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Cutting performance optimization and experimental research of indexable insert drill 可转位刀片钻的切削性能优化与实验研究
IF 5.2 2区 工程技术 Q2 ENGINEERING, MANUFACTURING Pub Date : 2024-07-30 DOI: 10.1007/s40436-024-00507-y
Yun-Song Lian, Min Zhang, Xiao-Hui Chen, Shu-Wen Peng, Liang-Liang Lin, Chao Liu, Xu-Yang Chu, Wei Zhou

In this study, the entire process of entry-drilling cutting and steady-state cutting of indexable insert drills was investigated to address challenges, such as vibration, chipping, and poor machining quality, during the cutting process. The research involved the utilization of theoretical analysis and simulation to examine the three-stage force of entry drilling and steady-state force of drilling bodies with various lap structures. Different parameters of the lap structure were analyzed to understand their impact on the direction of the cutting force, emphasizing that the force direction was influenced more by lap structure than the size of the cutting force. Data on radial force, axial force, hole diameter, hole wall roughness, and drill scraping were obtained from experimental cutting of carbon and stainless steel. The performance of different lap structures was evaluated based on these parameters. The experimental results revealed that the radial force in the given environment was most significantly impacted by the height difference between the central and peripheral insert. This was followed by the central insert deflection angle α2 and peripheral insert deflection angle α1. A larger deflection angle β resulted in a skewed radial force direction toward the outermost end of the peripheral insert, minimizing drill body scraping and increasing radial force. Furthermore, a substantial increase in radial force and axial force was observed with an increase in feed, while these forces were not significantly affected by the increase in cutting speed. Additionally, the hole diameter and hole wall roughness after cutting increased with the rise in feed.

本研究对可转位刀片钻头的切入钻削和稳态切削的整个过程进行了研究,以解决切削过程中的振动、崩边和加工质量差等难题。该研究利用理论分析和仿真技术,考察了不同搭接结构的钻头钻孔三阶段力和钻孔体的稳态力。通过分析搭接结构的不同参数,了解它们对切削力方向的影响,并强调切削力方向受搭接结构的影响比切削力大小的影响更大。通过对碳钢和不锈钢的切削实验,获得了有关径向力、轴向力、孔直径、孔壁粗糙度和钻头刮痕的数据。根据这些参数评估了不同搭接结构的性能。实验结果表明,在特定环境下,中心刀片和外围刀片的高度差对径向力的影响最大。其次是中心插入件偏转角 α2 和外围插入件偏转角 α1。偏转角β越大,径向力方向就越偏向外围刀片的最外端,从而最大限度地减少了钻体刮伤,增加了径向力。此外,随着进给量的增加,径向力和轴向力也大幅增加,而切削速度的增加对这些力的影响不大。此外,切削后的孔径和孔壁粗糙度也随着进给量的增加而增加。
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引用次数: 0
Combining 3D printing of copper current collectors and electrophoretic deposition of electrode materials for structural lithium-ion batteries 将铜集流器的 3D 打印与结构性锂离子电池电极材料的电泳沉积相结合
IF 5.2 2区 工程技术 Q2 ENGINEERING, MANUFACTURING Pub Date : 2024-07-25 DOI: 10.1007/s40436-024-00514-z
Ana C. Martinez, Alexis Maurel, Bharat Yelamanchi, A. Alec Talin, Sylvie Grugeon, Stéphane Panier, Loic Dupont, Ana Aranzola, Eva Schiaffino, Sreeprasad T. Sreenivasan, Pedro Cortes, Eric MacDonald

Serving as a proof of concept, additive manufacturing and electrophoretic deposition are leveraged in this work to enable structural lithium-ion batteries with load-bearing and energy storage dual functionality. The preparation steps of a complex 3D printed copper current collector, involving the formulation of a photocurable resin formulation, as well as the vat photopolymerization process followed by a precursors-based solution soaking step and thermal post-processing are presented. Compression and microhardness testing onto the resulting 3D printed copper current collector are shown to demonstrate adequate mechanical performance. Electrophoretic deposition of graphite as a negative electrode active material and other additives was then performed onto the 3D printed copper collector, with the intention to demonstrate energy storage functionality. Half-cell electrochemical cycling of the 3D multi-material current collector/negative electrode versus lithium metal finally demonstrates that structural battery components can be successfully obtained through this approach.

