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Performance of ANN in predicting the depth to width ratio and tensile strength of UNS S32750 laser weld joints ANN在预测UNS S32750激光焊接接头的深宽比和抗拉强度中的应用
Q4 Materials Science Pub Date : 2023-02-01 DOI: 10.1080/09507116.2023.2191805
S. Saravanan, K. Kumararaja
Abstract The effectiveness of the pulsed mode laser weld joint is characterized by the supply of optical energy to the interface. The laser welding process parameters, such as laser power, pulse duration, travel speed and focus, determine the efficacy of the weld, which is defined by full penetration and free of pores and defects. However, expressing the relationship between various process parameters and mechanical strength is intricate due to the prevalence of non-linear relationship. The development of computational approaches aids in optimizing the laser welding parameters and reducing trial and error. Hence, the artificial neural network (ANN) model is developed, in a python environment, to predict the optimum process parameter values for a desirable depth to width ratio and maximum tensile strength of UNS S32750 laser butt weld joints. The developed model was assessed by experiments, not utilized for training. The ANN model predicts the depth to width ratio and tensile strength of the weld joints with an accuracy of 90% and less than 10% divergence from the experimental result. Furthermore, for the process, parametric conditions are: (power: 550 W, focus: –1 mm, pulse duration: 13 Hz and travel speed: 136 mm/min) to attain maximum tensile strength.
摘要脉冲模式激光焊接接头的有效性主要表现在向界面提供光能。激光焊接工艺参数,如激光功率、脉冲持续时间、行进速度和焦点,决定了焊缝的有效性,其定义是焊缝充分渗透和无气孔和缺陷。然而,由于各种工艺参数与机械强度之间的关系普遍存在非线性关系,因此表达它们之间的关系是复杂的。计算方法的发展有助于优化激光焊接参数,减少试验和错误。因此,在python环境中开发了人工神经网络(ANN)模型,以预测UNS S32750激光对接焊缝所需的深度与宽度比和最大抗拉强度的最佳工艺参数值。所建立的模型通过实验进行评估,未用于训练。人工神经网络模型预测焊缝的深宽比和抗拉强度的精度为90%,与实验结果的偏差小于10%。此外,对于该工艺,参数条件为:(功率:550 W,焦点:-1 mm,脉冲持续时间:13 Hz,行进速度:136 mm/min)以获得最大抗拉强度。
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引用次数: 0
Mechanical performance of dissimilar friction stir welded lap-joint between aluminium alloy 6061 and 316 stainless steel 6061铝合金与316不锈钢异种搅拌摩擦焊搭接接头的力学性能
Q4 Materials Science Pub Date : 2023-02-01 DOI: 10.1080/09507116.2023.2190475
Huy Huu Ho, Hao Dinh Duong, Quan Minh Nguyen, Tra Hung Tran
Abstract The dissimilar lap-joint of the AA6061 to 316 stainless steel was produced by friction stir welding. Changing microstructure, joint interface, and mechanical performances via welding rate were revealed. A wave interface pattern was found at the low welding rate with a free oxide layer. The interface became flat at the high welding rate with the oxide film formation. The diffusion and intermetallic compounds (IMCs) layers were formed on the interface and their thickness decreased via increasing the welding rate. The highest joint strength was obtained at the welding rate of 75 mm/min but strongly reduced with growing the welding rate. The strength was dramatically correlated with the bonding area, diffusion thickness and interface morphology instead of the IMCs layer thickness. At the low welding rate, the joint was fractured via ductile behaviour with a lot of dimples found on the fracture surface of 316 stainless steel.
