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Effects of surface roughness on the microstructure and mechanical properties of dissimilar sapphire/Invar36 alloy joints made by ultrashort pulsed laser micro-welding 表面粗糙度对通过超短脉冲激光微焊接制造的蓝宝石/英瓦尔36合金异种接头的微观结构和机械性能的影响
Pub Date : 2024-07-26 DOI: 10.2351/7.0001513
Meng Yang, Qing Jiang, Xiang Zhang, Ming Wu, Tao Zhang, Rui Pan, Peng Li, Sumei Wang, Jin Yang
The ultrashort pulsed (USP) laser microwelding of sapphire/lnvar36 alloy controlled by the surface roughness of metal was investigated for the first time. The surface roughness (Sa) of Invar alloys gradually decreased from 0.944 to 0.029 μm from the prime surface to grounded and polished surface. However, the joint shear strength first increased and then decreased with the lowered Sa, the maximum shear strength reached 107.87 MPa at the Sa ∼ 0.131 μm. Compared to other surfaces with low Sa, the relatively high surface roughness enhanced the interfacial thermal deposition both spatially and temporally which in turn promoted the diffusion of interface elements and the formation of jagged mechanical interlocking structures. Therefore, the appropriate rough metal surface was beneficial for the enhancement of sapphire/metal dissimilar joints. This report is of great significance in simplifying the surface preparation process in the USP laser microwelding of transparent hard and brittle materials with metals, therefore promoting this technique from lab to industry.
首次研究了由金属表面粗糙度控制的蓝宝石/英瓦尔 36 合金的超短脉冲 (USP) 激光微焊接。英瓦尔合金的表面粗糙度 (Sa) 从原始表面到研磨抛光表面从 0.944 μm 逐渐降低到 0.029 μm。然而,随着 Sa 的降低,接头剪切强度先升高后降低,当 Sa ∼ 0.131 μm 时,最大剪切强度达到 107.87 MPa。与其他低 Sa 表面相比,相对较高的表面粗糙度在空间和时间上都增强了界面热沉积,进而促进了界面元素的扩散和锯齿状机械互锁结构的形成。因此,适当粗糙的金属表面有利于增强蓝宝石/金属异种接合。本报告对于简化美国药典激光微焊接透明硬脆材料与金属的表面制备过程具有重要意义,从而将这项技术从实验室推广到工业领域。
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引用次数: 0
Microstructure and properties of SLMed Ta-10W and rolled Ta-10W fiber laser welded joint SLMed Ta-10W 和轧制 Ta-10W 光纤激光焊接接头的微观结构和性能
Pub Date : 2024-07-22 DOI: 10.2351/7.0001410
Xin Du, Qiang Wu, Tong Zhang, Mingfu Wang, Jingmin Chen, J. Zou, Rongshi Xiao
This study focused on the mechanical properties and microstructure of fiber laser-welded joints of Ta-10W alloy manufactured by selective laser melting (SLM) and rolled. In the SLMed base material side of the weld, columnar grains were formed along the weld, extending up to half of the weld width. The base material’s anisotropy influenced the subgrain morphology, and grain orientation changed after welding. When the building direction of the SLMed Ta-10W was perpendicular to the welding direction, slender columnar subgrains were prone to forming in the SLM side weld. In contrast, when the building direction was parallel to the welding direction, equiaxed subgrains tended to form in the weld. In the rolling base material side weld, mainly equiaxed grains were formed, with subgrain morphology and orientation randomly distributed. In the weld center, fine-grain zones of 10–20 μm, comprising fine grains of 2–5 μm diameter, were observed in all welds under study. Room-temperature tensile strengths of both welds were approximately 620 MPa, falling between the strengths of the two base materials. Their fracture surfaces displayed a mixed mode of cleavage and intergranular fracture. High-temperature strengths of rolled-SLMed joints varied with SLM directions X and Z, reaching 124.94 and 107.87 MPa, respectively, and exhibiting similar fracture characteristics dominated by intergranular fracture.
