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Evaluation of surface tortuosity on the corrosion resistance of organic coatings using laser texturing process 利用激光纹理加工工艺评估表面曲折度对有机涂层耐腐蚀性的影响
IF 2.1 4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-12-04 DOI: 10.2351/7.0001107
Santiago Caraguay, Thiago Soares Pereira, Francisco Ratuznei, Miriam Zareth Parra Sejas, Milton Pereira, Fabio Antônio Xavier
Surface tortuosity is a quantitative measure of the complexity of a material's surface. It is commonly defined as the ratio between the real length of the surface over the shortest distance between two points on the surface. An increase in surface tortuosity has been found to have advantageous effects on the durability of coated parts when exposed to corrosive and humid conditions. Laser surface texturing, a versatile process, can be used to modify the surface tortuosity by creating various structure patterns on the surface of steel. This study aims to investigate the impact of V-shaped groove dimensions on the resistance against corrosion creep of an organic coating applied to textured surfaces. Comparative surface tortuosity measurements were obtained for different groove dimensions while keeping the aspect ratio and textured areas constant. V-shaped grooves with an aspect ratio of 1 and sizes of 50, 100, and 200 μm were machined on carbon steel AISI-A36. The distance between adjacent grooves was varied to achieve different textured areas, ranging from 10% to 60%. The surface roughness (Sa) and surface tortuosity were characterized. The performance of the coating was evaluated using an accelerated corrosion test based on ISO 12944-9. The results indicate that V-shaped grooves with dimensions of 100 μm and a textured area of 40% exhibit the lowest coating delamination. It is worth to mention that the performance of organic coatings is enhanced up to a certain optimal point by an increase in surface tortuosity. However, beyond this optimal point, further increases in tortuosity do not lead to an increased resistance to the propagation of corrosion.
表面弯曲度是材料表面复杂性的定量度量。它通常被定义为表面的实际长度与表面上两点之间的最短距离之比。当暴露在腐蚀性和潮湿条件下时,表面弯曲度的增加对涂层部件的耐久性有有利的影响。激光表面变形是一种通用的工艺,可以通过在钢表面产生各种结构图案来改变表面扭曲度。本研究的目的是研究v形槽尺寸对应用于有织构表面的有机涂层抗腐蚀蠕变的影响。在保持长径比和织构面积不变的情况下,获得了不同凹槽尺寸的表面弯曲度对比测量结果。在AISI-A36碳钢上加工出宽高比为1、尺寸分别为50、100和200 μm的v形凹槽。通过改变相邻凹槽之间的距离来实现不同的纹理区域,范围从10%到60%不等。对表面粗糙度(Sa)和表面弯曲度进行了表征。采用基于ISO 12944-9的加速腐蚀试验评估涂层的性能。结果表明,尺寸为100 μm、织构面积为40%的v型沟槽涂层分层程度最低;值得一提的是,有机涂层的性能是通过增加表面扭曲度而提高到某一最佳点的。然而,在这个最佳点之外,弯曲度的进一步增加不会导致腐蚀扩展的阻力增加。
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引用次数: 0
Process development for laser powder bed fusion of GRCop-42 using a 515 nm laser source 使用 515 nm 激光源进行 GRCop-42 激光粉末床熔融的工艺开发
IF 2.1 4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-11-01 DOI: 10.2351/7.0001139
S. Gruber, L. Stepien, L. Gerdt, E. López, Jan Kieser, F. Brueckner, Christoph Leyens, Craig Bratt
Copper is widely used in high heat flux and electrical applications because of its excellent electrical and thermal conductivity properties. Alloying elements such as chromium or nickel are added to strengthen the material, especially for higher temperatures. Cu4Cr2Nb, also known as GRCop-42, is a dispersion-strengthened copper-chromium-niobium alloy developed by NASA for high-temperature applications with high thermal and mechanical stresses such as rocket engines. Additive manufacturing (AM) enables applications with complex functionalized geometries and is particularly promising in the aerospace industry. In this contribution, a parametric study was performed for GRCop-42 and the AM process laser powder bed fusion (PBF-LB/M) using a green laser source for two-layer thicknesses of 30 and 60 μm. Density, electrical conductivity, hardness, microstructure, and static mechanical properties were analyzed. Various heat treatments ranging from 400 to 1000 °C and 30 min to 4 h were tested to increase the electrical conductivity and hardness. For both layer thicknesses, dense parameter sets could be obtained with resulting relative densities above 99.8%. Hardness and electrical conductivity could be tailored in the range of 103–219 HV2 and 24%–88% International Annealed Copper Standard (IACS) depending on the heat treatment. The highest ultimate tensile strength (UTS) obtained was 493 MPa. An aging temperature of 700 °C for 30 min showed the best combination of room temperature properties such as electrical conductivity of 83.76%IACS, UTS of 481 MPa, elongation at break (A) at 24%, and hardness of 125 HV2.