摘要采用搅拌摩擦焊的方法制备了AA6061和316不锈钢异种搭接接头。揭示了焊接速率对组织、接头界面和力学性能的影响。在具有自由氧化物层的低焊接速率下发现了波界面图案。随着氧化膜的形成,界面在高焊接速率下变得平坦。界面上形成了扩散层和金属间化合物层,随着焊接速度的增加,其厚度减小。在75的焊接速率下获得了最高的接头强度 mm/min,但随着焊接速率的增加而显著降低。强度与结合面积、扩散厚度和界面形态显著相关,而与IMCs层厚度无关。在较低的焊接速率下,接头通过韧性行为断裂,在316不锈钢的断裂表面上发现了大量的凹坑。
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引用次数: 0
Effect of heat input on mechanical and metallurgical properties of AISI 304L stainless steel by using TIG welding 热输入对AISI 304L不锈钢TIG焊接力学性能和冶金性能的影响
Q4 Materials Science Pub Date : 2023-02-01 DOI: 10.1080/09507116.2023.2185169
Angshuman Roy, N. Ghosh, S. Mondal
Abstract In this research, we examine the ways in which heat treatment affects TIG-welded joints made from austenitic AISI 304 L stainless steel. TIG welding was performed on austenitic 304 L stainless steel at low (0.57 KJ/mm), medium (0.63 KJ/mm), and high (0.69 KJ/mm) heat. TIG welding was used to join together AISI 304 L stainless steel samples here. A consistent 3 mm thick plates were taken for the joints. All of the joints were butt-welded. In order to conduct tensile tests, hardness tests, and microstructural analyses, samples were cut and machined to the appropriate dimensions. Once the joints are ready, visual inspection and X-rays were conducted. This study examined the effects of applying different levels of heat on AISI 304 L stainless steel butt joints. The material’s tensile properties were tested and analysed after being butt-joined. Welded samples’ microstructures were examined with a Leica DM LM metallurgical microscope. Consistent with the microstructural characteristics, the tensile test findings were also consistent. The research found that compared to joints prepared with low and high heat input, those prepared with medium heat input exhibited greater tensile strength, percentage elongation and micro hardness value.
摘要在本研究中,我们研究了热处理对奥氏体AISI 304 TIG焊接接头的影响 L不锈钢。对奥氏体304进行TIG焊接 L不锈钢在低位(0.57 KJ/mm),中等(0.63 KJ/mm)和高(0.69 KJ/mm)加热。TIG焊接用于连接AISI 304 这里有L个不锈钢样品。一致的3 接缝采用mm厚的钢板。所有的接头都是对焊的。为了进行拉伸试验、硬度试验和微观结构分析,将样品切割并加工成合适的尺寸。一旦接头准备好,就进行目视检查和X光检查。这项研究考察了在AISI 304上施加不同热量水平的影响 L不锈钢对接接头。对接后对材料的拉伸性能进行了测试和分析。用Leica DM LM金相显微镜对焊接样品的微观结构进行了检测。与微观结构特征一致,拉伸试验结果也一致。研究发现,与用低和高热输入制备的接头相比,用中等热输入制得的接头表现出更高的抗拉强度、伸长率和显微硬度值。
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引用次数: 2
Investigating the effect of residual stresses and distortion of laser welded joints for automobile chassis and optimizing weld parameters using random forest based grey wolf optimizer 基于随机森林的灰狼优化器研究汽车底盘激光焊接接头残余应力和变形的影响及焊接参数优化
Q4 Materials Science Pub Date : 2023-01-02 DOI: 10.1080/09507116.2023.2174915
Sanjay S. Surwase, S. Bhosle
Abstract The present investigation analyses the selection of the right welding method and joint and advanced testing methods (NDT) for highly durable automotive frames. Moreover, the present investigation analysis suggests the best machine learning (ML) algorithm for selecting the best weld method and optimal solution. The experiment was performed based on the response surface methodology (RSM) based design of the experimental approach. As a result, laser beam welding (LBM) and cross joint are the significant weld methods for automotive frames. The proposed ML algorithm successfully optimized the LBM input parameters as laser power = 1277 W, welding speed (WS) = 32.2 mm/s, focal point: 1 mm and working angle = 0.14 Rad with an average error of approximately 0.033. Based on the results, the optimum output weld parameters are bead width = 4322.7 µm, penetration depth (PD) = 3157.9 µm, total strain = 0.0098 mm/mm and residual stress = 645.2340 MPa, respectively.