作为概念验证,这项研究利用增材制造和电泳沉积技术实现了具有承重和储能双重功能的结构性锂离子电池。本文介绍了复杂的三维打印铜集流器的制备步骤,包括光固化树脂配方的配制、大桶光聚合工艺,以及基于前驱体的溶液浸泡步骤和热后处理。结果表明,3D 打印铜集流器的压缩和微硬度测试表明其具有足够的机械性能。然后在三维打印的铜集电体上电泳沉积了石墨作为负极活性材料和其他添加剂,目的是展示其储能功能。三维多材料集流器/负电极与锂金属的半电池电化学循环最终表明,通过这种方法可以成功获得结构电池组件。
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引用次数: 0
Investigation of control method on blade shape accuracy of blisk in vibration finishing 振动光饰中叶片形状精度的控制方法研究
IF 5.2 2区 工程技术 Q2 ENGINEERING, MANUFACTURING Pub Date : 2024-07-24 DOI: 10.1007/s40436-024-00505-0
Chang-Feng Yao, Yun-Qi Sun, Liang Tan, Min-Chao Cui, Ding-Hua Zhang, Jun-Xue Ren

Vibration finishing can effectively reduce the surface roughness of blisks and change blade shape accuracy. This study investigates the influence of vibration finishing on the shape accuracy of the blade part of the blisk. The influence of the fixed attitude of the blisk on the position accuracy and profile accuracy of different measuring sections of the blade is analyzed. The changes in the blade geometry before and after vibration finishing are analyzed. The adjustment method of blade disc attitude in the machining process is developed, and the tooling used to fix the blade disc in the vibration finishing is improved. By controlling the deformation in different time periods to offset each other, the contact between the abrasive and the blade edge is reduced, effectively reducing the displacement of the blade section and the excessive wear of the edge.

振动光饰可以有效降低叶盘的表面粗糙度,改变叶片的形状精度。本研究探讨了振动光饰对叶片部分形状精度的影响。分析了叶盘的固定姿态对叶片不同测量部分的位置精度和轮廓精度的影响。分析了振动光饰前后叶片几何形状的变化。开发了在加工过程中调整叶盘姿态的方法,并改进了在振动精加工中固定叶盘的工具。通过控制不同时间段的变形相互抵消,减少了磨料与叶片刃口的接触,有效地减少了叶片截面的位移和刃口的过度磨损。
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引用次数: 0
An AI-assistant health state evaluation method of sensing devices 传感设备的人工智能辅助健康状态评估方法
IF 5.2 2区 工程技术 Q2 ENGINEERING, MANUFACTURING Pub Date : 2024-07-22 DOI: 10.1007/s40436-024-00517-w
Le-Feng Shi, Guan-Hong Chen, Gan-Wen Chen

The health states of sensing devices have a long-reaching influence on many smart application scenarios, such as smart energy and intelligent manufacturing. This paper proposes an ensemble methodology of the health-state evaluation of sensing devices, based on artificial intelligence (AI) technologies, which firstly takes into the operational characteristics, then designs a method of scenario identification to extract the typical scenarios, and subsequently puts forth a specific health-state evaluation. This method could infer the causalities of faulty devices effectively, which provides the interpretable basis for the health-state evaluation and enhances the evaluation accuracy of the health states. The suggested method has the promising potential to support the efficiently fine management of sensing devices in smart age.

传感设备的健康状态对智能能源、智能制造等众多智能应用场景有着长远的影响。本文提出了一种基于人工智能(AI)技术的传感设备健康状态评估集合方法,该方法首先考虑设备的运行特性,然后设计场景识别方法提取典型场景,最后提出具体的健康状态评估。该方法能有效推断故障设备的因果关系,为健康状态评估提供了可解释的依据,提高了健康状态评估的准确性。该方法有望为智能时代传感设备的高效精细管理提供支持。
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引用次数: 0
Improved genetic algorithm based on reinforcement learning for electric vehicle front-end structure optimization design 基于强化学习的改进遗传算法在电动汽车前端结构优化设计中的应用
IF 4.2 2区 工程技术 Q2 ENGINEERING, MANUFACTURING Pub Date : 2024-07-15 DOI: 10.1007/s40436-024-00495-z
Feng-Yao Lyu, Zhen-Fei Zhan, Gui-Lin Zhou, Ju Wang, Jie Li, Xin He

