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Reproducing the caress gesture with an anthropomorphic robot: a feasibility study. 用拟人机器人再现爱抚手势:可行性研究。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-11-22 DOI: 10.1088/1748-3190/ad912c
Martina Lapresa, Clemente Lauretti, Francesca Cordella, Andrea Reggimenti, Loredana Zollo

Social robots have been widely used to deliver emotional, cognitive and social support to humans. The exchange of affective gestures, instead, has been explored to a lesser extent, despite phyisical interaction with social robots could provide the same benefits as human-human interaction. Some studies that explored the touch and hugs gestures were found in literature, but there are no studies that investigate the possibility of delivering realistic caress gestures, which are, in turn, the easiest affective gestures that could be delivered with a robot. The first objective of this work was to study the kinematic and dynamic features of the caress gesture by conducting experimental acquisitions in which ten healthy volunteers were asked to caress the cheek of a mannequin in two conditions, i.e. standing and sitting. Average motion and force features were then analyzed and used to generate a realistic caress gesture with an anthropomorphic robot, with the aim of assessing the feasibility of reproducing the caress gesture with a robotic device. In addition, twenty-six healthy volunteers evaluated the anthropomorphism and perceived safety of the reproduced affective gesture by answering the Godspeed Questionnaire Series and a list of statements on the robot motion. The gesture reproduced by the robot was similar to the caress gesture performed by healthy volunteers both in terms of hand trajectory and orientation, and exchanged forces. Overall, volunteers perceived the robot motion as safe and positive emotions were elicited. The proposed approach could be adapted to humanoid robots to improve the perceived anthropomorphism and safety of the caress gesture.

社交机器人已被广泛用于为人类提供情感、认知和社会支持。尽管与社交机器人的身体互动可以提供与人与人互动相同的益处,但对情感手势交流的探索却较少。在文献中发现了一些探讨触摸和拥抱手势的研究,但还没有研究探讨传递逼真的爱抚手势的可能性,而爱抚手势又是机器人可以传递的最简单的情感手势。这项工作的第一个目标是研究爱抚手势的运动学和动态特征,方法是进行实验采集,要求十名健康志愿者在站立和坐姿两种条件下爱抚人体模型的脸颊。然后对平均运动和力量特征进行分析,并利用拟人机器人生成逼真的爱抚手势,目的是评估利用机器人设备再现爱抚手势的可行性。此外,26 名健康志愿者通过回答 "神速问卷系列 "和有关机器人动作的一系列陈述,对再现的情感手势的拟人化程度和感知安全性进行了评估。机器人再现的手势与健康志愿者做出的爱抚手势在手部轨迹、方向和交换力方面都很相似。总的来说,志愿者认为机器人的动作是安全的,并激发了他们的积极情绪。所提出的方法可用于仿人机器人,以提高爱抚手势的拟人化和安全性。
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引用次数: 0
The influence of neighbor selection on self-organized UAV swarm based on finite perception vision. 邻居选择对基于有限感知视觉的自组织无人机群的影响
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-11-14 DOI: 10.1088/1748-3190/ad8d98
Hui Xiong, Xiuzhi Shi, Yaozu Ding, Xin Liu, Chenyang Yao, Jinzhen Liu, Yimei Chen, Jiaxing Wang

Recently, vision-based unmanned aerial vehicle (UAV) swarming has emerged as a promising alternative that can overcome the adaptability and scalability limitations of distributed and communication-based UAV swarm systems. While most vision-based control algorithms are predicated on the detection of neighboring objects, they often overlook key perceptual factors such as visual occlusion and the impact of visual sensor limitations on swarm performance. To address the interaction problem of neighbor selection at the core of self-organizing UAV swarm control, a perceptually realistic finite perception visual (FPV) neighbor selection model is proposed, which is based on the lateral visual characteristics of birds, incorporates adjustable lateral visual field widths and orientations, and is able to ignore occluded agents. Based on the FPV model, a neighbor selection method based on the acute angle test (AAT) is proposed, which overcomes the limitation that the traditional neighbor selection mechanism can only interact with the nearest neighboring agents. A large number of Monte Carlo simulation comparison experiments show that the proposed FPV+AAT neighbor selection mechanism can reduce the redundant communication burden between large-scale self-organized UAV swarms, and outperforms the traditional neighbor selection method in terms of order, safety, union, connectivity, and noise resistance.