摘要本研究分析了高耐久性汽车车架的正确焊接方法、接头和先进检测方法的选择。此外,本研究分析提出了选择最佳焊接方法和最优解的最佳机器学习算法。实验是基于响应面法(RSM)设计的实验方法进行的。因此,激光束焊接(LBM)和交叉接头是汽车车架的重要焊接方法。当激光功率=1277时,所提出的ML算法成功地优化了LBM输入参数 W、 焊接速度(WS)=32.2 mm/s,焦点:1 mm,工作角度=0.14 Rad,平均误差约为0.033。根据结果,最佳输出焊缝参数为焊道宽度=432.7 µm,穿透深度(PD)=3157.9 µm,总应变=0.0098 mm/mm,残余应力=645.2340 MPa。
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引用次数: 1
Microstructural and wear properties of mild steel cladded with AISI 316L stainless steel using pulsed current gas metal arc welding process aisi316l不锈钢包覆低碳钢脉冲电流气体电弧焊的组织与磨损性能
Q4 Materials Science Pub Date : 2023-01-02 DOI: 10.1080/09507116.2023.2169085
Mani Jayavelu, Srinivasan Kasi, Balasubramanian Visvalingam, Prasanna Nagasai Bellamkonda, Malarvizhi Sudersanan
Abstract The main objective of this study is to study the microstructure and wear resistance of mild steel (MS) of grade IS 2062 that has had an austenitic stainless steel (AISI 316L) coating applied utilizing the pulsed current gas metal arc welding (PC-GMAW) technique. The PC-GMAW method was used to overcome issues with the conventional gas metal arc welding (CC-GMAW) method used for cladding AISI 316L steel over mild steel, such as a larger heat affected zone (HAZ), coarse-grained deposited weld metal microstructure, less penetration depth and higher dilution and reinforcement height. Optical microscopy (OM) was used to examine the microstructural characteristics of the clad region. Using the pin-on-disc testing machine, the wear rate of cladded specimens was recorded, and scanning electron microscopy (SEM) was used to examine the morphology of wear surfaces. The microhardness distribution of the cladded region was examined, and the wear characteristics of the cladded specimens were correlated. According to the findings, PC-GMAW cladding is harder and more resistant to wear than a mild steel substrate. The PC-GMAW cladding exhibited higher weld metal deposition and lower dilution. Weld overlay hardness was 15.83% higher in the PC-GMAW cladding than in the mild steel substrate. The wear rate was decreased by an average of 20.18% as compared to the mild steel substrate with PC-GMAW cladding.
摘要本研究的主要目的是研究采用脉冲电流气体保护焊(PC-GMAW)技术涂覆奥氏体不锈钢(AISI 316L)涂层的is 2062级低碳钢(MS)的微观结构和耐磨性。PC-GMAW方法用于克服传统气体保护金属电弧焊(CC-GMAW)方法在低碳钢上包覆AISI 316L钢时存在的问题,如较大的热影响区(HAZ)、粗晶粒沉积焊缝金属微观结构、较小的熔深以及较高的稀释和补强高度。光学显微镜(OM)用于检测包层区域的微观结构特征。使用销盘试验机记录了镀层试样的磨损率,并用扫描电子显微镜(SEM)检测了磨损表面的形貌。检测了熔覆区的显微硬度分布,并对熔覆试样的磨损特性进行了相关性分析。根据研究结果,PC-GMAW包层比软钢基体更硬,更耐磨。PC-GMAW熔覆层表现出较高的焊缝金属沉积和较低的稀释度。PC-GMAW熔覆层的堆焊层硬度比低碳钢基体高15.83%。与采用PC-GMAW熔覆的低碳钢基体相比,磨损率平均降低了20.18%。
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引用次数: 0
Multi-class semantic segmentation for identification of silicate island defects 用于硅酸盐岛缺陷识别的多类语义分割
Q4 Materials Science Pub Date : 2023-01-02 DOI: 10.1080/09507116.2022.2163937
Vishwath Ramachandran, Susan Elias, B. Narayanan, Ayyappan Uma Chandra Thilagam, Niyanth Sridharann
Abstract In the automotive industry, it is necessary to identify the edge and center silicate island weld defects formed during Gas metal arc welding. These inspections of the weld are typically performed manually by visually inspecting the weld and identifying regions where the defect concentration is greater than a set threshold. Such a system is prone to errors and can be time-consuming. A novel deep-learning neural network is required to meet the industry’s demand for high-quality welded products. To achieve this, a deep learning U-Net model for multi-class semantic segmentation was designed. The model was trained with a dataset of less than a hundred images and can achieve over 98% accuracy.
