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Effects of caudal fin stiffness on optimized forward swimming and turning maneuver in a robotic swimmer. 尾鳍硬度对机器人游泳者优化前游和转弯动作的影响。
IF 3.4 3区 计算机科学 Q1 Engineering Pub Date : 2024-03-14 DOI: 10.1088/1748-3190/ad2f42
Hankun Deng, Donghao Li, Kundan Panta, Andrew Wertz, Shashank Priya, Bo Cheng

In animal and robot swimmers of body and caudal fin (BCF) form, hydrodynamic thrust is mainly produced by their caudal fins, the stiffness of which has profound effects on both thrust and efficiency of swimming. Caudal fin stiffness also affects the motor control and resulting swimming gaits that correspond to optimal swimming performance; however, their relationship remains scarcely explored. Here using magnetic, modular, undulatory robots (μBots), we tested the effects of caudal fin stiffness on both forward swimming and turning maneuver. We developed six caudal fins with stiffness of more than three orders of difference. For aμBot equipped with each caudal fin (andμBot absent of caudal fin), we applied reinforcement learning in experiments to optimize the motor control for maximizing forward swimming speed or final heading change. The motor control ofμBot was generated by a central pattern generator for forward swimming or by a series of parameterized square waves for turning maneuver. In forward swimming, the variations in caudal fin stiffness gave rise to three modes of optimized motor frequencies and swimming gaits including no caudal fin (4.6 Hz), stiffness <10-4Pa m4(∼10.6 Hz) and stiffness >10-4Pa m4(∼8.4 Hz). Swimming speed, however, varied independently with the modes of swimming gaits, and reached maximal at stiffness of 0.23 × 10-4Pa m4, with theμBot without caudal fin achieving the lowest speed. In turning maneuver, caudal fin stiffness had considerable effects on the amplitudes of both initial head steering and subsequent recoil, as well as the final heading change. It had relatively minor effect on the turning motor program except for theμBots without caudal fin. Optimized forward swimming and turning maneuver shared an identical caudal fin stiffness and similar patterns of peduncle and caudal fin motion, suggesting simplicity in the form and function relationship inμBot swimming.

在身体和尾鳍(BCF)形式的动物和机器人游泳者中,流体动力推力主要由尾鳍产生,尾鳍的硬度对推力和游泳效率都有深远影响。尾鳍的硬度也会影响运动控制和由此产生的与最佳游泳性能相对应的游泳步态;然而,对它们之间关系的探索仍然很少。在这里,我们使用磁性模块化波状机器人(μBots)测试了尾鳍硬度对前游和转弯动作的影响。我们开发了六种硬度相差超过 3 个数量级的尾鳍。对于装有尾鳍的μ机器人(和没有尾鳍的μ机器人),我们在实验中应用了强化学习(RL)来优化运动控制,以最大限度地提高前游速度或最终航向变化。μBot的运动控制由中央模式发生器(CPG)产生,用于向前游动,或由一系列参数化方波产生,用于转弯动作。在向前游动时,尾鳍刚度的变化产生了三种优化的运动频率和游动步态模式,包括无尾鳍(4.6 Hz)、刚度10-4 Pa-m4(约8.4 Hz)。然而,游泳速度随游泳步态模式的变化而变化,在刚度为 0.23×10-4 Pa-m4 时达到最大值,无尾鳍 μBot 的速度最低。在转弯动作中,尾鳍刚度对初始头部转向和随后的反冲以及最终航向变化的幅度都有相当大的影响。除了没有尾鳍的微型机器人外,尾鳍刚度对转弯电机程序的影响相对较小。优化后的前向游动和转弯动作具有相同的尾鳍刚度以及相似的足柄和尾鳍运动模式,这表明μ机器人游动的形式和功能关系非常简单。
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引用次数: 0
A biomimetic orthogonal flow sensor based on an asymmetric optical fiber sensory structure for marine sensing. 基于非对称光纤传感结构的仿生物正交流量传感器,用于海洋传感。
IF 3.4 3区 计算机科学 Q1 Engineering Pub Date : 2024-03-11 DOI: 10.1088/1748-3190/ad253c
Yujia Wang, Mingwang Song, Xianping Fu