本研究的重点是通过选择性激光熔化(SLM)制造并轧制的 Ta-10W 合金光纤激光焊接接头的机械性能和微观结构。在焊缝的 SLMed 母材一侧,柱状晶粒沿焊缝形成,延伸至焊缝宽度的一半。母材的各向异性影响了亚晶粒形态,焊接后晶粒取向发生了变化。当 SLMed Ta-10W 的构建方向与焊接方向垂直时,细长的柱状亚晶粒容易在 SLM 侧焊缝中形成。相反,当成型方向与焊接方向平行时,焊缝中往往会形成等轴亚晶粒。在轧制母材侧焊缝中,主要形成了等轴晶粒,亚晶粒形态和取向随机分布。在研究的所有焊缝中,焊缝中心都观察到直径为 10-20 μm 的细晶粒区,其中包括直径为 2-5 μm 的细晶粒。两种焊缝的室温拉伸强度约为 620 兆帕,介于两种母材的强度之间。它们的断裂表面显示出劈裂和晶间断裂的混合模式。轧制-SLMed 接头的高温强度随 SLM 方向 X 和 Z 的变化而变化,分别达到 124.94 和 107.87 兆帕,并表现出以晶间断裂为主的类似断裂特征。
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引用次数: 0
Spatial-temporal characteristics analysis of laser-induced shockwave pressure by reverse optimization with multi-island genetic algorithm 利用多岛遗传算法反向优化分析激光诱导冲击波压力的时空特性
Pub Date : 2024-07-19 DOI: 10.2351/7.0001403
Yuyuan Tang, Xiangfan Nie, Haonian Wu, Ming Xu, Li Yan
Laser-induced shock wave (LSW) represents a significant phenomenon arising from the interaction between laser radiation and matter. In this study, we establish a finite element and optimization model constrained by a physical framework. Utilizing multichannel photon Doppler velocimeter experimental data as the target for matching, we directly acquire the spatiotemporal pressure characteristics of LSW through the multi-island genetic algorithm. The optimized outcomes show deviations from experimental results within 10%. Research reveals that the spatial uniformity of pressure deteriorates with increasing power density, accompanied by a gradual reduction in the proportion of peak pressure. Temporally, aside from the pressure caused by plasma, there are some small pressure peaks. When the laser's full width half maximum reaching 100 or 200 ns, the pressure decays prematurely. The duration of pressure does not extend to two to three times the duration of the laser pulse.
激光诱导冲击波(LSW)是激光辐射与物质相互作用产生的一种重要现象。在本研究中,我们建立了一个受物理框架约束的有限元和优化模型。以多通道光子多普勒测速仪实验数据为匹配目标,通过多岛遗传算法直接获取 LSW 的时空压力特征。优化结果与实验结果的偏差在 10%以内。研究发现,压力的空间均匀性会随着功率密度的增加而变差,同时峰值压力的比例也会逐渐降低。从时间上看,除了等离子体造成的压力外,还有一些小的压力峰值。当激光全宽半最大值达到 100 或 200 ns 时,压力过早衰减。压力持续时间不会超过激光脉冲持续时间的两到三倍。
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引用次数: 0
New method for high-efficiency keyhole-based wire direct energy deposition: Process innovation and characterization 基于键孔的高效金属丝直接能量沉积新方法:工艺创新和特征描述
Pub Date : 2024-07-17 DOI: 10.2351/7.0001388
Rongshi Xiao, Shihui Guo, Min Zheng, Baoqi Zhu, Qiang Wu, Jiejie Xu, Ting-Yun Huang
Wire laser direct energy deposition enables the mass production of large-scale industrial components and parts. However, energy utilization efficiency is limited in conventional wire laser material deposition to avoid keyhole defects, resulting in a low deposition efficiency. This work presents a high-efficiency wire laser material deposition process that increases energy utilization by generating a keyhole in the filler wire, which can also avoid the keyhole defects in the deposited sample. The influence of process parameters on deposition quality and efficiency was thoroughly examined to determine the process window. A high deposition efficiency of 0.87 kg/(h kW) for 316L stainless steel was achieved with a laser power of 3 kW, approximately three times that of the conventional wire laser material deposition process. The defect-free multitrack and multilayer deposition demonstrated the feasibility of our proposed high-efficiency process.