最近,基于视觉的无人飞行器(UAV)群成为一种很有前途的替代方案,可以克服分布式和基于通信的无人飞行器群系统在适应性和可扩展性方面的限制。虽然大多数基于视觉的控制算法都以检测邻近物体为前提,但它们往往忽略了一些关键的感知因素,如视觉遮挡和视觉传感器的限制对蜂群性能的影响。为了解决作为自组织无人机蜂群控制核心的邻居选择交互问题,我们提出了一种感知真实的有限感知视觉(FPV)邻居选择模型,该模型基于鸟类的横向视觉特征,包含可调节的横向视野宽度和方向,并且能够忽略遮挡的物体。在 FPV 模型的基础上,提出了一种基于锐角测试(AAT)的邻居选择方法,该方法克服了传统邻居选择机制只能与最近邻居交互的局限性。大量蒙特卡洛仿真对比实验表明,所提出的FPV+AAT邻居选择机制可以减少大规模自组织无人机群之间的冗余通信负担,在有序性、安全性、联合性、连通性和抗噪性等方面均优于传统的邻居选择方法。
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引用次数: 0
Soft robots and soft bodies: biological insights into the structure and function of fluidic soft robots. 软机器人和软体:对流体软机器人结构和功能的生物学见解。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-11-14 DOI: 10.1088/1748-3190/ad8b8d
Amir Hosein Zamanian, Janice Voltzow

Over the last two decades, robotics engineering has witnessed rapid growth in the exploration and development of soft robots. Soft robots are made of deformable materials with mechanical properties or other features that resemble biological structures. These robots are often inspired by living organisms or mimic their locomotion, such as crawling and swimming. This paper aims to assist researchers in robotics and engineering to design soft robots incorporating or inspired by biological systems with a more informed perspective on biological models and functions. We address the characteristics of fluidic soft robots inspired by or mimicking biological examples, establish a method to categorize soft robots from a functional biological perspective, and provide a wider range of organisms to inspire the development of soft robotics. The actuation mechanisms in bioinspired and biomimetic soft robotics would benefit from a clearer understanding of the underlying principles, organization, and function of biological structures.

在过去二十年里,机器人工程学在软机器人的探索和开发方面取得了快速发展。软机器人由可变形材料制成,具有类似生物结构的机械特性或其他特征。这些机器人通常受到生物体的启发,或模仿生物体的运动方式,如爬行和游泳。本文旨在帮助机器人学和工程学研究人员从更了解生物模型和功能的角度出发,设计结合生物系统或受生物系统启发的软体机器人。我们探讨了受生物范例启发或模仿生物范例的流体软机器人的特点,建立了一种从生物功能角度对软机器人进行分类的方法,并提供了更广泛的生物范例来启发软机器人技术的发展。对生物结构的基本原理、组织和功能有更清晰的了解,将有助于生物启发和仿生软机器人的驱动机制。
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引用次数: 0
The thrust balance model during the dragonfly hovering flight. 蜻蜓盘旋飞行时的推力平衡模型。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-11-13 DOI: 10.1088/1748-3190/ad8d29
Kaixuan Zhang, Xiaohui Su, Yong Zhao