The structural optimization of electric vehicles involves numerous design variables and constraints, making it a complex engineering optimization task over the past decades. Many population-based evolutionary algorithms encounter issues such as converging to local optima and lacking population diversity when tackling such optimization problems. Consequently, the solutions obtained for the optimization may be flawed or suboptimal. To address these problems, an improved genetic algorithm (GA) based on reinforcement learning is proposed in this paper. The proposed method introduces a population delimitation method based on individual fitness ranking. The population is divided into two parts: the excellent population and the ordinary population, and different selection and cross-mutation methods are applied to each part separately. More efficient crossover and mutation methods are then applied to the ordinary population to enhance the generation of excellent individuals. Furthermore, the proposed approach replaces the traditional fixed crossover and mutation rates with a dynamic selection method based on reinforcement learning to enhance optimization efficiency. A markov decision process model is constructed based on GA environment in this context. The population state determination method and reward method are designed for reinforcement learning in the GA environment, dynamically selecting the most appropriate genetic parameters based on the current state of the population. Finally, the uncertainty in the manufacturing process is introduced into the optimization problem and the case study results demonstrate that the proposed reinforcement learning-based GA significantly outperforms other evolutionary algorithms when applied to solving the structural optimization of electric vehicles.

电动汽车的结构优化涉及众多设计变量和约束条件,因此在过去几十年中一直是一项复杂的工程优化任务。许多基于种群的进化算法在处理此类优化问题时会遇到收敛到局部最优和缺乏种群多样性等问题。因此,优化获得的解决方案可能存在缺陷或次优。为了解决这些问题,本文提出了一种基于强化学习的改进遗传算法(GA)。该方法引入了一种基于个体适应度排名的种群划分方法。种群被分为优秀种群和普通种群两部分,每部分分别采用不同的选择和交叉突变方法。然后将更有效的交叉和突变方法应用于普通种群,以提高优秀个体的生成。此外,提出的方法还用基于强化学习的动态选择方法取代了传统的固定交叉率和突变率,以提高优化效率。在此背景下,基于 GA 环境构建了一个马尔可夫决策过程模型。针对 GA 环境下的强化学习,设计了种群状态确定方法和奖励方法,根据种群的当前状态动态选择最合适的遗传参数。最后,在优化问题中引入了制造过程中的不确定性,案例研究结果表明,在应用基于强化学习的 GA 解决电动汽车结构优化问题时,所提出的 GA 明显优于其他进化算法。
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引用次数: 0
Dissimilar metals welding processes realized by vaporizing metal foils 通过蒸发金属箔实现的异种金属焊接工艺
IF 5.2 2区 工程技术 Q2 ENGINEERING, MANUFACTURING Pub Date : 2024-07-12 DOI: 10.1007/s40436-024-00506-z
Sheng Cai, Zhi-Chao Deng, Jia-Nan Wang, Nan Zhang

In high-velocity impact welding (HVIW), vaporizing foil actuator welding (VFAW) can be utilized to join dissimilar metals. In comparison with conventional welding processes, the VFAW process minimizes energy loss, enhances weld strength, and effectively mitigates issues of overheating or material deformation associated with traditional welding methods. In this study, VFAW was utilized to successfully weld three different metal materials (Cu, Al6061-T6, Q235). An accurate smoothed particle hydrodynamics (SPH) model was established based on the experimental results. The impacts of collision angle and velocity of the flyer on the interface morphology of Cu/Al6061-T6 weld were investigated using the SPH method. The experimental results show that with an increase in the collision angle from 0° to 20°, both the wavelength and amplitude of the welding interface significantly increase. The tail vortex phenomenon also becomes more pronounced with the angle of tail rotation caused by particle motion gradually increasing. But when the collision angle exceeds 20°, the wavelength and amplitude of the welding interface tend to stabilize while its influence on tail vortex phenomenon decreases. The tail rotation angle induced by particle motion continues to increase, although at a decreasing rate. When the initial collision angle is kept constant, both the wavelength and amplitude of the welding interface continue to rise with increasing collision velocity up to 900 m/s. The wake vortex phenomenon becomes more pronounced as the number of particles in the jet gradually increases.

