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Hydrodynamic pressure sensing for a biomimetic robotic fish caudal fin integrated with a resistive pressure sensor. 集成了电阻式压力传感器的生物仿真机器人鱼尾鳍的水动力压力传感。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-08-22 DOI: 10.1088/1748-3190/ad6d21
Quanliang Zhao, Chao Zhang, Jinghao Chen, Mengying Zhang, Junjie Yuan, Lei Zhao, Jie Zhang, Can Huang, Guangping He

Micro-sensors, such as pressure and flow sensors, are usually adopted to attain actual fluid information around swimming biomimetic robotic fish for hydrodynamic analysis and control. However, most of the reported micro-sensors are mounted discretely on body surfaces of robotic fish and it is impossible to analyzed the hydrodynamics between the caudal fin and the fluid. In this work, a biomimetic caudal fin integrated with a resistive pressure sensor is designed and fabricated by laser machined conductive carbon fibre composites. To analyze the pressure exerted on the caudal fin during underwater oscillation, the pressure on the caudal fin is measured under different oscillating frequencies and angles. Then a model developed from Bernoulli equation indicates that the maximum pressure difference is linear to the quadratic power of the oscillating frequency and the maximum oscillating angle. The fluid disturbance generated by caudal fin oscillating increases with an increase of oscillating frequency, resulting in the decrease of the efficiency of converting the kinetic energy of the caudal fin oscillation into the pressure difference on both sides of the caudal fin. However, perhaps due to the longer stability time of the disturbed fluid, this conversion efficiency increases with the increase of the maximum oscillating angle. Additionally, the pressure variation of the caudal fin oscillating with continuous different oscillating angles is also demonstrated to be detected effectively. It is suggested that the caudal fin integrated with the pressure sensor could be used for sensing thein situflow field in real time and analyzing the hydrodynamics of biomimetic robotic fish.

通常采用压力和流量传感器等微型传感器来获取游动的仿生机器鱼周围的实际流体信息,以进行流体力学分析和控制。然而,大多数报道的微型传感器都是独立安装在机器鱼的身体表面,无法分析尾鳍与流体之间的流体力学。在这项工作中,利用激光加工导电碳纤维复合材料设计并制造了一个集成了电阻式压力传感器的仿生尾鳍。为了分析水下振荡时尾鳍所受的压力,测量了不同振荡频率和角度下尾鳍所受的压力。根据伯努利方程建立的模型表明,最大压力差与振荡频率和最大振荡角度的二次方成线性关系。尾鳍摆动产生的流体扰动随着摆动频率的增加而增加,导致尾鳍摆动动能转化为尾鳍两侧压差的效率降低。不过,也许是由于扰动流体的稳定时间较长,这种转换效率会随着最大摆动角度的增加而提高。此外,尾鳍以连续不同的摆动角度摆动时的压力变化也能被有效检测到。建议将尾鳍与压力传感器集成在一起,用于实时感知原位流场和分析仿生机器鱼的流体力学。
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引用次数: 0
Robotic flytrap with an ultra-sensitive 'trichome' and fast-response 'lobes'. 带有超灵敏 "毛状体 "和快速反应 "叶片 "的机器人捕蝇器。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-08-14 DOI: 10.1088/1748-3190/ad6abf
Yongkang Jiang, Yingtian Li, Xin Tong, Zhipeng Wang, Yanmin Zhou, Bin He

Nature abounds with examples of ultra-sensitive perception and agile body transformation for highly efficient predation as well as extraordinary adaptation to complex environments. Flytraps, as a representative example, could effectively detect the most minute physical stimulation of insects and respond instantly, inspiring numerous robotic designs and applications. However, current robotic flytraps face challenges in reproducing the ultra-sensitive insect-touch perception. In addition, fast and fully-covered capture of live insects with robotic flytraps remains elusive. Here we report a novel design of a robotic flytrap with an ultra-sensitive 'trichome' and bistable fast-response 'lobes'. Our results show that the 'trichome' of the proposed robotic flytrap could detect and respond to both the external stimulation of 0.45 mN and a tiny touch of a flying bee with a weight of 0.12 g. Besides, once the 'trichome' is triggered, the bistable 'lobes' could instantly close themselves in 0.2 s to form a fully-covered cage to trap the bees, and reopen to set them free after the tests. We introduce the design, modeling, optimization, and verification of the robotic flytrap, and envision broader applications of this technology in ultra-sensitive perception, fast-response grasping, and biomedical engineering studies.

自然界中不乏超灵敏感知和敏捷身体转换的例子,从而实现高效捕食以及对复杂环境的超常适应。捕蝇草就是其中的代表,它能有效地探测到昆虫最微小的物理刺激并立即做出反应,激发了无数机器人设计和应用的灵感。然而,目前的机器人捕蝇器在重现昆虫超灵敏的触觉感知方面面临挑战。此外,用机器人捕蝇器快速、全覆盖地捕捉活体昆虫仍是个难题。在这里,我们报告了一种新颖的机器人捕蝇器设计,它具有超灵敏的 "毛状体 "和双稳态快速反应 "叶片"。我们的研究结果表明,这种机器人捕蝇器的 "毛状体 "既能检测到 0.45 mN 的外部刺激,也能对重量为 0.12 g 的飞蜂的微小触碰做出反应。此外,一旦触发 "毛状体",双稳态 "叶片 "就能在 0.2 秒内瞬间闭合,形成一个完全覆盖的笼子来捕获蜜蜂,并在测试结束后重新打开,将蜜蜂放飞。我们介绍了机器人捕蝇器的设计、建模、优化和验证,并展望了这项技术在超灵敏感知、快速反应抓取和生物医学工程研究中的更广泛应用。
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引用次数: 0
Universal optimal design in the vertebrate limb pattern and lessons for bioinspired design. 脊椎动物肢体模式的通用优化设计和生物启发设计的启示。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-08-09 DOI: 10.1088/1748-3190/ad66a3
Stuart Burgess