铜具有出色的导电和导热性能,因此被广泛应用于高热通量和电气应用领域。添加铬或镍等合金元素可增强材料的强度,尤其是在高温条件下。Cu4Cr2Nb 又称 GRCop-42,是美国国家航空航天局开发的一种分散强化铜铬铌合金,适用于火箭发动机等热应力和机械应力较高的高温应用。增材制造(AM)可实现复杂功能化几何形状的应用,在航空航天工业中尤其大有可为。在本文中,我们对 GRCop-42 和使用绿色激光源的激光粉末床熔融(PBF-LB/M)AM 工艺进行了参数研究,两层厚度分别为 30 μm 和 60 μm。对密度、导电性、硬度、微观结构和静态机械性能进行了分析。为了提高导电率和硬度,测试了 400 至 1000 °C、30 分钟至 4 小时的各种热处理。对于两种厚度的层,都能获得致密的参数集,相对密度超过 99.8%。根据热处理的不同,硬度和导电率的范围分别为 103-219 HV2 和 24%-88% 国际退火铜标准(IACS)。获得的最高极限拉伸强度(UTS)为 493 兆帕。在 700 °C 的老化温度下老化 30 分钟显示出室温特性的最佳组合,如电导率为 83.76%IACS、UTS 为 481 兆帕、断裂伸长率 (A) 为 24%、硬度为 125 HV2。
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引用次数: 0
Butt welding of SUS304 and Inconel718 tubes by using defocused laser beam 散焦激光束对焊SUS304和Inconel718管
4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-11-01 DOI: 10.2351/7.0001086
Jian Cheng, Feng Xie, Yulong Chen, Xingpeng Zhang, Zhongshen Zhai, Fengping Li, Dun Liu
Joining stainless steel to superalloy is currently of extensive interest for applications in aviation and automotive industries. However, conventional welding is prone to encounter defects such as cracks and austenite grain coarsening in the fusion zone. In the present study, laser welding was applied to join SUS304 stainless steel and Inconel718 superalloy circular tubes due to their precise local heat input and accuracy. The effects of defocusing distance, welding speed, and laser power on welding characteristics were studied by changing the values of the mentioned parameters, which manifested that different process parameters exerted a tremendous impact on the cross section morphology and shape of the weld seam. In addition, finite element simulation software was used to simulate temperature field distribution. The results revealed that there would be a buffering region on the temperature field once the laser power gradually decreased, which remarkably reflected the effect of the laser power descending on eliminating weld craters. Therefore, the crater defects caused by laser beam accelerating and decelerating at the start and end of welding could be effectively eliminated through synchronously regulating laser power in the real welding process.
目前,将不锈钢与高温合金结合在航空和汽车工业中具有广泛的应用前景。然而,传统焊接在熔合区容易出现裂纹和奥氏体晶粒粗化等缺陷。由于SUS304不锈钢和Inconel718高温合金圆管具有精确的局部热输入和精度,本研究采用激光焊接方法进行了连接。通过改变离焦距离、焊接速度和激光功率对焊接特性的影响,研究了离焦距离、焊接速度和激光功率对焊接特性的影响,表明不同的工艺参数对焊缝的截面形貌和形状有很大的影响。此外,利用有限元仿真软件对温度场分布进行了模拟。结果表明,随着激光功率的逐渐降低,温度场会出现一个缓冲区,这明显反映了激光功率的降低对消除焊缝凹坑的影响。因此,在实际焊接过程中,通过同步调节激光功率,可以有效地消除焊接开始和结束时激光束加速和减速造成的弹坑缺陷。
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引用次数: 0
Enhancing control of air bubbles in water flows through laser-based surface wettability patterning 通过基于激光的表面润湿性图案增强对水流中气泡的控制
4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-11-01 DOI: 10.2351/7.0001142
Ryan Mullennex, Wuji Huang, Casey Harwood, James Buchholz, Hongtao Ding
Air bubble injection has been a widely studied method for reducing frictional drag in fluid flows, especially in the marine industry. However, the lack of control over air bubble stability, size, and shape has hindered its widespread adoption. This study investigates the use of laser-based surface wettability modification techniques to address these challenges by enhancing control over air bubble behavior in water flows. We processed metal plates using nanosecond laser and chemical immersion to create wettability patterns consisting of regions of either superhydrophobicity or superhydrophilicity. Water tunnel experiments were conducted to observe the behavior of air bubbles over these different wettability patterns. The results revealed that surface wettability can be used to control the size and spatial distribution of air bubbles, which can enhance the energy cost-benefit of drag reduction methods in the marine industry. Moreover, this research offers new insights into the potential of laser-based surface wettability modification as a solution for improving the control of air bubble behavior in large-scale applications.