In recent years, the micro air vehicle (MAV) oscillations caused by thrust imbalances have received more attention. This paper proposes a dual-wing thrust balance model (DTBM) that can solve the above problem by iterating the modified rotation angle formula. The core control parameter of the DTBM model is the au angle, which refers to the angle between the wing surface and the stroke plane at the mid-stroke position during the upstroke. For each degree change in the au angle, the range of variation in the dimensionless average thrust coefficient is between 0.0225-0.0268. A thrust coefficient of 0.0225 causes the dragonfly to move forward by 9.037 cm in one second, which is equivalent to 1.29 times its body length. By using DTBM, the average thrust coefficient can be reduced to below 0.001 in just a few iterations. No matter how complex the motion pattern is, the DTBM can achieve thrust balance within 0.278 s. Through our research, when selecting the deviation angle motion of real dragonflies, the dual-wing au angles exhibit a highly linear correlation with wing spacing, called linear motion. In contrast, the nonlinear variation of the au angle appears in the hindwing of the no-deviation motion and the forewing of the elliptical deviation motion. All of the nonlinear changes are referred to as nonlinear motion. Nonlinear variation of the au angle arises from larger disturbances of the lateral force during the upstroke. The stronger lateral force is closely related to the flapping trajectory. When the flapping trajectory causes the dual-wing to closely approach each other in the mid-stroke, a continuous positive pressure zone forms between the dual-wing. The collision of the leading-edge vortex and the shedding of the trailing-edge vortex is the special flow field structure in the nonlinear motion. Guided by the DTBM, future designs of MAVs will be able to better achieve thrust balance during hovering flight, requiring only the embedding of the iteration algorithm and prediction function of the DTBM in the internal chip.

近年来,推力不平衡引起的微型飞行器(MAV)振荡问题受到越来越多的关注。本文提出了一种双翼推力平衡模型(DTBM),通过迭代修正旋转角公式来解决上述问题。DTBM 模型的核心控制参数是 au 角,它指的是上冲过程中,冲程中段位置的翼面与冲程平面之间的夹角。au 角每变化一度,无量纲平均推力系数的变化范围为 0.0225 至 0.0268。推力系数为 0.0225 时,蜻蜓在一秒钟内向前移动 9.037 厘米,相当于其身体长度的 1.29 倍。通过使用 DTBM,只需几次迭代就能将平均推力系数降至 0.001 以下。无论运动模式多么复杂,DTBM 都能在 0.278 秒内实现推力平衡。通过我们的研究,在选择真实蜻蜓的偏角运动时,双翼au角与翼间距呈高度线性相关,称为线性运动。相反,在无偏差运动的后翅和椭圆偏差运动的前翅中,au角出现了非线性变化。所有的非线性变化都被称为非线性运动。au角的非线性变化源于上冲过程中较大的侧向力干扰。较强的侧向力与拍打轨迹密切相关。当拍打轨迹导致双翼在冲程中段相互靠近时,双翼之间就会形成一个连续的正压区。前缘漩涡的碰撞和后缘漩涡的脱落是非线性运动中的特殊流场结构。在 DTBM 的指导下,未来的无人飞行器设计将能更好地实现悬停飞行时的推力平衡,只需在内部芯片中嵌入 DTBM 的迭代算法和预测功能即可。
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引用次数: 0
A bio-inspired looming detection for stable landing in unmanned aerial vehicles. 用于无人驾驶飞行器稳定着陆的生物感知探测系统。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-11-13 DOI: 10.1088/1748-3190/ad8d99
Yupeng Xie, Zhiteng Li, Linkun Song, Jiannan Zhao

Flying insects, such as flies and bees, have evolved the capability to rely solely on visual cues for smooth and secure landings on various surfaces. In the process of carrying out tasks, micro unmanned aerial vehicles (UAVs) may encounter various emergencies, and it is necessary to land safely in complex and unpredictable ground environments, especially when altitude information is not accurately obtained, which undoubtedly poses a significant challenge. Our study draws on the remarkable response mechanism of the Lobula Giant Movement Detector to looming scenarios to develop a novel UAV landing strategy. The proposed strategy does not require distance estimation, making it particularly suitable for payload-constrained micro aerial vehicles. Through a series of experiments, this strategy has proven to effectively achieve stable and high-performance landings in unknown and complex environments using only a monocular camera. Furthermore, a novel mechanism to trigger the final landing phase has been introduced, further ensuring the safe and stable touchdown of the drone.