With increasing attention on the world's oceans, a significant amount of research has been focused on the sensing of marine-related parameters in recent years. In this paper, a bioinspired flow sensor with corrosion resistance, anti-interference capability, a portable design structure, easy integration, and directional sensing ability is presented to realize flow speed sensing in open water. The sensor is realized by a flexible artificial cupula that seals one side of an optical fiber acting as an artificial kinocilium. Below the artificial kinocilium, an encapsulated s-tapered optical fiber mimics the fish neuromast sensory mechanism and is supported by a 3D-printed structure that acts as the artificial supporting cell. To characterize the sensor, the optical transmission spectra of the sensory fiber under a set of water flow velocities and four orthogonal directions were monitored. The sensor's peak intensity responses were found to demonstrate flow sensing ability for velocity and direction, proving that this biomimetic portable sensing structure is a promising candidate for flow sensing in marine environments.

随着人们对世界海洋的关注与日俱增,近年来大量研究都集中在海洋相关参数的传感上。本文介绍了一种生物启发式流量传感器,它具有耐腐蚀、抗干扰能力强、设计结构便携、易于集成和定向传感能力强等特点,可实现开放水域的流速传感。该传感器由一个柔性人工冲天管实现,它将光纤的一侧密封起来,充当人工动丝。在人造纤毛器下方,封装的 s 锥形光纤模仿了鱼类神经乳突的传感机制,并由作为人造支撑细胞的 3D 打印结构支撑。为了确定传感器的特性,我们监测了传感光纤在一组水流速度和四个正交方向下的光传输光谱。结果发现,传感器的峰值强度响应显示了对流速和方向的流量感应能力,证明这种仿生物便携式感应结构是海洋环境中流量感应的理想候选结构。
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引用次数: 0
Colorful image reconstruction from neuromorphic event cameras with biologically inspired deep color fusion neural networks. 利用受生物启发的深度色彩融合神经网络,从神经形态事件相机重建彩色图像。
IF 3.4 3区 计算机科学 Q1 Engineering Pub Date : 2024-03-04 DOI: 10.1088/1748-3190/ad2a7c
Hadar Cohen-Duwek, Elishai Ezra Tsur

Neuromorphic event-based cameras communicate transients in luminance instead of frames, providing visual information with a fine temporal resolution, high dynamic range and high signal-to-noise ratio. Enriching event data with color information allows for the reconstruction of colorful frame-like intensity maps, supporting improved performance and visually appealing results in various computer vision tasks. In this work, we simulated a biologically inspired color fusion system featuring a three-stage convolutional neural network for reconstructing color intensity maps from event data and sparse color cues. While current approaches for color fusion use full RGB frames in high resolution, our design uses event data and low-spatial and tonal-resolution quantized color cues, providing a high-performing small model for efficient colorful image reconstruction. The proposed model outperforms existing coloring schemes in terms of SSIM, LPIPS, PSNR, and CIEDE2000 metrics. We demonstrate that auxiliary limited color information can be used in conjunction with event data to successfully reconstruct both color and intensity frames, paving the way for more efficient hardware designs.

基于神经形态的事件相机传达的是亮度瞬态而非帧,提供的视觉信息具有精细的时间分辨率、高动态范围和高信噪比。用色彩信息丰富事件数据可以重建色彩丰富的帧状强度图,从而支持在各种计算机视觉任务中提高性能和视觉效果。在这项工作中,我们模拟了一个受生物启发的色彩融合系统,该系统采用三级卷积神经网络,可从事件数据和稀疏色彩线索中重建色彩强度图。目前的色彩融合方法使用高分辨率的全 RGB 帧,而我们的设计则使用事件数据和低空间分辨率及色调分辨率的量化色彩线索,为高效的彩色图像重建提供了一个高性能的小型模型。就 SSIM、LPIPS、PSNR 和 CIEDE2000 指标而言,所提出的模型优于现有的着色方案。我们证明,辅助的有限色彩信息可与事件数据结合使用,成功地重建色彩和强度帧,为更高效的硬件设计铺平了道路。
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引用次数: 0
Electromechanical enhancement of live jellyfish for ocean exploration. 用于海洋探测的活水母机电增强技术。
IF 3.4 3区 计算机科学 Q1 Engineering Pub Date : 2024-02-28 DOI: 10.1088/1748-3190/ad277f
Simon R Anuszczyk, John O Dabiri