气泡注入是一种被广泛研究的减少流体流动摩擦阻力的方法,特别是在海洋工业中。然而,缺乏对气泡稳定性、大小和形状的控制阻碍了它的广泛采用。本研究探讨了利用激光表面润湿性改性技术,通过加强对水流中气泡行为的控制来解决这些挑战。我们使用纳秒激光和化学浸泡来处理金属板,以创建由超疏水性或超亲水性区域组成的润湿性模式。通过水洞实验,观察了气泡在不同润湿性模式下的行为。结果表明,表面润湿性可以用来控制气泡的大小和空间分布,这可以提高海洋工业中减阻方法的能源成本效益。此外,该研究为激光表面润湿性改性的潜力提供了新的见解,这是一种改善大规模应用中气泡行为控制的解决方案。
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引用次数: 0
Design and numerical assessment of an additively manufactured Schwarz diamond triply periodic minimal surface fluid-fluid heat exchanger 添加式制造的施瓦茨金刚石三周期最小表面流体-流体热交换器的设计与数值评估
IF 2.1 4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-11-01 DOI: 10.2351/7.0001184
Tim Röver, Maxim Kuehne, Floyd Bischop, Leighton Clague, Bastian Bossen, Claus Emmelmann
In aerospace, thermal applications demand compact, lightweight, and efficient heat exchangers. Additive manufacturing processes offer the potential to create highly complex structures that are not achievable through traditional manufacturing methods. This work presents the development of an additively manufactured fluid-fluid heat exchanger that shows the potential to enhance the performance, reduce weight, and increase compactness compared to a conventional plate heat exchanger. A numerical model of the conventional plate heat exchanger was created, and fluid dynamics simulations with heat transfer were performed. Validation of the simulations was done by experiments. Then, a novel heat exchanger was designed using a bottom-up approach and investigated at different levels of complexity using computational fluid dynamics. The internal structure of the final heat exchanger consists of a repeating triply periodic Schwarz diamond minimum surface elongated in the direction of flow. The heat exchanger was manufactured with laser powder bed fusion process using AlSi10Mg. It had a 108% higher compactness and 54% lower weight compared to the plate heat exchanger. Numerical analysis yielded the pressure loss in pascal was reduced by 50%–59% while heat transfer in watts was improved by 3%–5%. Future researches should experimentally investigate the thermal and fluid mechanical characteristics of the novel additively manufactured heat exchanger and increase compactness and heat transfer further by analyzing the minimum partition wall thickness and the impact of wall roughness and deposit formation.