在高速冲击焊接(HVIW)中,蒸发箔激励器焊接(VFAW)可用于连接异种金属。与传统焊接工艺相比,VFAW 工艺最大限度地减少了能量损失,提高了焊接强度,并有效缓解了与传统焊接方法相关的过热或材料变形问题。本研究利用 VFAW 成功焊接了三种不同的金属材料(铜、Al6061-T6 和 Q235)。根据实验结果建立了精确的平滑粒子流体力学(SPH)模型。利用 SPH 方法研究了飞鸟的碰撞角度和速度对铜/Al6061-T6 焊缝界面形态的影响。实验结果表明,随着碰撞角从 0°增大到 20°,焊接界面的波长和振幅都明显增大。随着粒子运动引起的尾部旋转角度逐渐增大,尾涡现象也变得更加明显。但当碰撞角超过 20°时,焊接界面的波长和振幅趋于稳定,而其对尾涡现象的影响则减弱。粒子运动引起的尾部旋转角继续增大,但增大的速度在减小。当初始碰撞角保持不变时,焊接界面的波长和振幅都随着碰撞速度的增加而持续上升,最高可达 900 m/s。随着射流中粒子数量的逐渐增加,尾流漩涡现象变得更加明显。
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引用次数: 0
Pears classification by identifying internal defects based on X-ray images and neural networks 基于 X 射线图像和神经网络识别内部缺陷,对梨进行分类
IF 5.2 2区 工程技术 Q2 ENGINEERING, MANUFACTURING Pub Date : 2024-07-10 DOI: 10.1007/s40436-024-00512-1
Ning Wang, Sai-Kun Yu, Zheng-Pan Qi, Xiang-Yan Ding, Xiao Wu, Ning Hu

In order to increase the sales and profitability, it is essential to classify the pears according to the external morphology (including shape, color and luster) and internal defects that can be quantitatively detected by various approaches. However, the existing classification methods concentrate mainly on the external quality rather than the internal defects. Therefore, this investigation develops an efficient and accurate classification method that can identify the internal sclerosis and bruises by combining the X-ray non-destructive testing and the convolutional neural network. Initially, the relations between the characteristics of the internal defects, i.e., internal sclerosis and bruises, and the grayscale features of the X-ray images are analyzed to provide the experimental data and demonstrate the theoretical foundations. Then, the X-ray images are processed by resolution reduction, feature enhancement and gradient reconstruction to improve the training efficiency and classification precision. Finally, the 18-layer residual network (ResNet-18) is optimized and trained to identify the internal bruises and sclerosis and classify the pears based on the identification results. It is found that the overall accuracy can reach 96.67% for identifying the bruised and sclerotic pears. The proposed method could also be applied to other fruits for defects identification and quality classification.

为了提高销售量和利润率,必须根据梨的外部形态(包括形状、颜色和光泽)和内部缺陷对其进行分类。然而,现有的分类方法主要集中于外部质量而非内部缺陷。因此,本研究结合 X 射线无损检测和卷积神经网络,开发了一种高效、准确的分类方法,可以识别内部硬化和淤伤。首先,分析了内部缺陷(即内部硬化和瘀伤)的特征与 X 射线图像灰度特征之间的关系,以提供实验数据和论证理论基础。然后,通过降低分辨率、特征增强和梯度重建等方法对 X 光图像进行处理,以提高训练效率和分类精度。最后,对 18 层残差网络(ResNet-18)进行优化和训练,以识别内部淤血和硬化,并根据识别结果对梨进行分类。结果表明,识别淤血和硬化梨的总体准确率可达 96.67%。建议的方法也可应用于其他水果的缺陷识别和质量分类。
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引用次数: 0
Cutting performance and effectiveness evaluation on organic monolayer embrittlement in ductile metal precision machining 韧性金属精密加工中有机单层脆化的切削性能和效果评估
IF 5.2 2区 工程技术 Q2 ENGINEERING, MANUFACTURING Pub Date : 2024-07-10 DOI: 10.1007/s40436-024-00513-0
Chao-Jun Zhang, Song-Qing Li, Pei-Xuan Zhong, Fei-Fan Zhang, Wen-Jun Deng