The vast majority of the ocean's volume remains unexplored, in part because of limitations on the vertical range and measurement duration of existing robotic platforms. In light of the accelerating rate of climate change impacts on the physics and biogeochemistry of the ocean, the need for new tools that can measure more of the ocean on faster timescales is becoming pressing. Robotic platforms inspired or enabled by aquatic organisms have the potential to augment conventional technologies for ocean exploration. Recent work demonstrated the feasibility of directly stimulating the muscle tissue of live jellyfish via implanted microelectronics. We present a biohybrid robotic jellyfish that leverages this external electrical swimming control, while also using a 3D printed passive mechanical attachment to streamline the jellyfish shape, increase swimming performance, and significantly enhance payload capacity. A six-meter-tall, 13 600 l saltwater facility was constructed to enable testing of the vertical swimming capabilities of the biohybrid robotic jellyfish over distances exceeding 35 body diameters. We found that the combination of external swimming control and the addition of the mechanical forebody resulted in an increase in swimming speeds to 4.5 times natural jellyfish locomotion. Moreover, the biohybrid jellyfish were capable of carrying a payload volume up to 105% of the jellyfish body volume. The added payload decreased the intracycle acceleration of the biohybrid robots relative to natural jellyfish, which could also facilitate more precise measurements by onboard sensors that depend on consistent platform motion. While many robotic exploration tools are limited by cost, energy expenditure, and varying oceanic environmental conditions, this platform is inexpensive, highly efficient, and benefits from the widespread natural habitats of jellyfish. The demonstrated performance of these biohybrid robots suggests an opportunity to expand the set of robotic tools for comprehensive monitoring of the changing ocean.

由于现有机器人平台的垂直范围和测量时间有限,绝大部分海洋体积仍未被探索。鉴于气候变化对海洋物理和生物地球化学影响的速度不断加快,人们迫切需要能够以更快的时间尺度测量更多海洋的新工具。受水生生物启发或由水生生物驱动的机器人平台有可能增强传统的海洋探测技术。最近的研究表明,通过植入微电子直接刺激活水母的肌肉组织是可行的。我们展示了一种生物杂交机器人水母,它利用这种外部电游泳控制,同时还使用 3D 打印的无源机械附件来简化水母形状、提高游泳性能并显著增强有效载荷能力。 我们建造了一个六米高、13,600 升的海水设施,以测试生物杂交机器人水母的垂直游泳能力,测试距离超过 35 体直径。我们发现,外部游动控制和机械前体的结合使水母的游动速度提高到自然游动速度的 4.5 倍。此外,生物杂交水母能够携带的有效载荷体积达到水母身体体积的105%。与天然水母相比,增加的有效载荷降低了生物杂交机器人的周期内加速度,这也有助于机载传感器进行更精确的测量,而这些测量依赖于稳定的平台运动。虽然许多机器人勘探工具受到成本、能源消耗和不同海洋环境条件的限制,但该平台价格低廉、效率高,而且得益于水母广泛的自然栖息地。
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引用次数: 0
The generalized spring-loaded inverted pendulum model for analysis of various planar reduced-order models and for optimal robot leg design. 用于分析各种平面减阶模型和优化机器人腿设计的广义弹簧倒立摆模型。
IF 3.4 3区 计算机科学 Q1 Engineering Pub Date : 2024-02-28 DOI: 10.1088/1748-3190/ad2869
Wei-Chun Lu, Pei-Chun Lin

This paper proposes a generalized spring-loaded inverted pendulum (G-SLIP) model to explore various popular reduced-order dynamic models' characteristics and suggest a better robot leg design under specified performance indices. The G-SLIP model's composition can be varied by changing the model's parameters, such as ground contacting type and spring property. It can be transformed into four widely used models: the spring-loaded inverted pendulum (SLIP) model, the two-segment leg model, the SLIP with rolling foot model, and the rolling SLIP model. The effects of rolling contact and spring configuration on the dynamic behavior and fixed-point distribution of the G-SLIP model were analyzed, and the basins of attraction of the four described models were studied. By varying the parameters of the G-SLIP model, the dynamic behavior of the model can be optimized. Optimized for general locomotion running at various speeds, the model provided leg design guidelines. The leg was empirically fabricated and installed on the hexapod for experimental evaluation. The results indicated that the robot with a designed leg runs faster and is more power-efficient.