摘要在汽车工业中,有必要识别气体保护焊过程中形成的边缘和中心硅酸盐岛焊缝缺陷。焊缝的这些检查通常通过目视检查焊缝并识别缺陷浓度大于设定阈值的区域来手动执行。这样的系统容易出错并且可能很耗时。需要一种新型的深度学习神经网络来满足行业对高质量焊接产品的需求。为此,设计了一个用于多类语义分割的深度学习U-Net模型。该模型是用不到一百张图像的数据集训练的,可以达到98%以上的准确率。
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引用次数: 0
Modeling and optimization of tool parameters in friction stir lap joining of aluminum using RSM and NSGA II 基于RSM和NSGA-II的铝搅拌摩擦搭接工具参数建模与优化
Q4 Materials Science Pub Date : 2023-01-02 DOI: 10.1080/09507116.2022.2164530
M. Akbari, Hossein Rahimi Asiabaraki
Abstract Friction stir welding (FSW) success depends heavily on the temperature and strain the FSW/FSP tool induces. This study examined the influence of FSW tool characteristics like shoulder and probe diameter and probe height on temperature, forces and failure load of welding of AA5083 alloy using the response surface methodology (RSM). The study’s setup consisted of three factors, three levels, and 17 experimental runs. In order to determine the welding temperature, a thermocouple was placed inside the samples. Also, the force during the process was measured using a fixture designed for this purpose. The generated model’s suitability at a 95% confidence level was assessed using an analysis of variance. Using RSM, a relationship was discovered between input parameters, including tool settings and output responses, such as temperature, force, and joint mechanical properties. This relationship was then used to discover the best process parameters using a hybrid multiobjective optimization. Hybrid multiobjective optimization recommends a probe diameter of 5.1 mm, a shoulder diameter of 17.63 mm, and a probe height of 3.86 mm as the optimum tool. This study discovered that the most important factors influencing temperature force and failure load were shoulder diameter, probe diameter, and probe height, respectively.
摘要搅拌摩擦焊(FSW)的成功与否在很大程度上取决于FSW/FSP工具产生的温度和应变。本研究采用响应面法(RSM)研究了FSW工具特性(如肩部、探针直径和探针高度)对AA5083合金焊接温度、力和失效载荷的影响。该研究的设置包括三个因素、三个水平和17个实验运行。为了确定焊接温度,在样品内部放置了一个热电偶。此外,使用为此目的设计的夹具测量过程中的力。使用方差分析评估生成的模型在95%置信水平下的适用性。使用RSM,发现了输入参数之间的关系,包括刀具设置和输出响应,如温度、力和接头机械性能。然后使用这种关系来使用混合多目标优化来发现最佳工艺参数。混合多目标优化建议探头直径为5.1 mm,肩部直径17.63 mm,探头高度3.86 mm作为最佳工具。本研究发现,影响温度力和失效载荷的最重要因素分别是肩部直径、探针直径和探针高度。
{"title":"Modeling and optimization of tool parameters in friction stir lap joining of aluminum using RSM and NSGA II","authors":"M. Akbari, Hossein Rahimi Asiabaraki","doi":"10.1080/09507116.2022.2164530","DOIUrl":"https://doi.org/10.1080/09507116.2022.2164530","url":null,"abstract":"Abstract Friction stir welding (FSW) success depends heavily on the temperature and strain the FSW/FSP tool induces. This study examined the influence of FSW tool characteristics like shoulder and probe diameter and probe height on temperature, forces and failure load of welding of AA5083 alloy using the response surface methodology (RSM). The study’s setup consisted of three factors, three levels, and 17 experimental runs. In order to determine the welding temperature, a thermocouple was placed inside the samples. Also, the force during the process was measured using a fixture designed for this purpose. The generated model’s suitability at a 95% confidence level was assessed using an analysis of variance. Using RSM, a relationship was discovered between input parameters, including tool settings and output responses, such as temperature, force, and joint mechanical properties. This relationship was then used to discover the best process parameters using a hybrid multiobjective optimization. Hybrid multiobjective optimization recommends a probe diameter of 5.1 mm, a shoulder diameter of 17.63 mm, and a probe height of 3.86 mm as the optimum tool. This study discovered that the most important factors influencing temperature force and failure load were shoulder diameter, probe diameter, and probe height, respectively.","PeriodicalId":23605,"journal":{"name":"Welding International","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-01-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47076512","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: 10