在航空航天领域,热应用要求热交换器结构紧凑、重量轻、效率高。快速成型制造工艺提供了制造传统制造方法无法实现的高度复杂结构的潜力。与传统板式热交换器相比,该热交换器具有提高性能、减轻重量和提高紧凑性的潜力。研究人员创建了传统板式热交换器的数值模型,并进行了传热流体动力学模拟。实验验证了模拟结果。然后,采用自下而上的方法设计了一种新型热交换器,并利用计算流体动力学对不同复杂程度的热交换器进行了研究。最终热交换器的内部结构由沿流动方向拉长的重复三周期施瓦茨金刚石最小表面组成。热交换器采用 AlSi10Mg 激光粉末床熔融工艺制造。与板式热交换器相比,它的紧凑性提高了 108%,重量减轻了 54%。数值分析结果表明,以帕斯卡为单位的压力损失降低了 50%-59%,而以瓦特为单位的热传递提高了 3%-5%。未来的研究应通过实验研究新型加成制造热交换器的热和流体机械特性,并通过分析最小隔板壁厚以及壁面粗糙度和沉积物形成的影响,进一步提高紧凑性和传热性。
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引用次数: 0
Analysis for temperature distribution of laser cleaning process of curved surface by numerical simulation 通过数值模拟分析曲面激光清洗过程的温度分布
IF 2.1 4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-11-01 DOI: 10.2351/7.0001130
Yuewei Ai, Guangyu Dong, Yachao Yan
Laser cleaning is an advanced cleaning technology which is widely used in the manufacturing industry. Compared with the common planar laser cleaning process, the laser cleaning process of curved surface is difficult to control the completeness and homogeneity of the cleaning layer, which has a great influence on the surface quality and mechanical properties of the cleaned parts. Therefore, a three-dimensional numerical model of the laser cleaning process of the curved surface considering the coordinate system transformation of the heat source is established in this paper to clean the alumina on the surface of the 5754 aluminum alloy. The temperature distribution characteristics for different tangent slopes of the laser cleaning path and the temperature variation with time for different cleaning paths of the laser cleaning process are analyzed. The results show that the proposed method can provide important guiding significance for the practical laser cleaning process of the curved surface.
激光清洗是一种先进的清洗技术,被广泛应用于制造业。与普通平面激光清洗工艺相比,曲面激光清洗工艺难以控制清洗层的完整性和均匀性,对被清洗零件的表面质量和机械性能影响较大。因此,本文建立了考虑热源坐标系变换的曲面激光清洗过程三维数值模型,对 5754 铝合金表面的氧化铝进行清洗。分析了不同切线斜率的激光清洗路径的温度分布特征,以及激光清洗过程中不同清洗路径的温度随时间的变化情况。结果表明,所提出的方法对曲面激光清洗工艺的实际应用具有重要的指导意义。
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引用次数: 0
Process development and process adaption guidelines for the deposition of thin-walled structures with IN718 using extreme high-speed directed energy deposition (EHLA3D) 使用超高速定向能沉积(EHLA3D)沉积IN718薄壁结构的工艺开发和工艺适应指南
4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-11-01 DOI: 10.2351/7.0001140
Min-Uh Ko, Zongwei Zhang, Thomas Schopphoven
Extreme high-speed directed energy deposition (EHLA) is a modified variant of the laser based directed energy deposition (DED-LB) and is being applied as an efficient coating process for rotational symmetric components. Characteristics of EHLA processes are feed rates of up to 200 m/min, which result in smaller weld bead deposition and thinner layer thicknesses compared to conventional DED-LB. When transferred to additive manufacturing, this characteristic utilizes the potential of depositing thin-walled filigree structures at deposition rates, which are comparable to typical DED-LB processes (EHLA3D). The results of this work were achieved with an EHLA3D machine, which is a modified CNC-type machine capable of operating feed rates with vf = 30 m/min. In this work, process parameters were developed for the deposition of thin-walled filigree structures with the Ni-based superalloy IN718. Single tracks with constant feed rates and a variation in the beam diameter and powder mass flow were deposited and analyzed regarding the resulting weld bead dimension and dilution zone. Then, process parameters were selected and transferred to the deposition of thin walls, and guidelines of the parameter adaption toward thin-walled deposition were defined. Two parameter sets were developed to assess the feasible wall-thicknesses deposited by EHLA3D. Depending on the developed parameter sets, wall thicknesses between 300 and 500 μm are achieved. To characterize the resulting thin-walls, surface roughness measurements and metallographic cross sections were conducted.
