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Estimation of Hardness and Residual Stress on End-Milled Surfaces Using Linear Regression Model 用线性回归模型估计端面硬度和残余应力
Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-11-05 DOI: 10.20965/ijat.2023.p0564
Hideyuki Fujii, Yukio Takahashi, Jiei Hodohara, Norikazu Suzuki, Yuki Yamada, Yasuhiro Imabeppu, Naruhiro Irino
This study presents a novel method for estimating the surface integrity of end-milled workpieces. It is well known that the mechanical properties of machined surfaces in cutting affect the quality of the final product. In particular, hardness and residual stress often require strict control; however, nondestructive inspection remains a challenge. This study proposes a method to estimate the hardness and residual stress of end-milled surfaces by analyzing cutting forces and images of the tool during machining to obtain approximate temperature and stress distributions. These state quantities are highly correlated with the dislocation density and its distribution on the machined surface, which in turn is strongly correlated with residual stress and surface hardness. Despite this strong correlation, few research studies have been conducted on the topic. In the proposed method, cutting forces, measured by a dynamometer, are analyzed to estimate the specific cutting forces and edge force coefficients. Simultaneously, the flank wear width is recorded using an image-based on-machine measuring device installed in the machine tool. From this information, the average stresses at the primary and tertiary cutting zones are estimated, while the cutting temperature in the primary cutting zone is roughly estimated by considering the traditional shear-angle prediction theory. Using these estimations, hardness and residual stress are calculated based on a simple linear regression model. Parameter identification for the model is performed based on measured hardness and residual stress in end-milling experiments. The model was validated against experimental measurements, which showed that the proposed method can accurately estimate hardness and residual stress, although it was observed that the selection of explanatory variables has a significant effect on accuracy.
提出了一种估算端铣工件表面完整性的新方法。众所周知,切削加工表面的机械性能影响最终产品的质量。特别是硬度和残余应力往往需要严格控制;然而,无损检测仍然是一个挑战。本研究提出了一种通过分析切削力和刀具在加工过程中的图像来估计端面硬度和残余应力的方法,以获得近似的温度和应力分布。这些状态量与位错密度及其在加工表面的分布高度相关,而位错密度又与残余应力和表面硬度密切相关。尽管存在这种强烈的相关性,但很少有关于这一主题的研究。在该方法中,分析了由测功机测量的切削力,以估计比切削力和刃力系数。同时,使用安装在机床上的基于图像的机上测量装置记录侧面磨损宽度。根据这些信息,估计了初级切削带和三级切削带的平均应力,同时考虑传统的剪切角预测理论,粗略估计了初级切削带的切削温度。根据这些估计,硬度和残余应力的计算是基于一个简单的线性回归模型。根据立铣削实验中测量到的硬度和残余应力对模型进行参数辨识。通过实验对模型进行验证,结果表明,该方法可以准确地估计硬度和残余应力,但解释变量的选择对精度有显著影响。
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引用次数: 0
Automated Process Planning System for Machining Injection Molding Dies Using CAD Models of Product Shapes in STL Format 基于STL格式产品形状CAD模型的注塑模具加工自动化工艺规划系统
Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-11-05 DOI: 10.20965/ijat.2023.p0619
Isamu Nishida, Eiki Yamada, Hidenori Nakatsuji
In this study, we developed a method for automatically generating computer-aided design (CAD) models of injection molding dies. The method only required 3D CAD models of products in the Standard Triangulated Language (STL) format as the input information. We also developed a system for automatically generating numerical control (NC) programs by automating the system process planning necessary for machining the injection molding dies. The method generated CAD models of the injection molding dies by dividing the STL files of the products into triangular meshes on a specified split plane. For injection molding dies with several free curved surfaces, we acquired the tool positions of a ball end mill (as approximated by a spherical shape) and flat drill (as approximated by a cylindrical shape) from the geometrical relationships of the triangles constituting the CAD model. We generated a CAD model of an injection molding die using the proposed method with respect to the CAD model of a product shape to verify the validity of the developed system. Then, we machined the product based on the NC programs and tool position. In addition, we injection molded a product with a machined die to mold it into its original product shape.