Study of joining copper-mild steel using microwave energy 微波能连接铜-低碳钢的研究
Q4 Materials Science Pub Date : 2023-01-02 DOI: 10.1080/09507116.2022.2162460
S. Singh, R. M. Belokar
Abstract In the present work, joining of dissimilar metals using electromagnetic energy has been successfully achieved. A 900 W multimode microwave applicator at the fixed frequency of 2450 MHz was used to generate the required heat energy for joining. Copper (Cu) and mild steel (MS) were chosen as the base material to be joined. Copper metal powder in the form of the thick slurry was prepared and used as a joining agent between two bulk interfaces. The joining process was carried out through the controlled emission of microwaves at a particular area for a particular period of time. Due to these controlled emissions of microwaves, the slurry of metal powder got melted and produced a fine bond with the bulk interfaces on cooling. To understand the nature of the joint formation, joints were characterized by using an optical microscope, SEM, X-ray diffractometer, microhardness tester, and Universal testing machine. Analysis of SEM resulted in a well-defined, merged, and fused joint. The microhardness at the joint zone was recorded to be 73 ± 4 HV and 78 ± 6 HV on copper side and MS side respectively. Strength test results showed the UTS of 170 MPa with 13.25% elongation.
摘要在本工作中,利用电磁能成功地实现了异种金属的连接。A 900 W多模微波辐射器,固定频率2450 使用MHz来产生接合所需的热能。选择铜(Cu)和软钢(MS)作为待连接的基材。制备了厚浆状的铜金属粉末,并将其用作两个本体界面之间的连接剂。接合过程是通过在特定区域控制微波发射特定时间段来进行的。由于这些可控的微波发射,金属粉末的浆料被熔化,并在冷却时与本体界面产生精细的结合。为了了解接头形成的性质,使用光学显微镜、扫描电镜、X射线衍射仪、显微硬度计和万能试验机对接头进行了表征。扫描电镜的分析结果是一个明确的,合并和融合的关节。接头区的显微硬度记录为73 ± 4 HV和78 ± 铜侧和MS侧分别为6 HV。强度测试结果显示UTS为170 MPa,伸长率为13.25%。
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引用次数: 1
Experimental evaluation of longitudinal tensile properties of ferritic stainless-steel weldment joined by metal inert gas, pulse metal inert gas, and tungsten inert gas welding 金属惰性气体、脉冲金属惰性气体和钨惰性气体焊接铁素体不锈钢焊件纵向拉伸性能的实验评价
Q4 Materials Science Pub Date : 2022-12-02 DOI: 10.1080/09507116.2022.2154718
S. Hussain, A. K. Pathak
Abstract In this work, ferritic stainless steel (FSS) weldments were prepared by tungsten inert gas (TIG), metal inert gas (MIG), and pulsed-MIG welding. Pure argon and a mixture of argon + 2% oxygen were utilized as shielding gas in each type of welding. The FSS (ER430) and austenitic stainless steel (ASS) (ER309L) wires were used as filler consumable wires during all the three types of welding. The effects of varying welding processes, shielding gases, and consumable electrodes on the longitudinal tensile properties of weldments were investigated. The universal tensile testing machine was used to evaluate longitudinal ultimate tensile strength and percentage elongation experimentally in each case. The maximum tensile strength of FSS weldment was obtained in the case of (Ar + 2% O2) mixture of shielding gas and ASS filler wire in each welding process. Heat treatment was also carried out for samples prepared by MIG and TIG welding. The reduction in tensile strength and enhancement in percentage elongation was observed for both MIG and TIG welding after heat treatment.