本文提出了一种广义弹簧加载倒立摆(G-SLIP)模型,以探索各种流行的降阶动态模型的特性,并提出在特定性能指标下更好的机器人腿设计建议。G-SLIP 模型的组成可通过改变模型参数(如地面接触类型和弹簧特性)来实现。它可以转化为四种广泛使用的模型:弹簧加载倒立摆(SLIP)模型、两节腿(TSL)模型、带滚动脚的 SLIP(SLIP-RF)模型和滚动 SLIP(R-SLIP)模型。分析了滚动接触和弹簧配置对 G-SLIP 模型的动态行为和定点分布的影响,并研究了所述四种模型的吸引力盆地(BOA)。通过改变 G-SLIP 模型的参数,可以优化模型的动态行为。该模型针对以不同速度运行的一般运动进行了优化,为腿部设计提供了指导。根据经验制作了支腿,并安装在六足机器人上进行实验评估。结果表明,带有设计腿的机器人运行速度更快,能效更高。
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引用次数: 0
Soft robotics for farm to fork: applications in agriculture & farming. 从农场到餐桌的软机器人技术:在农业和养殖业中的应用。
IF 3.4 3区 计算机科学 Q1 Engineering Pub Date : 2024-02-27 DOI: 10.1088/1748-3190/ad2084
Costanza Armanini, Kai Junge, Philip Johnson, Charles Whitfield, Federico Renda, Marcello Calisti, Josie Hughes

Agricultural tasks and environments range from harsh field conditions with semi-structured produce or animals, through to post-processing tasks in food-processing environments. From farm to fork, the development and application of soft robotics offers a plethora of potential uses. Robust yet compliant interactions between farm produce and machines will enable new capabilities and optimize existing processes. There is also an opportunity to explore how modeling tools used in soft robotics can be applied to improve our representation and understanding of the soft and compliant structures common in agriculture. In this review, we seek to highlight the potential for soft robotics technologies within the food system, and also the unique challenges that must be addressed when developing soft robotics systems for this problem domain. We conclude with an outlook on potential directions for meaningful and sustainable impact, and also how our outlook on both soft robotics and agriculture must evolve in order to achieve the required paradigm shift.

农业任务和环境的范围很广,从半成品或动物的恶劣田间条件,到食品加工环境中的后处理任务,不一而足。从农场到餐桌,软机器人技术的开发和应用提供了大量潜在用途。农产品与机器之间稳健而合规的互动将实现新的功能并优化现有流程。此外,我们还有机会探索如何将软体机器人技术中使用的建模工具用于改善我们对农业中常见的软体和顺应性结构的表示和理解。在本综述中,我们试图强调软体机器人技术在食品系统中的潜力,以及在为这一问题领域开发软体机器人系统时必须应对的独特挑战。最后,我们展望了产生有意义和可持续影响的潜在方向,以及我们对软机器人技术和农业的看法必须如何发展,才能实现所需的范式转变。
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引用次数: 0
Analyzing the kinematics and longitudinal aerodynamics of a four-wing bionic aircraft. 分析四翼仿生飞机的运动学和纵向空气动力学。
IF 3.4 3区 计算机科学 Q1 Engineering Pub Date : 2024-02-22 DOI: 10.1088/1748-3190/ad253d
Lishuang Wang, Zhiwei Shi, Xi Geng, Shengxiang Tong, Zhen Chen

This paper designs a bionic aircraft model equipped with multiple degrees of freedom to study the inertial force equation and the aerodynamic interaction between its forewings and hindwings. Each wing's phase difference angle (PDA) and stroke plane angle (SPA) are independently adjustable. Employing the kinematic equation of a single wing, we establish a model for the inertial force of the four-wing aircraft, validating its accuracy through experimental comparisons. Furthermore, we analyze various combinations of PDA and SPA parameters for the fore- and hindwings to ascertain the most efficient aerodynamic motion modes. Our findings reveal that aerodynamic interference between the fore- and hindwings tends to be unfavorable, predominantly due to the hindwings being exposed to the wake generated by the forewings, hindering their lift-capturing ability. Nevertheless, a specific PDA = 270° (forewing ahead of hindwing 270°) helps mitigate this interference across a wider range of SPA. Interestingly, when the stroke plane aligns parallel to the horizontal direction, asynchronous flapping of the fore- and hindwings, forming a lift mechanism akin to clap-and-fling wings, positively impacts lift. Consequently, staggered flapping of the fore- and hindwings reduces fuselage jitter and alleviates aerodynamic interference through specialized PDA, resulting in a temporary lift enhancement. The purpose of this study is to provide theoretical support for the longitudinal attitude control of four-wing aircraft.