在本研究中,我们开发了一种自动生成注塑模计算机辅助设计(CAD)模型的方法。该方法只需要标准三角语言(Standard triangulation Language, STL)格式的产品三维CAD模型作为输入信息。我们还开发了一个自动生成数控(NC)程序的系统,通过自动化加工注塑模具所需的系统工艺规划。该方法将产品的STL文件在指定的分割平面上划分为三角形网格,生成注塑模具的CAD模型。对于具有多个自由曲面的注塑模具,我们从构成CAD模型的三角形的几何关系中获得了球立铣刀(近似为球形)和平钻(近似为圆柱形)的刀具位置。针对产品形状的CAD模型,利用所提出的方法生成了一个注塑模具的CAD模型,以验证所开发系统的有效性。然后根据数控程序和刀具位置对产品进行加工。另外,我们用机加工模具对产品进行注塑,使其变成原来的产品形状。
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引用次数: 0
Development of Additive Printing System Using Slant Direct-Drive Parallel Mechanism 斜面直驱并联增材打印系统的研制
Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-11-05 DOI: 10.20965/ijat.2023.p0594
Ryosuke Tawara, Chiaki Tanuma, Yutaka Tanaka
Additive manufacturing (AM) technology is extensively applied in various industries, including manufacturing, and is constantly advancing. Compared with subtractive manufacturing methods such as cutting or grinding, the AM is a cost-effective technique with minimal material wastage, and it can produce intricate shapes within a short timeframe. However, research on AM methods involving additional modeling or printing on the surfaces of three-dimensional objects is insufficient. By employing additive modeling, a diverse range of colors and materials can be utilized without requiring support structures, thereby expanding the possibilities of layering-based expression. This study experimentally investigated additive printing systems using a six-degree-of-freedom parallel mechanism stage and a fixed material extrusion head. A slant direct-drive parallel mechanism for a prototype additive printing system was proposed and designed. The developed prototype system enables additional modeling on curved and spherical surfaces of three-dimensional objects. An experimental surface modeling on these objects was conducted. This paper reports on the performance of the motion mechanism, motion range, and positioning accuracy of the modeling stage. Furthermore, the fabricated models were experimentally examined and validated to assess the results of the modeling process.
增材制造(AM)技术广泛应用于包括制造业在内的各个行业,并在不断发展。与切割或磨削等减法制造方法相比,增材制造是一种成本效益高的技术,材料浪费最小,并且可以在短时间内生产复杂的形状。然而,涉及三维物体表面附加建模或打印的增材制造方法的研究还不够。通过使用加法建模,可以在不需要支撑结构的情况下使用各种颜色和材料,从而扩展了基于分层的表达的可能性。实验研究了采用六自由度并联机构工作台和固定材料挤出头的增材打印系统。提出并设计了一种用于原型增材打印系统的倾斜直驱并联机构。开发的原型系统可以在三维物体的曲面和球面上进行额外的建模。对这些物体进行了实验表面建模。本文报道了建模台的运动机构性能、运动范围和定位精度。此外,还对所制备的模型进行了实验检验和验证,以评估建模过程的结果。
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引用次数: 0
Organosilicon-Based Thin Film Formation in Very High-Frequency Plasma Under Atmospheric Pressure 常压下甚高频等离子体中有机硅基薄膜的形成
Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-11-05 DOI: 10.20965/ijat.2023.p0575
Afif Hamzens, Kento Kitamura, Shota Mochizuki, Leapheng Uon, Hiromasa Ohmi, Hiroaki Kakiuchi
Owing to recent interest in the production of flexible devices, it is necessary to develop a more convenient approach in which silicon (Si) thin film transistors (TFTs) are fabricated directly onto the flexible substrates at low substrate temperatures. Unfortunately, the physical limitations of conventional plasma-enhanced chemical vapor deposition (PECVD) under low pressures becomes a critical obstacle. In this study, Si film deposition using PECVD under atmospheric pressure excited by very high-frequency electrical power was investigated to overcome this issue. Tetramethylsilane [Si(CH 3 ) 4 ] is used as a source gas that is much safer than silane (SiH 4 ) gas. We investigated the effects of the reactive gas concentration and specific energy (the ratio of input power to unit volume of the reaction gas) on carbon incorporation into the resultant films. Based on the results, we discuss the possibility of forming Si films with sufficiently low carbon content, which is applicable to Si TFTs.