摘要采用钨极惰性气体保护焊、金属极惰性气体焊和脉冲MIG焊制备了铁素体不锈钢(FSS)焊件。在每种类型的焊接中使用纯氩和氩+2%氧的混合物作为保护气体。FSS(ER430)和奥氏体不锈钢(ASS)(ER309L)焊丝在所有三种类型的焊接过程中都被用作填充自耗焊丝。研究了不同焊接工艺、保护气体和自耗电极对焊件纵向拉伸性能的影响。使用通用拉伸试验机对每种情况下的纵向极限拉伸强度和伸长率进行实验评估。在保护气体和ASS填充焊丝的(Ar+2%O2)混合物的情况下,获得了FSS焊件在每个焊接过程中的最大抗拉强度。还对MIG和TIG焊接制备的样品进行了热处理。热处理后,观察到MIG和TIG焊接的抗拉强度降低,伸长率提高。
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引用次数: 1
Weldability evaluation of X80 sour line pipe using a combination of thermal simulation and actual girth welding 采用热模拟和实际环焊缝相结合的方法评估X80酸性管线管道的焊接性
Q4 Materials Science Pub Date : 2022-12-02 DOI: 10.1080/09507116.2022.2155091
G. Z. Batista, L. P. Carvalho, F. Arroyo
Abstract The weldability studies of API 5LX80 pipes developed for sour service are very recent and limited information about its heat-affected zone (HAZ) properties can be found. This paper presents a comprehensive evaluation of HAZ using both thermal simulation and the production of actual girth weld joints. The test methodology included microstructural analysis, Charpy impact test, hardness (HV10), microhardness (HV0.1), and sulfide stress cracking tests (SCC). The intercritical coarse grain HAZ presented impact toughness reduction from values above 300 J to less than 50 J at 0 °C when heat input is increased above 1.5 kJ/mm. It can be explained by grain coarsening and martensite-austenite (MA) formation as a ‘necklace’ structure at previous austenite grain boundaries. Hardness and microhardness values for both simulated and actual HAZ were below the maximum limit of 250HV usually specified by industry. Specimens submitted to the sulfide stress cracking (SSC) tests did not present any crack demonstrating that the welded joint is appropriate for sour environments. Finally, a maximum heat input of 1.5 kJ/mm is recommended for field welding. For higher heat inputs, a deeper evaluation of HAZ toughness should be done. The results contribute to supporting the application of this material as an alternative for long-distance high-pressure pipelines with H2S.
摘要API 5LX80酸性管道的可焊性研究是最新的,关于其热影响区(HAZ)特性的信息有限。本文利用热模拟和实际环焊缝的生产对HAZ进行了综合评估。试验方法包括微观结构分析、夏比冲击试验、硬度(HV10)、显微硬度(HV0.1)和硫化物应力开裂试验(SCC)。临界间粗晶粒HAZ的冲击韧性从300以上降低 J小于50 0处的J 当热输入增加到1.5以上时为°C kJ/mm。这可以通过晶粒粗化和马氏体-奥氏体(MA)在以前的奥氏体晶界形成“项链”结构来解释。模拟和实际HAZ的硬度和显微硬度值均低于行业通常规定的250HV的最大极限。提交硫化物应力开裂(SSC)试验的试样未出现任何裂纹,表明焊接接头适用于酸性环境。最后,最大热输入为1.5 现场焊接建议使用kJ/mm。对于较高的热输入,应对HAZ韧性进行更深入的评估。研究结果有助于支持该材料作为含H2S的长距离高压管道的替代材料的应用。
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引用次数: 0
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Welding International
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