CMT 参数对 AA 6061 铝合金/AZ31B 镁合金(Al/Mg)异种接头的拉伸强度(TS)和焊接金属硬度(WMH)以及微观结构特征的影响。铝/镁异种对接接头采用 CMT 工艺生产,使用 ER4043 作为填充焊丝。CMT 是一种低热输入焊接技术,用于缓解金属间化合物 (IMC)、更宽的热影响区 (HAZ) 和变形等问题。采用响应面方法 (RSM) 优化了 CMT 参数,特别是送丝速度 (WFS)、焊接速度 (WS) 和弧长修正 (ALC),以最大限度地提高铝/镁异种接头的 TS 和 WMH。采用多项式回归创建 PMM,整合这些 CMT 参数,以预测接头的 TS 和 WMH。应用方差分析 (ANOVA) 评估了 PMM 的可行性。结果表明,使用 4700 mm/min 的 WFS、280 mm/min 的 WS 和 10% 的 ALC 生产的铝/镁异种接头的 TS 和 WMH 值较高,分别为 33 MPa 和 95.8 HV。PMM 对铝/镁接头的 TS 和 WMH 进行了精确预测,误差率小于 1%,置信度为 97%。
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引用次数: 0
Development of lightweight sawdust-based composite panels for building purposes 开发建筑用轻质锯末复合板
Q1 Engineering Pub Date : 2024-05-14 DOI: 10.1016/j.ijlmm.2024.05.005
Ubong Williams Robert , Sunday Edet Etuk , Okechukwu Ebuka Agbasi , Prosperity Dominic Ambrose

This research dealt with fabrication of suitable lightweight composite panel samples from sawdust for building applications. Raw and alkali-treated sawdust particles were utilized at varying weight proportions (0 %, 25 %, 50 %, 75 %, and 100 %) to develop the samples with topbond as binder. From the results of heat transfer and strength properties tests, the raw sawdust improved thermal insulation efficiency while the treated sawdust enhanced the strength of the samples. For each loading level of sawdust, 100 % screwability and nailability were achieved. The findings suggest that, if used as ceiling panels in buildings, the samples would outperform conventional ceilings like plywood, asbestos, plaster of Paris, and KalsiCeil in mitigating global warming effects, reducing dead loads, and promoting sustainable and cost-effective housing development. This underscores the potential of these samples to address key priorities in construction and environmental sustainability.

这项研究的目的是利用锯末制作适用于建筑应用的轻质复合板样品。原始锯屑和碱处理过的锯屑颗粒的重量比例各不相同(0%、25%、50%、75% 和 100%),以 Topbond 作为粘合剂来制作样品。从热传导和强度性能测试结果来看,未加工的锯末提高了隔热效率,而经过处理的锯末则增强了样品的强度。在每个锯屑添加水平上,都达到了 100% 的可拧紧性和可钉牢性。研究结果表明,如果将这些样品用作建筑物的天花板,其性能将优于胶合板、石棉、巴黎灰泥和 KalsiCeil 等传统天花板,可减轻全球变暖效应,减少死负荷,促进可持续和具有成本效益的住房开发。这凸显了这些样品在解决建筑和环境可持续发展的关键优先事项方面的潜力。
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引用次数: 0
Cold spray processing of AA2024/Al2O3 coating on magnesium AZ31B alloy: Process parameters optimization, microstructure and adhesive strength performance of coating 镁 AZ31B 合金上 AA2024/Al2O3 涂层的冷喷加工:涂层的工艺参数优化、微观结构和粘接强度性能
Q1 Engineering Pub Date : 2024-05-11 DOI: 10.1016/j.ijlmm.2024.05.002
Ashokkumar Mohankumar , Duraisamy Thirumalaikumarasamy , Tushar Sonar , Mikhail Ivanov , Packkirisamy Vignesh , Rajangam Pavendhan , Mathanbabu Mariappan , Jinyang Xu

The automotive and aerospace sectors are progressively employing the magnesium (Mg) alloy of the grade AZ31B because of its excellent castability, low density, and high ratio of strength to weight. Nevertheless, the limited ability of AZ31B alloy to withstand corrosion limits their use in several fields of technology. In order to solve this problem, the AZ31B alloy is coated utilizing an AA2024/Al2O3 metal matrix composite (MMC) coating that is applied by the cold spray coating (CS) method. The primary goal of this work is the parametric optimization of CS process for maximizing adhesive strength of MMC-coated Mg-alloy substrate. Response surface methodology (RSM) is implemented to find the optimum CS parameters, including feed rate of powder – FRP (g/min), standoff distance of gun – SDG (mm) and processing temperature – TEMP (°C). The regression-based parametric adhesion strength prediction (ASP) model was formulated using the RSM and statistically validated using analysis of variance (ANOVA). Employing 3D surface of responses, the influence of CS parameters on the adhesion strength of an MMC-coating was assessed. The findings revealed that when the MMC-coating was cold sprayed on the Mg-alloy using FRP of 22 g/min, SDG of 12 mm, and TEMP of 520 °C, the maximum adhesion strength of MMC-coating was 70 MPa (actual). Given less than 2% error at 95% confidence, the parametric ASP model correctly predicted the adhesion strength of the MMC-coating. The ANOVA findings showed that FRP (g/min) had significant effect on adhesive strength of MMC-coating followed by SDG (mm) and TEMP (°C). The MMC-coating applied using the RSM optimized CS parameters showed 70.73% superior adhesive strength owing to the lower porosity formation of 2 vol% which offers greater interfacial area. The ASP equation was formulated using the “best fitting line” approach and validated using ANOVA for predicting the adhesive strength (MPa) from the porosity formation (vol%) in the MMC-coating.