线激光直接能量沉积技术可实现大规模工业部件和零件的批量生产。然而,在传统的线激光材料沉积过程中,为了避免键孔缺陷,能量利用效率受到限制,导致沉积效率较低。本研究提出了一种高效的线激光材料沉积工艺,该工艺通过在填充线中产生键孔来提高能量利用率,同时还能避免沉积样品中出现键孔缺陷。我们深入研究了工艺参数对沉积质量和效率的影响,以确定工艺窗口。在激光功率为 3 kW 时,316L 不锈钢的沉积效率高达 0.87 kg/(h kW),约为传统线激光材料沉积工艺的三倍。无缺陷多轨和多层沉积证明了我们提出的高效工艺的可行性。
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引用次数: 0
Effect of brazing process on microstructure evolution and mechanical properties of Ti6Al4V/ZrO2 joints after laser surface treatment 钎焊工艺对激光表面处理后 Ti6Al4V/ZrO2 接头微观结构演变和力学性能的影响
Pub Date : 2024-07-17 DOI: 10.2351/7.0001406
Fei Ji, Yuanxing Li, Wenxin Dong, Ping Jiang, Hui Chen
Ti6Al4V alloy and ZrO2 ceramic have similar application fields and complementary properties. Brazing connections can broaden the application range. When using sealing glass with good air tightness, good electrical insulation, and low connection temperature to connect, the solder is difficult to wet on the metal surface. The traditional method is to oxidize the surface of the alloy at a high temperature, but the film is not uniform and the treatment time is long. In this study, nanosecond laser surface treatment was used as a prewelding pretreatment method to form a micro-nano structure on the surface and perform oxidation treatment. It is particularly important to select the brazing process. After the laser parameters and processing times were determined, the effects of different welding temperatures and holding times on the properties of the joints were compared, and it was found that there were regular changes. Finally, it is concluded that the maximum shear strength is 46 MPa when the welding temperature is 650 °C and the holding time is 30 min. Under this process, the performance of the joint significantly improved under the dual effects of mechanical bonding and metallurgical bonding. This study provides a new idea for the connection of metal and ceramic and has reference value for the selection of the brazing process.
Ti6Al4V 合金和 ZrO2 陶瓷具有相似的应用领域和互补的特性。钎焊连接可以拓宽应用范围。使用气密性好、电绝缘性好、连接温度低的密封玻璃进行连接时,焊料很难在金属表面润湿。传统的方法是对合金表面进行高温氧化处理,但成膜不均匀,处理时间长。本研究采用纳秒激光表面处理作为焊接前的预处理方法,在表面形成微纳结构并进行氧化处理。选择钎焊工艺尤为重要。在确定了激光参数和处理时间后,比较了不同焊接温度和保温时间对接头性能的影响,发现存在有规律的变化。最后得出结论,当焊接温度为 650 ℃、保温时间为 30 分钟时,最大剪切强度为 46 MPa。在此过程中,在机械粘接和冶金粘接的双重作用下,接头的性能显著提高。这项研究为金属与陶瓷的连接提供了新思路,对钎焊工艺的选择具有参考价值。
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引用次数: 0
Prediction of interface width in overlap joint configuration for laser welding of aluminum alloy using sensors 利用传感器预测铝合金激光焊接重叠接头配置的界面宽度
Pub Date : 2024-07-12 DOI: 10.2351/7.0001367
Yoo-Eun Lee, Woo-In Choo, Sungbin Im, Seung Hwan Lee, Dong Hyuck Kam
We present a method that can predict the interface width in an overlapping joint configuration for laser welding of Al alloys using sensors and a convolutional neural network (CNN)-based deep-learning model. The inputs for multi-input CNN-based deep-learning prediction models are spectral signals, represented by the light intensity measured by a spectrometer and dynamic images of the molten pool filmed by a charge-coupled device (CCD) camera. The interface width, used as learning data for modeling, was constructed as a database along with the process signal by cross-sectional analysis. In this study, we present results showing high accuracy in predicting the interface width in the overlap joint configuration for Al alloy laser welding. For predicting the interface width, five models are created and compared: a single CCD and spectrometer sensor algorithm, a multi-sensor algorithm with two input variables (CCD, spectrometer), a multi-sensor algorithm excluding the processing beam in the spectrometer data on the combination of Al 6014-T4 (top)/Al 6014-T4 (bottom), and a multi-sensor algorithm applied to the combination of Al 6014-T4 (top)/Al 5052-H32 (bottom). The multi-sensor algorithm with two input variables (CCD and spectrometer) on the same material combination showed the highest accuracy among the models.