本文设计了一种配备多个自由度的仿生飞机模型,以研究其惯性力方程及其前翼和后翼之间的气动相互作用。每个机翼的相位差角(PDA)和冲程平面角(SPA)均可独立调节。利用单翼的运动学方程,我们建立了四翼飞机的惯性力模型,并通过实验对比验证了其准确性。此外,我们还分析了前翼和后翼的各种 PDA 和 SPA 参数组合,以确定最有效的气动运动模式。我们的研究结果表明,前翼和后翼之间的气动干扰往往是不利的,这主要是由于后翼暴露在前翼产生的尾流中,阻碍了它们的升力捕获能力。然而,特定的 PDA=270°(前翼在后翼前方 270°)有助于在更大的 SPA 范围内减轻这种干扰。有趣的是,当冲程平面平行于水平方向时,前翅和后翅的不同步拍打会形成一种类似于拍打翅膀的升力机制,对升力产生积极影响。因此,前后翼交错拍打可减少机身抖动,并通过专门的 PDA 缓解气动干扰,从而暂时增强升力。本研究的目的是为四翼飞机的纵向姿态控制提供理论支持。
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引用次数: 0
Design and verification of a parallel elastic robotic leg. 平行弹性机械腿的设计与验证
IF 3.4 3区 计算机科学 Q1 Engineering Pub Date : 2024-02-21 DOI: 10.1088/1748-3190/ad2375
Emre Tanfener, Osman Kaan Karagöz, Sinan Şahin Candan, Ali Emre Turgut, Yiğit Yazıcıoğlu, Mustafa Mert Ankaralı, Uluç Saranlı

This paper presents the design and experimental verification of a parallel elastic robotic leg mechanism that aims to capture the dynamics of the linear mass-spring-damper model. The mechanism utilizes a wrapping cam mechanism to linearize the non-linear force resulting from the elongation of the parallel elastic element. Firstly, we explain the desired dynamics of the mass-spring-damper model, including the impact transitions, and the design of the wrapping cam mechanism. We then introduce a system identification procedure to estimate the parameters of the leg mechanism corresponding to the dynamic model. The estimated parameters are tested with a cross-validation approach to evaluate the mechanism's performance in tracking the desired model. The experimental results show that the passive dynamics of the mechanism resemble the linear model as intended. Thus, the robot provides a basis for using parallel elastic actuation while using model-based controllers that benefit the analytic solutions of the linear model.

本文介绍了一种平行弹性机械腿机构的设计和实验验证,该机构旨在捕捉线性质量-弹簧-阻尼模型的动态特性。该机构利用包裹凸轮机构将平行弹性元件伸长产生的非线性力线性化。首先,我们解释了质量弹簧-阻尼器模型所需的动力学特性,包括冲击转换和包裹凸轮机构的设计。然后,我们介绍了一种系统识别程序,用于估算与动态模型相对应的支腿机构参数。通过交叉验证方法对估算参数进行测试,以评估机构在跟踪所需模型方面的性能。实验结果表明,该机构的被动动态与预期的线性模型相似。因此,该机器人为使用并行弹性致动提供了基础,同时使用基于模型的控制器有利于线性模型的解析解。
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引用次数: 0
A bat biomimetic model for scenario recognition using echo Doppler information. 利用回声多普勒信息进行场景识别的蝙蝠生物仿真模型。
IF 3.4 3区 计算机科学 Q1 Engineering Pub Date : 2024-02-21 DOI: 10.1088/1748-3190/ad262d
Wang Feng, Pang Chunyang, Lu Yuqing, Wang Hao