In the traditional machining field, the addition of cutting fluid can appropriately reduce cutting forces, dissipate cutting heat, and facilitate the machining process. However, the use of cutting fluids has environmental implications. Recently, a phenomenon known as organic monolayer embrittlement (OME) has been proposed, which could address this issue. OME can reduce cutting forces, enhance surface quality, and improve machining performance without the need for cutting fluids, particularly noticeable in ductile metals like pure copper. This study conducted micro-cutting experiments on pure copper to investigate the microstructural features, cutting performance, chip flow patterns, and the effectiveness of OME. The results indicate that OME alters chip flow patterns from sinuous flow to segmented quasi-periodic micro-fracture flow, resulting in a 42% and 63% reduction in cutting forces for copper materials with different initial hardness. This phenomenon significantly improves surface quality, diminishes surface defects caused by adhesion, and effectively reduces work hardening layers. The study also demonstrates that OME is a physical phenomenon closely related to the adsorption properties of organic catalytic agents and van der Waals interactions. Materials with higher initial hardness exhibit less pronounced OME due to a sufficiently high grain boundary density, impeding dislocation movement during shear deformation and causing a local stress increase at the free surface of the chip. This leads to a change in chip flow patterns, improving machining performance, analogous to the adsorption effect of organic catalytic agents.

在传统的机械加工领域,添加切削液可以适当降低切削力,散发切削热,促进加工过程。然而,切削液的使用会对环境造成影响。最近,一种被称为有机单层脆化(OME)的现象被提出,它可以解决这一问题。OME 可以降低切削力,提高表面质量,改善加工性能,而无需使用切削液,这在纯铜等韧性金属中尤为明显。本研究对纯铜进行了微切削实验,以研究其微观结构特征、切削性能、切屑流动模式以及 OME 的有效性。结果表明,OME 改变了切屑流动模式,从蜿蜒流动变为分段准周期微裂纹流动,从而使不同初始硬度的铜材料的切削力分别降低了 42% 和 63%。这种现象明显改善了表面质量,减少了因粘附造成的表面缺陷,并有效减少了加工硬化层。研究还表明,OME 是一种物理现象,与有机催化剂的吸附特性和范德华相互作用密切相关。初始硬度较高的材料由于晶界密度足够高,在剪切变形过程中会阻碍位错运动,并导致切屑自由表面的局部应力增加,从而表现出较不明显的 OME。这导致了切屑流动模式的改变,提高了加工性能,类似于有机催化剂的吸附效应。
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引用次数: 0
Structural design and simulation of PDMS/SiC functionally graded substrates for applications in flexible hybrid electronics 应用于柔性混合电子器件的 PDMS/SiC 功能分级基底的结构设计与模拟
IF 5.2 2区 工程技术 Q2 ENGINEERING, MANUFACTURING Pub Date : 2024-07-08 DOI: 10.1007/s40436-024-00510-3
Jian-Jun Yang, Yin-Bao Song, Zheng-Hao Li, Luo-Wei Wang, Shuai Shang, Hong-Ke Li, Hou-Chao Zhang, Rui Wang, Hong-Bo Lan, Xiao-Yang Zhu

Flexible hybrid electronics possess significant potential for applications in biomedical and wearable devices due to their advantageous properties of good ductility, low mass, and portability. However, they often exhibit a substantial disparity in elastic modulus between the flexible substrate and rigid components. This discrepancy can result in damage to the rigid components themselves and detachment from the substrate when subjected to tensile, bending, or other loads. Consequently, it diminishes the lifespan of flexible hybrid electronics and restricts their broader-scale application. Therefore, this paper proposes a polydimethylsiloxane (PDMS)/SiC functionally graded flexible substrate based on variable stiffness properties. Initially, ABAQUS simulation is employed to analyze how variations in stiffness impact the stress-strain behavior of PDMS/SiC functionally graded flexible substrates. Subsequently, we propose a multi-material 3D printing process for fabricating PDMS/SiC functionally graded flexible substrates and develop an advanced multi-material 3D printing equipment to facilitate this process. Tensile specimens with the functional gradient of PDMS/SiC are successfully fabricated and subjected to mechanical testing. The results from the tensile tests demonstrate a significant enhancement in the tensile rate (from 21.6% to 35%) when utilizing the PDMS/SiC functionally graded flexible substrate compared to those employing only PDMS substrate. Furthermore, the application of PDMS/SiC functional gradient flexible substrate exhibits remarkable bending and tensile properties in stretchable electronics and skin electronics domains. The integrated fabrication approach of the PDMS/SiC functionally graded flexible substrate structure presents a novel high-performance solution along with its corresponding 3D printing methodology for stretchable flexible electronics, skin electronics, and other related fields.