我们介绍了一种利用传感器和基于卷积神经网络(CNN)的深度学习模型预测铝合金激光焊接重叠接头配置中界面宽度的方法。基于 CNN 的多输入深度学习预测模型的输入是光谱信号(由光谱仪测量的光强度和电荷耦合器件 (CCD) 摄像机拍摄的熔池动态图像表示)。作为建模学习数据的界面宽度是通过横截面分析与过程信号一起构建的数据库。在本研究中,我们展示了高精度预测铝合金激光焊接重叠接头配置界面宽度的结果。为了预测界面宽度,我们创建了五个模型并进行了比较:单一 CCD 和光谱仪传感器算法、具有两个输入变量(CCD、光谱仪)的多传感器算法、在 Al 6014-T4(上)/Al 6014-T4(下)组合的光谱仪数据中排除加工光束的多传感器算法,以及应用于 Al 6014-T4(上)/Al 5052-H32(下)组合的多传感器算法。在相同的材料组合中,具有两个输入变量(CCD 和光谱仪)的多传感器算法显示出最高的精确度。
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引用次数: 0
Comparison of laser induced corneal injury thresholds with safety limits for the wavelength range of 1200–1500 nm 波长范围为 1200-1500 纳米的激光诱导角膜损伤阈值与安全限值的比较
Pub Date : 2024-07-12 DOI: 10.2351/7.0001375
K. Schulmeister, B. Stuck
A computer model predicting thresholds for laser induced corneal injury was used to systematically analyze wavelength, pulse duration, and beam diameter dependencies for wavelengths between 1200 and 1500 nm, for the exposure duration regime of 10 μs to 100 s. The thresholds were compared with the maximum permissible exposure (MPE) values to protect the cornea as specified in ANSI Z136.1-2022, ICNIRP 2013, and IEC 60825-1:2014. In the wavelength range between 1200 and 1400 nm, the dominant hazard transitions from the retina to the cornea. Consequently, limits are needed to protect both the cornea and the retina. In the lower wavelength range, the retinal limits are more conservative, while in the higher wavelength range, the corneal limits are lower. Comparison with injury thresholds shows that ANSI MPEs include a large safety margin for all wavelengths. Due to the 7 mm aperture stop defined in IEC 60825-1, levels permitted by the Class 3B limit exceed the predicted injury thresholds for small beam diameters and wavelengths between approximately 1350 and 1400 nm. The Class 3B limit does not appear to be sufficiently protective for these conditions. For skin MPEs, the margin between corneal injury thresholds and MPEs decreases steadily for wavelengths approaching 1400 nm. However, normal eye movements can be expected to reduce the effective exposure so that skin MPEs may serve as adequate limits to protect the cornea for wavelengths less than 1400 nm until a specific limit to protect the cornea is promulgated by ICNIRP.
利用预测激光诱导角膜损伤阈值的计算机模型,系统分析了波长在 1200 至 1500 nm 之间的激光在 10 μs 至 100 s 暴露持续时间范围内的波长、脉冲持续时间和光束直径相关性。将阈值与 ANSI Z136.1-2022、ICNIRP 2013 和 IEC 60825-1:2014 中规定的保护角膜的最大允许暴露值 (MPE) 进行了比较。在 1200 和 1400 纳米之间的波长范围内,主要危害从视网膜转移到角膜。因此,需要同时保护角膜和视网膜的限值。在较低的波长范围内,视网膜的限值较为保守,而在较高的波长范围内,角膜的限值较低。与伤害阈值的比较表明,ANSI MPE 在所有波长上都有很大的安全余量。由于 IEC 60825-1 中定义的 7 毫米孔径止挡,3B 级限值允许的水平超过了小光束直径和大约 1350 至 1400 纳米波长的预测伤害阈值。在这些情况下,3B 级限值似乎不足以起到保护作用。对于皮肤 MPE,当波长接近 1400 nm 时,角膜损伤阈值与 MPE 之间的差值会逐渐减小。不过,正常的眼球运动可以减少有效照射,因此在国际非电离辐射防护委员会颁布保护角膜的具体限值之前,皮肤 MPE 可以作为波长小于 1400 nm 时保护角膜的适当限值。
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引用次数: 0
Microstructure and dynamic fracture behaviors of laser-MAG hybrid welded T-joints of 945 shipbuilding steel with different heat inputs 不同热输入下 945 号造船钢激光-MAG 混合焊接 T 形接头的微观结构和动态断裂行为
Pub Date : 2024-07-12 DOI: 10.2351/7.0001397
Jilong Guo, Lilong Zhou, Yong Zhao, Feiyun Wang, Juan Fu, Xueyan Yang, Yinjun Liu
Welded T-joints of 945 shipbuilding steel are widely used in plate-beam connections, and their impact toughness directly affects the service life of shipboard structural components. However, current research efforts have primarily focused on the static mechanical properties of welded T-joints, with few scholars investigating the impact properties of welded T-joints under dynamic loading conditions. In this paper, laser-MAG hybrid welding of 945 shipbuilding steel T-joints is utilized to study the effects of heat input on the microstructure evolution and dynamic mechanical properties of welded T-joints. The results show that the increase in heat input results in a decrease in the cooling