超高速定向能沉积(EHLA)是激光定向能沉积(ed - lb)的改进版本,是一种用于旋转对称部件的高效涂层工艺。EHLA工艺的特点是进料速度高达200米/分钟,与传统的d - lb相比,这导致焊缝沉积更小,层厚度更薄。当转移到增材制造时,该特性利用了以沉积速率沉积薄壁细丝结构的潜力,这与典型的d - lb工艺(EHLA3D)相当。这项工作的结果是通过EHLA3D机器实现的,这是一种改进的cnc型机器,能够运行vf = 30 m/min的进给速度。本文研究了用镍基高温合金IN718沉积薄壁丝状组织的工艺参数。在恒定的进给速率下,沉积了单轨迹,并分析了光束直径和粉末质量流量的变化,以及由此产生的焊缝尺寸和稀释区。然后,选择工艺参数并将其转移到薄壁沉积中,并定义了薄壁沉积参数的适应准则。开发了两个参数集来评估EHLA3D沉积的可行壁厚。根据开发的参数集,可以实现300至500 μm之间的壁厚。为了表征所得到的薄壁,进行了表面粗糙度测量和金相截面。
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引用次数: 0
Modeling and multiobjective optimization of thermal effects of fiber laser cutting of Inconel 600 sheet by employing the ANN and multi-objective PSO algorithm 基于神经网络和多目标粒子群算法的光纤激光切割Inconel 600板材热效应建模与多目标优化
4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-11-01 DOI: 10.2351/7.0001231
Mohammad Hossein Razavi Dehkordi, Dheyaa J. Jasim, Ameer H. Al-Rubaye, Mohammad Akbari, Seyed Amin Bagherzadeh, Mohammadreza Ghazi, Hamed Mohammadkarimi
In this study, the experimental results of fiber laser cutting of Inconel 600 was modeled and optimized by combining artificial neural networks (ANNs) and particle swarm optimization (PSO). The impact of cutting criteria on the temperature adjacent to the cut kerf and roughness of the cutting edge was experimentally evaluated. The independent variables are the cutting speed, focal length, and laser power. The fiber laser cutting characteristics are modeled at different cutting conditions by the ANN method according to the experimental data. The findings indicated that the ANN is performing reasonably well in dealing with the training and test datasets. Also, the multiobjective PSO has been developed to effectively optimize the laser cutting procedure parameters in order to achieve the maximum temperature (the temperature upper than 370 °C) and minimum roughness (lower than 3 μm) simultaneously in order to improve the laser cutting efficiency. Based on the PSO results, the optimal laser power gained at a laser power of 830 and 1080 W at cutting speed ranges from 2 to 4 m/min and maximum focal length ranges between 0.75 and 0.8 mm where the lowest amount of roughness was created. The optimum temperature ranges were between 370 and 419°C. At a laser power of 1000 W and speed of 4 m/min, the smooth cutting edge at minimum roughness was gained without any defects. Transmission of the focal point up to 1.5 mm below the top surface of the sheet improved the roughness of the cutting edge and the cut quality by producing the smooth surface without slags.
本研究采用人工神经网络(ann)和粒子群优化(PSO)相结合的方法对光纤激光切割Inconel 600的实验结果进行建模和优化。实验评价了切削准则对切削刃附近温度和切削刃粗糙度的影响。自变量是切割速度、焦距和激光功率。根据实验数据,采用神经网络方法对不同切割条件下的光纤激光切割特性进行了建模。结果表明,人工神经网络在处理训练和测试数据集方面表现相当好。同时,开发了多目标粒子群算法,有效地优化了激光切割工艺参数,以同时实现最高温度(高于370°C)和最小粗糙度(低于3 μm),从而提高激光切割效率。基于PSO结果,激光功率为830和1080 W,切割速度为2 ~ 4 m/min,最大焦距为0.75 ~ 0.8 mm时,产生的粗糙度最小。最佳温度范围为370 ~ 419℃。在激光功率为1000 W,速度为4 m/min的条件下,获得了粗糙度最小的光滑刃口,没有任何缺陷。焦点传输到板材顶面以下1.5 mm处,通过产生无渣的光滑表面,提高了切割边缘的粗糙度和切割质量。
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引用次数: 0
Antibacterial effect of periodic structure formed on SUS430 by using nanosecond pulsed laser 利用纳秒脉冲激光在 SUS430 上形成的周期性结构的抗菌效果
IF 2.1 4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-11-01 DOI: 10.2351/7.0001196
Mikuru Okazaki, Masaki Hashida, Satoru Iwamori
We investigated the laser-induced periodic surface structures (LIPSSs) formed on an SUS430 surface by irradiation with a nanosecond pulsed laser (Nd:YAG, wavelength of 532 nm, pulse width of 10 ns, number of pulses of 50, repetition rate of 10 Hz, and laser fluence of 1.2 J/cm2) and the antibacterial effect of the surface. LIPSSs with an interspacing of about 500 nm, which was close to the laser wavelength, were produced on the surface when the pulsed laser was near the ablation threshold. The film attachment method (JIS Z 2801) was used to measure the bacterial growth suppression on SUS430 surfaces with and without LIPSSs. On the surface without an LIPSS, the number of colonies was 1244, and on that with an LIPSS, the number was 198, indicating that the LIPSS formed by nanosecond pulsed laser irradiation inhibited the growth of bacteria. The chrome oxide layer on the SUS430 surface with the LIPSS may emit chrome ions from the edge of the LIPSS, enhancing the antibacterial effect.