由于最近人们对柔性器件的生产感兴趣,有必要开发一种更方便的方法,在低衬底温度下直接在柔性衬底上制造硅(Si)薄膜晶体管(TFTs)。不幸的是,传统的等离子体增强化学气相沉积(PECVD)在低压下的物理限制成为一个关键障碍。为了克服这一问题,本文研究了在超高频电源激励下常压下PECVD沉积Si膜的方法。四甲基硅烷[Si(ch3) 4]被用作源气体,它比硅烷(sih4)气体安全得多。我们研究了反应气体浓度和比能量(输入功率与单位体积反应气体的比值)对碳入膜的影响。在此基础上,我们讨论了形成碳含量足够低的Si薄膜的可能性,这适用于Si tft。
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引用次数: 0
Fabrication of Nano- and Micro-Structured PPy Electrode and its Application to Electroporation to Cell 纳米微结构聚吡啶电极的制备及其在细胞电穿孔中的应用
Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-11-05 DOI: 10.20965/ijat.2023.p0603
Saki Amaki, Yohei Kato, Tomomi Sudo, Takahiro Kono, Arata Kaneko
Electroporation using microstructured electrodes, which generate a localized high electric field, allows molecules (genes) to be introduced into cells; however, there are some technical issues with the fabrication process and material in terms of cytotoxicity and cost. In this study, polypyrrole (PPy), a biocompatible and conductive polymer, is nano- and micro-structured for an electrode of electroporation by electrochemical polymerization. Nano- and micro-scale dots of PPy are generated by a specific pulse waveform of applied voltage in a considerably low concentration of pyrrole (monomer) solution. The conductivity of PPy is changed from 4 to 16 S/cm by dopant concentration with a range of 0.025 M to 0.2 M. It is demonstrated that electroporation using the PPy and ITO electrodes introduce test agent of molecules (Propidium Iodide) into HeLa cells, where 10 and 50 V of pulse voltage is applied. The electroporation using nano-scale dots of PPy electrodes provides a 40% higher introduction rate than that of the micro-dots of PPy electrodes. The introduction rate in electroporation using the nano-scale dots of PPy can be maintained above 95% regardless of the application time of voltage, whereas that of the micro-scale dots of PPy electrodes increases with the application time. It is reasonable to assume that the nano- and micro-structured PPy electrodes are effective in electroporation, as the introduction rates on these PPy electrodes are higher than that of the ITO electrode. However, the cell viability in the electroporation using the nano-scale of PPy electrodes decreases by approximately 30% with application time. Both the introduction rate and cell viability slightly decrease with the conductivity of the PPy electrode; therefore, they are dominated by surface morphologies of the PPy electrode and applied voltage as compared to that of electrode conductivity. Nevertheless, it is demonstrated that the nano- and micro-structured PPy electrodes improve the efficiency of electroporation owing to the locally concentrated electric field.