rate, which promotes the formation of lath martensite in weld metal and the formation of granular and lath bainite in coarse grain heat affected zone (HAZ). Concurrently, the higher heat input increases the width of the HAZ and leads to grain coarsening, resulting in a 298.9% increase in average grain area when the heat input rises from 12.1 to 14.6 kJ/cm. The changes in martensite content and morphology result in a reduction in the microhardness of welded T-joints. The HAZ becomes the most vulnerable region to dynamic impact loading, and the higher heat input leads to ductile fracture. Compared to high heat input, the drop hammer acceleration decreases by 34.0%, the maximum displacement increases by 45.9%, and the fracture energy increases by 43.1%, for low heat input. The changes in the drop hammer impact metrics further illustrate that welded T-joints with lower heat input are favorable for improving impact toughness.
945 号造船钢焊接 T 型接头广泛用于板梁连接,其冲击韧性直接影响船用结构部件的使用寿命。然而,目前的研究工作主要集中在焊接 T 型接头的静态力学性能上,很少有学者研究焊接 T 型接头在动态载荷条件下的冲击性能。本文利用激光-MAG 混合焊接 945 号造船钢 T 型接头,研究了热输入对焊接 T 型接头微观结构演变和动态力学性能的影响。结果表明,热输入的增加会导致冷却速度的降低,从而促进焊缝金属中板条马氏体的形成以及粗晶粒热影响区(HAZ)中粒状贝氏体和板条贝氏体的形成。同时,较高的热输入增加了热影响区的宽度并导致晶粒粗化,当热输入从 12.1 kJ/cm 上升到 14.6 kJ/cm 时,平均晶粒面积增加了 298.9%。马氏体含量和形态的变化导致焊接 T 型接头的显微硬度降低。热影响区成为最易受动态冲击载荷影响的区域,较高的热输入导致韧性断裂。与高热输入相比,低热输入的落锤加速度降低了 34.0%,最大位移增加了 45.9%,断裂能增加了 43.1%。落锤冲击指标的变化进一步说明,热输入较低的焊接 T 型接头有利于提高冲击韧性。
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引用次数: 0
Research on twin method of transient temperature field in laser additive manufacturing based on optimization of measured parameters 基于测量参数优化的激光增材制造瞬态温度场孪生方法研究
Pub Date : 2024-07-12 DOI: 10.2351/7.0001383
Zhen-Ying Xu, Yao-Feng Wang, Ying-Jun Lei
The transient temperature field during laser-directed energy deposition has a crucial impact on the quality of manufactured parts. In this study, in order to solve the problems that the transient temperature field is difficult to measure directly and the traditional numerical simulation data are not real time and the model is inaccurate, a transient temperature field twin method based on the optimization of measured parameters is proposed. First, based on heat transfer, a twin model of temperature-dependent thermophysical parameter fluctuations is built, and the model defines the time-dependent power parameters. In order to perform numerical simulations for the acquisition of the temperature field distribution and to verify the accuracy of the model through the comparison of synchronized lateral validation experiments, an integrated measurement-validation experimental system is constructed. A twin model validation method is proposed, in which the frontal measurement experiments are synchronized with the lateral validation experiments. The real-time radius of the molten pool and temperature parameters are extracted from the frontal measurement experiments and inputted into the twin model. In order to confirm the great realism of the built twin model, the simulation of the twin temperature field under various laser strengths is examined in the last step. The experimental findings demonstrate that the temperature field twin physical model developed in this work is capable of faithfully simulating temperature field variations brought about by real-time laser additive process parameter changes. This approach reduces the number and expense of actual tests, helps to adjust process parameters to ensure an improvement in product quality and performance, and makes up for the lack of real-time problems in traditional numerical simulation. It also improves the accuracy and real-time simulation model. Finally, it has the ability to instantly provide input and track the production process in real time. It helps to advance the application of digital-twin technology in the field of additive manufacturing.