柔性混合电子器件具有良好的延展性、低质量和便携性等优势,因此在生物医学和可穿戴设备领域具有巨大的应用潜力。然而,柔性基底和刚性元件之间的弹性模量往往存在巨大差异。当受到拉伸、弯曲或其他载荷时,这种差异可能会导致刚性部件本身损坏或从基底上脱落。因此,它会缩短柔性混合电子元件的使用寿命,限制其更广泛的应用。因此,本文提出了一种基于可变刚度特性的聚二甲基硅氧烷(PDMS)/碳化硅功能分级柔性基板。首先,我们采用 ABAQUS 仿真分析了刚度变化如何影响 PDMS/SiC 功能分级柔性基底的应力-应变行为。随后,我们提出了一种用于制造 PDMS/SiC 功能分级柔性基底的多材料三维打印工艺,并开发了一种先进的多材料三维打印设备来促进这一工艺。我们成功制作了具有 PDMS/SiC 功能梯度的拉伸试样,并对其进行了力学测试。拉伸试验结果表明,与仅使用 PDMS 基材的拉伸试验相比,使用 PDMS/SiC 功能梯度柔性基材的拉伸率显著提高(从 21.6% 提高到 35%)。此外,PDMS/SiC 功能梯度柔性衬底在可拉伸电子器件和皮肤电子器件领域的应用还表现出卓越的弯曲和拉伸性能。PDMS/SiC 功能梯度柔性衬底结构的集成制造方法及其相应的 3D 打印方法为可拉伸柔性电子器件、皮肤电子器件和其他相关领域提供了一种新型高性能解决方案。
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引用次数: 0
Separation of fringe patterns in fast deflectometric measurement of transparent optical elements based on neural network-assisted fast iterative filtering method 基于神经网络辅助快速迭代滤波法的透明光学元件快速偏转测量中的条纹分离技术
IF 5.2 2区 工程技术 Q2 ENGINEERING, MANUFACTURING Pub Date : 2024-07-04 DOI: 10.1007/s40436-024-00509-w
Ting Chen, Pei-De Yang, Xiang-Chao Zhang, Wei Lang, Yu-Nuo Chen, Min Xu

Transparent optical elements play a significant role in optical imaging and sensing, and the form qualities of these elements are critical to the functionalities of opto-electrical equipment. Therefore, rapid measurement of advanced transparent optical devices is urgently needed. Deflectometry, as a commonly used measurement method, has broad applications in form measurement. However, there are some challenges in the reflective deflectometric measurement of transparent elements, such as fringe superposition, low reflectivity, and non-uniform backgrounds, which severely affect the measurement accuracy. To address these issues, a single-frame fringe separation method is proposed for the deflectometric measurement of transparent elements. A fast iterative filtering method is utilized for coarse fringe separation and a convolutional neural network is adopted to solve the information leakage and incomplete fringe separation. The construction of the neural network involves improving and refining the filtering method to achieve precise separation of fringes. The proposed method achieves fringe separation and forms reconstruction of the upper and lower surfaces. Through simulations and experiments, the effectiveness and robustness of the proposed method are demonstrated, and the measurement accuracy can achieve 65 nm root-of-mean-squared-error (RMSE).

透明光学元件在光学成像和传感中发挥着重要作用,这些元件的形状质量对光电设备的功能至关重要。因此,迫切需要对先进的透明光学器件进行快速测量。偏转测量法作为一种常用的测量方法,在形状测量方面有着广泛的应用。然而,透明元件的反射偏转测量存在一些难题,如条纹叠加、低反射率和非均匀背景等,严重影响了测量精度。为解决这些问题,本文提出了一种用于透明元件反射偏转测量的单帧条纹分离方法。利用快速迭代滤波方法进行粗边缘分离,并采用卷积神经网络解决信息泄漏和不完全边缘分离问题。神经网络的构建包括改进和完善滤波方法,以实现条纹的精确分离。所提出的方法实现了边缘分离,并形成了上下表面的重建。通过模拟和实验,证明了所提方法的有效性和鲁棒性,测量精度可达到 65 nm 的均方根误差(RMSE)。
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引用次数: 0
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Advances in Manufacturing
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