电穿孔使用微结构电极,产生局部高电场,允许分子(基因)被引入细胞;然而,制备工艺和材料在细胞毒性和成本方面存在一些技术问题。在本研究中,聚吡咯(PPy)是一种具有生物相容性和导电性的聚合物,其纳米结构和微观结构通过电化学聚合用于电穿孔电极。通过在相当低浓度的吡咯(单体)溶液中施加特定脉冲波形的电压,可以产生纳米和微尺度的聚吡咯点。在0.025 ~ 0.2 M的掺杂浓度范围内,聚吡啶的电导率从4 S/cm变化到16 S/cm。结果表明,在10和50 V脉冲电压下,聚吡啶和ITO电极的电穿孔将测试剂分子(碘化丙啶)引入HeLa细胞。采用聚吡咯纳米级电极点的电穿孔比采用聚吡咯纳米级电极点的电穿孔引入率高40%。无论施加电压的时间长短,聚吡啶纳米级电极的电穿孔引入率都能保持在95%以上,而聚吡啶微尺度电极的电穿孔引入率则随施加电压的时间增加而增加。可以合理地假设纳米和微结构的聚吡啶电极在电穿孔中是有效的,因为这些聚吡啶电极上的引入率高于ITO电极。然而,使用纳米级PPy电极的电穿孔细胞活力随着使用时间的增加而下降约30%。引入率和细胞活力随PPy电极的电导率略有下降;因此,与电极电导率相比,它们主要受PPy电极的表面形貌和施加电压的影响。然而,由于局部电场的集中,纳米结构和微观结构的聚吡啶电极提高了电穿孔效率。
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引用次数: 0
The Best Paper Award 2023 and The Best Review Award 2023 Congratulations! 获得2023年最佳论文奖和2023年最佳评论奖
Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-11-05 DOI: 10.20965/ijat.2023.p0547
The 14th Best Paper Award 2023 ceremony was held at the University College Dublin, Belfield, Dublin, Ireland, August 23, 2023 in the 72nd CIRP General Assembly, attended by the winner and IJAT committee members who took part in the selection process. At the same time, the 4th Best Review Award 2023 has been decided by IJAT Editorial Committee. The Best Paper was severely selected from among 87 papers published in Vol.16 (2022) and Best Review was selected from 10 reviews published from Vol.12 No.5 (2018) to Vol.16 No.4 (2022). The Best Paper Award winner was given a certificate with a JPY100,000 honorarium, and the Best Review Award winner was given a certificate with award plaque. We extend our warmest congratulations to the winners and express our heartfelt wishes for their continued success in the future.
第14届2023年最佳论文奖颁奖典礼于2023年8月23日在爱尔兰都柏林贝尔菲尔德的都柏林大学学院举行,第72届CIRP大会上,获奖者和IJAT委员会成员参加了评选过程。同时,由IJAT编委会评选出2023年第四届最佳评论奖。最佳论文从第16卷(2022年)发表的87篇论文中严格选出,最佳评论从第12卷第5期(2018年)到第16卷第4期(2022年)发表的10篇评论中选出。最佳论文奖获得者将获得10万日元的奖状,最佳评论奖获得者将获得带有奖牌的奖状。我们向获奖者表示最热烈的祝贺,并衷心祝愿他们今后取得更大的成功。
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引用次数: 0
Detection of Multiscale Deterioration from Point-Clouds of Furnace Walls 炉壁点云的多尺度劣化检测
Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-11-05 DOI: 10.20965/ijat.2023.p0610
Tomoko Aoki, Erika Yamamoto, Hiroshi Masuda
Deterioration surveys of large structures such as furnaces have been mainly conducted by visual inspection, but it is desirable to automatically detect deterioration using point clouds captured by the terrestrial laser scanner. In this study, we propose flexible methods for detecting various scales of cracks, delamination, and adhesion on furnace walls by using a machine learning technique. Since small cracks have few geometrical features, they are detected from the reflection intensity images generated by projecting a point cloud onto a two-dimensional plane. For detecting cracks on the image, we use the U-Net fine-tuned by crack images denoised with a median filter. For detecting delamination and adhesion, a wall surface is approximated by a smooth B-spline surface, and deterioration is detected as differences between the point cloud and the approximated surface. However, in this method, the resolution of the B-spline surface has to be carefully determined according to the expected deterioration sizes. To robustly detect deterioration at various scales, we introduce multiscale 3D features, and detect deterioration using both multiscale 3D features and 2D features. In actual walls, it is difficult to distinguish between cracks and delamination because delamination grows from cracks. To detect both types of deterioration in a uniform manner, we combine the two detectors and propose an integrated detector for detecting deterioration at various scales. Our experimental results showed that our methods could stably detect various scales of degradation on furnace walls.