由于 AZ31B 牌号的镁(Mg)合金具有出色的可铸造性、低密度和高强度重量比,汽车和航空航天领域正在逐步采用这种合金。然而,AZ31B 合金的耐腐蚀能力有限,限制了其在多个技术领域的应用。为了解决这个问题,AZ31B 合金采用了一种 AA2024/Al2O3 金属基复合材料(MMC)涂层,该涂层是通过冷喷涂层(CS)方法涂覆的。这项工作的主要目标是对 CS 工艺进行参数优化,以最大限度地提高 MMC 涂层镁合金基材的粘合强度。采用响应面方法(RSM)找出最佳的 CS 参数,包括粉末进料速率 - FRP(克/分钟)、喷枪间距 - SDG(毫米)和加工温度 - TEMP(摄氏度)。使用 RSM 建立了基于回归的参数附着强度预测 (ASP) 模型,并使用方差分析 (ANOVA) 进行了统计验证。利用三维反应曲面,评估了 CS 参数对 MMC 涂层附着强度的影响。研究结果表明,当使用 FRP 为 22 克/分钟、SDG 为 12 毫米、TEMP 为 520 ℃ 在镁合金上冷喷 MMC 涂层时,MMC 涂层的最大附着强度为 70 兆帕(实际值)。在 95% 的置信度下,误差小于 2%,参数 ASP 模型正确预测了 MMC 涂层的附着强度。方差分析结果表明,FRP(克/分钟)对 MMC 涂层的附着强度有显著影响,其次是 SDG(毫米)和温度(摄氏度)。采用 RSM 优化 CS 参数的 MMC 涂层显示出 70.73% 的粘接强度,这是因为 2 Vol% 的孔隙率较低,提供了更大的界面面积。利用 "最佳拟合线 "方法制定了 ASP 方程,并通过方差分析验证了根据 MMC 涂层的孔隙率(体积百分比)预测粘合强度(兆帕)的方法。
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引用次数: 0
A novel machine learning-based model for predicting the transition fatigue lifetime in piston aluminum alloys 基于机器学习的新型活塞铝合金过渡疲劳寿命预测模型
Q1 Engineering Pub Date : 2024-04-17 DOI: 10.1016/j.ijlmm.2024.04.004
Mahmood Matin, Mohammad Azadi

The estimation of transition fatigue lifetimes for piston aluminum alloys was carried out using unsupervised machine learning (ML) with the K-means algorithm. For this purpose, an experimental dataset representing standard ISO specimens with piston aluminum alloy material, which was subjected to rotational bending fatigue tests under fully reversed cyclic load conditions, was utilized. Subsequently, the stress and fatigue lifetime data were employed to fit the algorithm of K-means clustering. Then, to enhance the K-means performance, various preprocessing methods and Kernel functions were employed to cluster fatigue lifetime and stress data. Furthermore, following the division of the data into multiple clusters, the middle cluster, which represents fatigue lifetime and stress, was identified as the transition fatigue region, and its center defines the estimated transition fatigue lifetime. Ultimately, the transition fatigue lifetimes were determined using the Coffin–Manson–Basquin equation for piston aluminum alloys and compared to the estimated transition fatigue lifetimes, along with the calculation of relative errors. The obtained results indicated that, among the different models employed in this study, the polynomial Kernel K-means clustering algorithm proved to be the most efficient for clustering data within stress and number of cycles plots (S–N plots). Moreover, employing the K-means algorithm with a polynomial Kernel function and five cluster numbers yielded the most accurate estimation of transition fatigue lifetime for piston aluminum alloys, exhibiting the lowest relative error.

使用 K-means 算法的无监督机器学习(ML)估算了活塞铝合金的过渡疲劳寿命。为此,利用了一个实验数据集,该数据集代表了活塞铝合金材料的标准 ISO 试样,在完全反向循环载荷条件下进行了旋转弯曲疲劳试验。随后,利用应力和疲劳寿命数据拟合 K-means 聚类算法。然后,为了提高 K-means 的性能,采用了各种预处理方法和核函数对疲劳寿命和应力数据进行聚类。此外,在将数据划分为多个聚类后,将代表疲劳寿命和应力的中间聚类确定为过渡疲劳区域,其中心定义了估计的过渡疲劳寿命。最后,使用 Coffin-Manson-Basquin 公式确定了活塞铝合金的过渡疲劳寿命,并与估计的过渡疲劳寿命进行了比较,同时计算了相对误差。结果表明,在本研究采用的不同模型中,多项式核 K 均值聚类算法被证明是在应力和循环次数图(S-N 图)内对数据进行聚类的最有效方法。此外,使用具有多项式核函数和五个聚类数的 K-means 算法可以最准确地估算活塞铝合金的过渡疲劳寿命,相对误差最小。
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International Journal of Lightweight Materials and Manufacture
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