The flying bat can detect the difference in Doppler frequency between its echolocation transmission signal and the echoes in its surroundings, enabling it to distinguish between various scenarios effectively. By examining the bio-sonar biomimetic model of a flying bat that uses echo Doppler information for environmental recognition, it may enhance the scene recognition capability of human ultrasound sonar during movement. The paper establishes a three-dimensional clutter model of the flying state of bat bio-sonar for bats emitting constant frequency signals. It proposes a scene recognition method that combines multi-scale time-frequency feature analysis with a convolutional neural network (CNN). The short-time Fourier transform of different scales extract the Doppler and range dimensions, which are then fused to create a multi-scale feature plane containing both Doppler and range information. Combined with CNN's powerful image classification and recognition capabilities, extract features from multi-scale feature planes of different clutter scenes to achieve environment recognition based on the differences in Doppler and range dimensions of echoes in various directions. Through computer simulations, this study provides a numerical interpretation of the environmental classification and perception capabilities of bats in flight. The algorithm significantly improves scenario classification and recognition performance according to simulation results, with accuracy exceeding 98% in varied clutter scenarios at 30 dB signal noise ratio. Based on computer simulations, an experimental scene was constructed and actual echo signals were collected and analyzed. The experiments demonstrate that utilizing Doppler information enables the classification and recognition of cluttered environments. The effectiveness of the proposed algorithm was also verified. Ultrasonic sonar systems, such as navigation robots and helicopter obstacle avoidance, can apply this biomimetic model and algorithm for environmental recognition during motion.

飞蝠可以探测到其回声定位发射信号与周围环境回声之间的多普勒频率差异,从而有效区分各种场景。通过研究飞行蝙蝠利用回声多普勒信息进行环境识别的生物声纳仿生模型,可以提高人类超声声纳在运动过程中的场景识别能力。本文针对发射恒频(CF)信号的蝙蝠,建立了蝙蝠生物声纳飞行状态的三维杂波模型。它提出了一种结合多尺度时频特征分析和卷积神经网络(CNN)的场景识别方法。不同尺度的短时傅里叶变换(STFT)可提取多普勒和测距维度,然后将其融合以创建包含多普勒和测距信息的多尺度特征平面。结合 CNN 强大的图像分类和识别能力,从不同杂波场景的多尺度特征平面中提取特征,实现基于不同方向回波的多普勒和测距维度差异的环境识别。本研究通过计算机模拟,对飞行中蝙蝠的环境分类和感知能力进行了数值解释。根据模拟结果,该算法大大提高了场景分类和识别性能,在信噪比(SNR)为 30 dB 的不同杂波场景中,准确率超过 98%。在计算机模拟的基础上,构建了一个实验场景,并收集和分析了实际回波信号。实验证明,利用多普勒信息可以对杂乱环境进行分类和识别。同时还验证了所提算法的有效性。超声声纳系统,如导航机器人和直升机避障系统,可以应用这种生物仿真模型和算法进行运动过程中的环境识别。
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引用次数: 0
Journey from human hands to robot hands: biological inspiration of anthropomorphic robotic manipulators. 从人手到机器手的旅程:拟人机器人机械手的生物学灵感。
IF 3.4 3区 计算机科学 Q1 Engineering Pub Date : 2024-02-19 DOI: 10.1088/1748-3190/ad262c
Michael Seokyoung Han, Cindy K Harnett

The development of robotic hands that can replicate the complex movements and dexterity of the human hand has been a longstanding challenge for scientists and engineers. A human hand is capable of not only delicate operation but also crushing with power. For performing tasks alongside and in place of humans, an anthropomorphic manipulator design is considered the most advanced implementation, because it is able to follow humans' examples and use tools designed for people. In this article, we explore the journey from human hands to robot hands, tracing the historical advancements and current state-of-the-art in hand manipulator development. We begin by investigating the anatomy and function of the human hand, highlighting the bone-tendon-muscle structure, skin properties, and motion mechanisms. We then delve into the field of robotic hand development, focusing on highly anthropomorphic designs. Finally, we identify the requirements and directions for achieving the next level of robotic hand technology.

开发能够复制人手复杂动作和灵巧性的机器手一直是科学家和工程师面临的挑战。人类的手不仅能进行精细的操作,还能进行有力的碾压。对于与人类并肩或代替人类执行任务而言,拟人机械手的设计被认为是最先进的实现方式,因为它能够以人类为榜样,使用为人类设计的工具。在本文中,我们将探索从人手到机器手的发展历程,追溯手部机械手开发的历史进步和当前最新技术。然后,我们深入研究机器人手的开发领域,重点关注高度拟人化的设计。最后,我们确定了实现下一个机器人手技术水平的要求和方向。
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引用次数: 0
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