大型结构(如熔炉)的劣化调查主要是通过目视检查进行的,但是使用地面激光扫描仪捕获的点云来自动检测劣化是可取的。在这项研究中,我们提出了一种灵活的方法,通过使用机器学习技术来检测炉壁上各种规模的裂纹,分层和粘附。由于小裂缝几乎没有几何特征,因此可以通过将点云投影到二维平面上生成的反射强度图像来检测它们。为了检测图像上的裂纹,我们使用U-Net对裂纹图像进行微调,并用中值滤波器去噪。为了检测分层和粘附,用光滑的b样条表面近似壁面,并通过点云和近似表面之间的差异来检测劣化。然而,在这种方法中,b样条曲面的分辨率必须根据预期的退化尺寸仔细确定。为了在不同尺度下稳健地检测劣化,我们引入了多尺度3D特征,并同时使用多尺度3D特征和2D特征检测劣化。在实际墙体中,由于脱层是从裂缝中产生的,因此很难区分裂缝和脱层。为了以统一的方式检测两种类型的劣化,我们将两种检测器结合起来,并提出了一种用于检测各种尺度劣化的集成检测器。实验结果表明,我们的方法可以稳定地检测炉壁上各种程度的降解。
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引用次数: 0
Posture Optimization in Robot Machining with Kinematic Redundancy for High-Precision Positioning 面向高精度定位的运动冗余机器人加工姿态优化
Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-09-05 DOI: 10.20965/ijat.2023.p0494
Shingo Tajima, Satoshi Iwamoto, Hayato Yoshioka
Vertically articulated industrial robots are suitable for machining purposes owing to their advantages over multi-axis machine tools, such as larger workspace, easier installation, and lower cost. However, the rigidity and positioning accuracy of industrial robots are inferior to those of machine tools, which renders it difficult to maintain the robot posture required for machining operations. This study focuses on improving the accuracy of robot machining based on posture optimization by exploiting the kinematic redundancy of a six-axis vertically articulated robot. To decrease positioning errors caused by static and dynamic external forces during machining, this study proposes a path generation method for a redundant joint that simultaneously considers the static and dynamic rigidity of the machining robot. The relationships between the static and dynamic mechanical characteristics of the machining robot and the redundant angle are illustrated using two maps: a static stiffness map and a natural frequency map. Using these two maps in the proposed path generation method, the redundant angle that can be selected for the robot posture with arbitrary mechanical characteristics is selected. Experimental results confirm that the proposed path generation method can control the priority of reducing static positioning error and vibration amplitude by changing the weight coefficients. In addition, the proposed method can improve positioning accuracy compared with conventional trajectory generation methods for redundant robots.