激光定向能量沉积过程中的瞬态温度场对制件质量有着至关重要的影响。本研究针对瞬态温度场难以直接测量、传统数值模拟数据不实时、模型不准确等问题,提出了一种基于测量参数优化的瞬态温度场孪生方法。首先,基于传热学建立了与温度相关的热物理参数波动孪生模型,该模型定义了与时间相关的功率参数。为了对温度场分布的获取进行数值模拟,并通过同步横向验证实验的对比来验证模型的准确性,构建了测量-验证一体化实验系统。提出了一种双模型验证方法,即正面测量实验与侧面验证实验同步进行。从正面测量实验中提取熔池的实时半径和温度参数,并输入孪生模型。为了证实所建孪晶模型的高度真实性,最后一步对不同激光强度下的孪晶温度场进行了模拟。实验结果表明,这项工作中开发的温度场孪生物理模型能够忠实地模拟实时激光添加工艺参数变化带来的温度场变化。这种方法减少了实际测试的次数和费用,有助于调整工艺参数以确保提高产品质量和性能,并弥补了传统数值模拟中缺乏实时性的问题。它还能提高仿真模型的准确性和实时性。最后,它还具有即时提供输入和实时跟踪生产过程的能力。它有助于推动数字孪生技术在增材制造领域的应用。
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引用次数: 0
Prediction and optimization of joint quality in laser transmission welding using serial artificial neural networks and their integration with Markov decision process 利用串行人工神经网络及其与马尔可夫决策过程的整合,预测和优化激光传输焊接的接头质量
Pub Date : 2024-07-09 DOI: 10.2351/7.0001384
Yuxuan Liu, Fei Liu, Wuxiang Zhang, Xilun Ding, Fumihito Arai
Laser transmission welding is a highly accurate method for joining plastics, but its diverse process parameters require effective modeling for optimal results. Traditional artificial neural networks (ANNs) typically establish predictive models between laser processing parameters and welding strength, neglecting the crucial role of welding morphology in feature extraction, thus diminishing accuracy. To address this, we developed a serial ANN model based on statistically evident correlations, which predicts joint morphology and strength sequentially, resulting in a 47% improvement in predictive accuracy and a mean error of just 7.13%. This two-layered approach effectively reduces the stepwise propagation of errors in ANNs, allowing the first layer to provide a refined data representation for the second layer to predict welding strength. Furthermore, finding the optimal laser parameter set is time-consuming and computationally demanding with traditional ANN-based optimization methods. To address this, we integrated the Markov decision process with the serial ANN for the first time and proposed a novel varying step strategy for the model, enabling a balance of swift convergence and avoidance of suboptimal solutions. Notably, the Markov-serial ANN model attained enhanced optimization results using only 15.5% of the computational resources required by a standard parameter interval optimization methodology. Welding experiments verified the reliability of the Markov-serial ANN, achieving a mean error of 4.54% for welding strength.
激光透射焊接是一种高精度的塑料连接方法,但其工艺参数多种多样,需要建立有效的模型才能获得最佳效果。传统的人工神经网络(ANN)通常在激光加工参数和焊接强度之间建立预测模型,忽略了焊接形态在特征提取中的关键作用,从而降低了精度。为解决这一问题,我们开发了一种基于统计学上明显相关性的串行人工神经网络模型,该模型可依次预测接头形态和强度,从而将预测精度提高了 47%,平均误差仅为 7.13%。这种双层方法有效地减少了人工神经网络中误差的逐步传播,使第一层能够为第二层预测焊接强度提供精细的数据表示。此外,传统的基于 ANN 的优化方法需要耗费大量时间和计算量才能找到最佳激光参数集。为此,我们首次将马尔可夫决策过程与序列 ANN 相结合,并为模型提出了一种新颖的变化步长策略,从而在快速收敛和避免次优解之间实现了平衡。值得注意的是,马尔可夫序列 ANN 模型仅使用了标准参数区间优化方法所需计算资源的 15.5%,就获得了增强的优化结果。焊接实验验证了马尔可夫序列 ANN 的可靠性,焊接强度的平均误差为 4.54%。
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引用次数: 0
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Journal of Laser Applications
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