苍蝇和蜜蜂等飞行昆虫已经进化出完全依靠视觉提示在各种表面平稳安全着陆的能力。在执行任务的过程中,微型无人机可能会遇到各种突发情况,需要在复杂多变的地面环境中安全着陆,尤其是在无法准确获取高度信息的情况下,这无疑是一个巨大的挑战。我们的研究借鉴了小叶巨动探测器(LGMD)对隐约出现的场景的卓越响应机制,开发出一种新型无人机着陆策略。所提出的策略不需要距离估计,因此特别适用于有效载荷受限的微型飞行器。通过一系列实验证明,该策略仅使用一个单目传感器就能在未知和复杂的环境中有效实现稳定和高性能的着陆。此外,还引入了一种触发最后着陆阶段的新型机制,进一步确保无人机安全稳定地着陆。
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引用次数: 0
Enhancing the performance of a resonance-based sensor network for soft robots using binary excitation. 利用二元激励提高基于共振的软机器人传感器网络的性能
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-11-12 DOI: 10.1088/1748-3190/ad8c08
Kevin Chubb, Damon Berry, Ted Burke

Embedded, flexible, multi-sensor sensing networks have shown the potential to provide soft robots with reliable feedback while navigating unstructured environments. Time delay associated with extracting information from these sensing networks and the complexity of constructing them are significant obstacles to their development. This paper presents a novel enhancement to an existing class of embedded sensor network with the potential to overcome these challenges. In its original version, this sensor network extracts information from multiple reactive sensors on a two-wire electrical circuit simultaneously. This paper proposes to change the excitation signal applied to this sensor network to a binary signal. This change offers two key advantages: it provides the ability to employ small, inexpensive microcontrollers and results in a faster data extraction process. The potential of this enhanced system is demonstrated here with a proof of concept implementation. The self-inductance of all inductance-based sensors within this proof of concept sensor network can be measured at a rate of over 5000 times per second with an average measurement error of less than 2%.

嵌入式灵活多传感器传感网络已显示出在非结构化环境中为软体机器人提供可靠反馈的潜力。从这些传感网络中提取信息所带来的时间延迟以及构建这些网络的复杂性是其发展的重大障碍。本文对现有的一类嵌入式传感器网络进行了新的改进,有望克服这些挑战。在最初的版本中,这种传感器网络同时从双线电路上的多个反应式传感器中提取信息。本文建议将应用于该传感器网络的激励信号改为二进制信号。这种改变有两个主要优势:它能够使用小型、廉价的微控制器,并能加快数据提取过程。在此,我们将通过概念验证来展示这一增强型系统的潜力。在这个概念验证传感器网络中,所有基于电感的传感器的自电感测量速率超过每秒 5000 次,平均测量误差小于 2%。
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引用次数: 0
Experimental investigation of circumnutation-inspired penetration in sand. 沙中循环启发式穿透的实验研究。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-11-12 DOI: 10.1088/1748-3190/ad8c89
Riya Anilkumar, Alejandro Martinez

Probes that penetrate soil are used in fields such as geotechnical engineering, agriculture, and ecology to classify soils and characterize their propertiesin situ. Conventional tools such as the Cone Penetration Test (CPT) often face challenges due to the lack of reaction force needed to penetrate stiff or dense soil layers, necessitating the use of large drill rigs. This paper investigates more efficient means of penetrating soil by taking inspiration from a plant-root motion known as circumnutation. Experimental penetration tests on sands are performed with circumnutation-inspired (CI) probes that advance at a constant vertical velocity (v) while simultaneously rotating at a constant angular velocity (ω). These probes have bent tips with a given bent angle (α) and bent length (L1). The variation of the mobilized vertical force (Fz), torque (Tz.), and the mechanical work components with the ratio of tangential to vertical velocity (ωR/ν, whereRis the distance of the tip of the probe from the vertical axis of rotation) is investigated along with the effects of probe geometry, vertical velocity, and soil relative density (DR). The results show that the soil penetration resistance does not vary withv, but it increases asα,L1, andDRare increased.Fzdecays exponentially with increasingωR/v,Tzinitially increases and then plateaus, while total work (WT) shows little magnitude changes initially but later increases monotonically. The mechanisms leading to these trends are identified as the changes in the probe projected areas and mobilized normal stresses due to differences in probe geometry and the effects ofωR/von the resultant force direction and soil disturbance. The results show that CI penetration within a specific range ofωR/vleads to small increases inWT(i.e.,⩽25%), yet mobilizesFzmagnitudes that are 50%-80% lower than that mobilized during non-rotational penetration (i.e., CPT). This indicates that CI penetration can be adopted forin situcharacterization or sensor placement with smaller vertical forces, allowing for use of lighter rigs.