垂直关节式工业机器人相对于多轴机床具有工作空间大、安装方便、成本低等优点,适用于机械加工。然而,工业机器人的刚性和定位精度都不如机床,难以保持加工作业所需的机器人姿态。利用六轴垂直关节机器人的运动冗余度,研究了基于姿态优化的机器人加工精度。为了减小加工过程中静、动外力对定位的影响,提出了一种同时考虑加工机器人静、动刚度的冗余关节路径生成方法。利用静态刚度图和固有频率图说明了加工机器人的静态和动态力学特性与冗余角之间的关系。在本文提出的路径生成方法中,利用这两种映射选择具有任意机械特性的机器人姿态可以选择的冗余角。实验结果表明,所提出的路径生成方法可以通过改变权系数来控制减小静态定位误差和振动幅值的优先级。此外,与传统的冗余度机器人轨迹生成方法相比,该方法可以提高定位精度。
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引用次数: 0
Simple Measuring of Positioning Accuracy for Machining Centers Using Image Matching 基于图像匹配的加工中心定位精度简单测量
Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-09-05 DOI: 10.20965/ijat.2023.p0486
Akinori Saito, Yoji Jimba
Machining centers have played a central role in the production field for nearly half a century. Accuracy inspections of machining centers are performed as per ISO standards; however, the accuracy performance of machining centers is often not checked directly after delivery to the factory unless there is a collision between a tool and a workpiece or product failure. Although positioning accuracy is fundamental to the performance of machining centers, the need for expensive laser interferometers and the time required for the setup present barriers to owning and inspecting them. This study proposes a simple method for measuring positioning accuracy that does not require a time-consuming setup of the measurement device or expensive devices. Therefore, the user of the machine tool can own and use the proposed method for daily inspection to identify changes in the positioning accuracy of the numerically controlled machine tool more quickly.
近半个世纪以来,加工中心一直在生产领域发挥着核心作用。加工中心的精度检验按ISO标准执行;然而,加工中心的精度性能通常在交付工厂后不直接检查,除非刀具与工件发生碰撞或产品发生故障。虽然定位精度是加工中心性能的基础,但对昂贵的激光干涉仪的需求和设置所需的时间是拥有和检查它们的障碍。本研究提出了一种简单的测量定位精度的方法,不需要耗时的测量装置或昂贵的设备的设置。因此,机床的用户可以拥有并使用所提出的方法进行日常检查,从而更快地识别数控机床定位精度的变化。
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引用次数: 0
Special Issue on the Latest Machine Tool and Manufacturing Technologies 最新机床与制造技术特刊
Q4 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-09-05 DOI: 10.20965/ijat.2023.p0433
Hayato Yoshioka
The social demands for manufacturing systems are constantly changing with the times. In recent years, environmental and social issues have been complicating these demands. For example, all industrial sectors need to consider environmentally responsible ways to achieve sustainable development goals in a time of paradigm shifts. The demands in the manufacturing field include high productivity, high quality, low energy consumption, and help for aging operators. To meet these various demands for manufacturing systems, we must create innovative manufacturing technologies to realize advanced production systems. This special issue focuses on state-of-the-art machine tools and manufacturing technologies to accelerate production engineering innovation. This issue consists of eleven research papers covering the following fields. - Advanced structure and drive systems in machine tools - Industrial robot applications - Advanced cutting technologies - Evaluation and calibration technologies of motion error - Surface finishing technologies - Grinding of hard and brittle materials All of these research contributions were presented at IMEC2022, a joint event with JIMTOF2022, held in Tokyo, Japan in 2022. I would like to sincerely thank all the authors for their contributions, and I sincerely hope that the papers in this special issue further contribute to the development of our future society.
社会对制造系统的需求随着时代的变化而不断变化。近年来,环境和社会问题使这些需求复杂化。例如,所有工业部门都需要考虑在范式转变时期以对环境负责的方式实现可持续发展目标。制造领域的需求包括高生产率、高质量、低能耗和帮助老龄操作员。为了满足制造系统的这些不同需求,我们必须创造创新的制造技术来实现先进的生产系统。本期特刊关注最先进的机床和制造技术,以加速生产工程创新。本期共收录11篇研究论文,涵盖以下领域:-机床的先进结构和驱动系统-工业机器人应用-先进切削技术-运动误差评估和校准技术-表面精加工技术-硬脆材料磨削所有这些研究成果都在2022年与日本东京举行的JIMTOF2022联合活动IMEC2022上进行了展示。衷心感谢各位作者的贡献,衷心希望本期特刊的论文能为未来社会的发展做出更大的贡献。
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引用次数: 0
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International Journal of Automation Technology
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