我们研究了用纳秒脉冲激光(Nd:YAG,波长 532 nm,脉宽 10 ns,脉冲数 50,重复频率 10 Hz,激光能量 1.2 J/cm2)照射 SUS430 表面所形成的激光诱导周期性表面结构(LIPSS)及其抗菌效果。当脉冲激光接近烧蚀阈值时,表面会产生间距约为 500 nm(接近激光波长)的 LIPSS。使用薄膜附着法(JIS Z 2801)测量了有 LIPSS 和没有 LIPSS 的 SUS430 表面的细菌生长抑制情况。在没有 LIPSS 的表面上,菌落数为 1244 个,而在有 LIPSS 的表面上,菌落数为 198 个,这表明纳秒脉冲激光照射形成的 LIPSS 抑制了细菌的生长。带有 LIPSS 的 SUS430 表面上的氧化铬层可能会从 LIPSS 边缘发射铬离子,从而增强抗菌效果。
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引用次数: 0
Automated quality evaluation for laser cutting in lithium metal battery production using an instance segmentation convolutional neural network 使用实例分割卷积神经网络自动评估锂金属电池生产中的激光切割质量
IF 2.1 4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-11-01 DOI: 10.2351/7.0001213
J. Kriegler, Tianran Liu, R. Hartl, Lucas Hille, M. F. Zaeh
Separating lithium metal foil into individual anodes is a critical process step in all-solid-state battery production. With the use of nanosecond-pulsed laser cutting, a characteristic quality-decisive cut edge geometry is formed depending on the chosen parameter set. This cut edge can be characterized by micrometer-scale imaging techniques such as confocal laser scanning microscopy. Currently, experimental determination of suitable process parameters is time-consuming and biased by the human measurement approach, while no methods for automated quality assurance are known. This study presents a deep-learning computer vision approach for geometry characterization of lithium foil laser cut edges. The convolutional neural network architecture Mask R-CNN was implemented and applied for categorizing confocal laser scanning microscopy images showing defective and successful cuts, achieving a classification precision of more than 95%. The algorithm was trained for automatic pixel-wise segmentation of the quality-relevant melt superelevation along the cut edge, reaching segmentation accuracies of up to 88%. Influence of the training data set size on the classification and segmentation accuracies was assessed confirming the algorithm’s industrial application potential due to the low number of 246 or fewer original images required. The segmentation masks were combined with topography data of cut edges to obtain quantitative metrics for the quality evaluation of lithium metal electrodes. The presented computer vision pipeline enables the integration of an automated image evaluation for quality inspection of lithium foil laser cutting, promoting industrial production of all-solid-state batteries with lithium metal anode.
将锂金属箔分离成单个阳极是全固态电池生产的关键工艺步骤。使用纳秒脉冲激光切割技术,可根据所选参数设置形成决定质量的切割边缘几何特征。这种切割边缘可通过微米级成像技术(如共焦激光扫描显微镜)进行表征。目前,通过实验确定合适的工艺参数非常耗时,而且人为测量方法存在偏差,而自动质量保证方法尚不得而知。本研究提出了一种用于锂箔激光切割边缘几何特征描述的深度学习计算机视觉方法。该方法采用了卷积神经网络架构 Mask R-CNN,并将其用于对显示缺陷和成功切割的共焦激光扫描显微镜图像进行分类,分类精度达到 95% 以上。对该算法进行了训练,以对切割边缘与质量相关的熔体超高进行像素级自动分割,分割准确率高达 88%。评估了训练数据集大小对分类和分割精确度的影响,证实该算法具有工业应用潜力,因为所需的原始图像数量较少,仅为 246 张或更少。分割掩模与切割边缘的地形数据相结合,获得了用于锂金属电极质量评估的量化指标。所介绍的计算机视觉流水线实现了锂箔激光切割质量检测的自动图像评估集成,促进了使用锂金属负极的全固态电池的工业化生产。
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引用次数: 0
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Journal of Laser Applications
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