穿透土壤的探头被用于岩土工程、农业和生态学等领域,以对土壤进行分类并就地描述其特性。由于缺乏穿透坚硬或致密土层所需的反作用力,锥入度试验(CPT)等传统工具经常面临挑战,因此必须使用大型钻机。本文从植物根部运动(即环行运动)中汲取灵感,研究更有效的穿透土壤的方法。对沙土进行的试验性穿透测试使用的是圆周运动启发(CI)探头,该探头以恒定的垂直速度(v)前进,同时以恒定的角速度(ω)旋转。这些探头的弯曲尖端具有给定的弯曲角度 (α)和弯曲长度 (L1)。研究了调动的垂直力 (Fz)、扭矩 (Tz.) 和机械功分量随切向速度与垂直速度之比 (ωR/ν,其中 R 为探针尖端与旋转垂直轴的距离) 的变化,以及探针几何形状、垂直速度和土壤相对密度 (DR) 的影响。结果表明,土壤穿透阻力不随 v 变化,但随着α、L1 和 DR 的增大而增大。Fz 随着ωR/v 的增大呈指数衰减,Tz 最初增大,然后趋于平稳,而总功(WT)的大小最初变化不大,但后来单调增大。导致这些趋势的机制被确定为探针投影面积的变化和由于探针几何形状的不同以及ωR/v 对结果力方向和土壤扰动的影响而产生的移动法向应力。结果表明,在ωR/v 的特定范围内,CI 穿透会导致 WT 的小幅增加(即⩽25%),但所调动的 Fz 幅值却比非旋转穿透(即 CPT)所调动的 Fz 幅值低 50%-80%。这表明,CI 贯入可用于现场特征描述或传感器安放,垂直力较小,可使用较轻的钻机。
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引用次数: 0
Dynamic modelling and predictive position/force control of a plant-inspired growing robot. 植物启发生长机器人的动态建模和位置/力预测控制。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-11-12 DOI: 10.1088/1748-3190/ad8e25
Abdonoor Kalibala, Ayman A Nada, Hiroyuki Ishii, Haitham El-Hussieny

This paper presents the development and control of a dynamic model for a plant-inspired growing robot, termed the 'vine-robot', using the Euler-Lagrangian method. The unique growth mechanism of the vine-robot enables it to navigate complex environments by extending its body. We derive the dynamic equations of motion and employ model predictive control to regulate the task space position, orientation, and interaction forces. Simulation experiments are conducted to evaluate the performance of the proposed model and control strategy. The results demonstrate that the model effectively achieves sub-millimeter precision in the position control in both static and time varying refrence trajectroies, and sub micronewton in force control.

本文介绍了利用欧拉-拉格朗日方法开发和控制受植物启发的生长机器人(称为 "藤蔓机器人")的动态模型。藤蔓机器人独特的生长机制使其能够通过延伸身体在复杂环境中航行。我们推导出运动的动态方程,并采用模型预测控制(MPC)来调节任务空间的位置、方向和相互作用力。我们进行了仿真实验,以评估所提出的模型和控制策略的性能。结果表明,在静态和时变参考轨迹中,该模型都能有效实现亚毫米级的位置控制精度,而在力控制方面则能达到亚微牛顿级。
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引用次数: 0
Bioinspired cooperation in a heterogeneous robot swarm using ferrofluid artificial pheromones for uncontrolled environments. 利用铁流体人工信息素在不受控制的环境中实现异质机器人群的生物启发合作。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-11-11 DOI: 10.1088/1748-3190/ad8d28
Juan Carlos Brenes-Torres, Cindy Calderón-Arce, Francisco Blanes, José Simo

This article presents a novel bioinspired technology for the cooperation and coordination of heterogeneous robot swarms in uncontrolled environments, utilizing an artificial pheromone composed of magnetized ferrofluids. Communication between different types of robots is achieved indirectly through stigmergy, where messages are inherently associated with specific locations. This approach is advantageous for swarm experimentation outside controlled laboratory spaces, where localization is typically managed through centralized camera systems (e.g. infrared, RGB). Applying pheromone principles has also proven beneficial for various swarm behaviors. We introduce a detection methodology for the artificial ferrofluid pheromone using low-cost magnetic sensors, along with signal processing and parameter characterization. Experiments involved a heterogeneous swarm consisting of two types of robots: one equipped with camera and image processing capabilities and the other with basic sensor technologies. Validation in multiple uncontrolled environments (with varying floor surfaces, wind, and light conditions) demonstrated successful cooperation among robots with differing technological complexities using the proposed technology.

本文介绍了一种新颖的生物启发技术,利用由磁化铁流体组成的人工信息素,在不受控制的环境中实现异质机器人群的合作与协调。不同类型机器人之间的通信是通过stigmergy间接实现的,其中的信息与特定位置有内在联系。这种方法对于在受控实验室空间外进行的蜂群实验非常有利,因为在受控实验室空间内,定位通常是通过集中式摄像系统(如红外线、RGB)进行管理的。事实证明,信息素原理的应用也有利于各种蜂群行为。我们介绍了一种使用低成本磁传感器的人工铁流体信息素检测方法,以及信号处理和参数表征。实验涉及由两类机器人组成的异质蜂群:一类机器人配备了摄像头和图像处理功能,另一类机器人采用了基本的传感器技术。在多个不受控制的环境(地板表面、风力和光照条件各不相同)中进行的验证表明,技术复杂程度不同的机器人利用所提出的技术成功地进行了合作。
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引用次数: 0
Fabrication and electroadhesion properties of parylene-coated carbon fiber arrays. 聚对苯二甲酸丁二酯涂层碳纤维阵列的制造和电粘附特性。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-11-08 DOI: 10.1088/1748-3190/ad8c88
Lan Ai, Tingting Liu, Mingmin Zai, Lizhen Hou, Shiliang Wang

Parylene-coated carbon fiber (CF) arrays with tunable inclination angles and heights were fabricated using oxygen plasma etching of composite wafers with embedded parallel CFs, followed by parylene coating via chemical vapor deposition. The effective elastic modulus of the CF arrays was found to decrease approximately in proportion to the square of the fiber length (5-60μm), with the parylene coating (∼2μm) further slightly reducing the modulus. Both experimental measurements and finite element simulations indicated that CF arrays with inclination angles below 75° exhibit ideal contact with glass wafers during electrostatic adhesion. However, the measured electrostatic adhesion between CF arrays and A4 paper was significantly lower than the predicted value for ideal contact, likely due to the porous nature of the paper. Electrostatic chuck prototypes based on the parylene-coated CF arrays demonstrated effective pick-and-place capabilities for A4 paper, plastic films, and glass wafers at voltages ranging from 500 to 900 V, without causing surface damage or leaving residue. These results highlight the potential of the parylene-coated CF arrays for applications in high-precision manufacturing and automated handling systems.

利用氧等离子体蚀刻嵌入平行碳纤维的复合晶片,然后通过化学气相沉积进行对二甲苯涂层,制造出了具有可调倾角和高度的对二甲苯涂层碳纤维(CF)阵列。研究发现,CF 阵列的有效弹性模量与纤维长度(5-60μm)的平方成正比,而对二甲苯涂层(∼2μm)则进一步略微降低了模量。实验测量和有限元模拟都表明,倾斜角低于 75° 的 CF 阵列在静电粘附过程中与玻璃晶片的接触非常理想。然而,CF 阵列与 A4 纸之间的实测静电粘附力明显低于理想接触的预测值,这可能是由于纸张的多孔性造成的。基于对二甲苯涂层 CF 阵列的静电吸盘原型在 500 到 900 V 的电压范围内对 A4 纸、塑料薄膜和玻璃晶片表现出了有效的拾放能力,且不会造成表面损坏或残留。这些结果凸显了聚对二甲苯涂层 CF 阵列在高精度制造和自动处理系统中的应用潜力。
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引用次数: 0
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