This paper broadly summarizes the variation of design features found in vertebrate limbs and analyses the resultant versatility and multifunctionality in order to make recommendations for bioinspired robotics. The vertebrate limb pattern (e.g. shoulder, elbow, wrist and digits) has been proven to be very successful in many different applications in the animal kingdom. However, the actual level of optimality of the limb for each animal application is not clear because for some cases (e.g. whale flippers and bird wings), the basic skeletal layout is assumed to be highly constrained by evolutionary ancestry. This paper addresses this important and fundamental question of optimality by analysing six limbs with contrasting functions: human arm, whale flipper, bird wing, human leg, feline hindlimb and frog hindlimb. A central finding of this study is that the vertebrate limb pattern is highly versatile and optimal not just for arms and legs but also for flippers and wings. One key design feature of the vertebrate limb pattern is that of networks of segmented bones that enable smooth morphing of shapes as well as multifunctioning structures. Another key design feature is that of linkage mechanisms that fine-tune motions and mechanical advantage. A total of 52 biomechanical design features of the vertebrate limb are identified and tabulated for these applications. These tables can be a helpful reference for designers of bioinspired robotic and prosthetic limbs. The vertebrate limb has significant potential for the bioinspired design of robotic and prosthetic limbs, especially because of progress in the development of soft actuators.

本文概括了脊椎动物四肢的各种设计特征,并分析了由此产生的多功能性,从而为生物启发机器人学提出建议。脊椎动物的肢体模式(如肩部、肘部、腕部和手指)已被证明在动物界的许多不同应用中非常成功。然而,肢体在每种动物应用中的实际优化程度并不明确,因为在某些情况下(如鲸鱼的脚蹼和鸟类的翅膀),基本骨骼布局被认为受到进化祖先的高度约束。本文通过分析六种功能截然不同的肢体:人类手臂、鲸鱼鳍、鸟类翅膀、人类腿部、猫科动物后肢和青蛙后肢,探讨了最优性这一重要的基本问题。这项研究的核心发现是,脊椎动物的肢体模式具有很强的通用性,不仅对手臂和腿,而且对鳍和翼都是最佳的。脊椎动物肢体模式的一个关键设计特征是由分节骨骼组成的网络,可实现形状的平滑变形和多功能结构。另一个关键的设计特征是联动机构,可对运动和机械优势进行微调。针对这些应用,共确定了脊椎动物肢体的 52 个生物力学设计特征,并将其列表。这些表格可作为生物启发机器人和假肢设计者的有用参考。脊椎动物肢体在机器人和义肢的生物启发设计方面具有巨大的潜力,特别是因为软致动器的开发取得了进展。
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引用次数: 0
Transfer learning may explain pigeons' ability to detect cancer in histopathology. 迁移学习可以解释鸽子在组织病理学中检测癌症的能力。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-08-08 DOI: 10.1088/1748-3190/ad6825
Oz Kilim, János Báskay, András Biricz, Zsolt Bedőházi, Péter Pollner, István Csabai

Pigeons' unexpected competence in learning to categorize unseen histopathological images has remained an unexplained discovery for almost a decade (Levensonet al2015PLoS One10e0141357). Could it be that knowledge transferred from their bird's-eye views of the earth's surface gleaned during flight contributes to this ability? Employing a simulation-based verification strategy, we recapitulate this biological phenomenon with a machine-learning analog. We model pigeons' visual experience during flight with the self-supervised pre-training of a deep neural network on BirdsEyeViewNet; our large-scale aerial imagery dataset. As an analog of the differential food reinforcement performed in Levensonet al's study 2015PLoS One10e0141357), we apply transfer learning from this pre-trained model to the same Hematoxylin and Eosin (H&E) histopathology and radiology images and tasks that the pigeons were trained and tested on. The study demonstrates that pre-training neural networks with bird's-eye view data results in close agreement with pigeons' performance. These results support transfer learning as a reasonable computational model of pigeon representation learning. This is further validated with six large-scale downstream classification tasks using H&E stained whole slide image datasets representing diverse cancer types.

近十年来,鸽子在学习对未见过的组织病理学图像进行分类方面出人意料的能力一直是一个无法解释的发现。难道是它们在飞行过程中鸟瞰地球表面所获得的知识促成了这种能力?我们采用了一种基于模拟的验证策略,用机器学习类比法重新演绎了这一生物现象。我们通过在大规模航空图像数据集 BirdsEyeViewNet(BEVNet)上对深度神经网络进行自我监督预训练,来模拟鸽子在飞行过程中的视觉体验。与莱文森等人的研究中进行的差别食物强化类似,我们将这一预训练模型的迁移学习应用于相同的苏木精和伊红 H&E 组织病理学和放射学图像以及鸽子接受训练和测试的任务。研究表明,用鸟瞰数据预训练神经网络的结果与鸽子的表现非常接近。这些结果支持将迁移学习作为鸽子表征学习的合理计算模型。使用代表不同癌症类型的 H&E 染色全切片图像(WSI)数据集进行的六项大规模下游分类任务进一步验证了这一点。
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引用次数: 0
Insect tracheal systems as inspiration for carbon dioxide capture systems. 昆虫气管系统为二氧化碳捕获系统提供灵感。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-08-07 DOI: 10.1088/1748-3190/ad665c
Mitchell H Neal, Jon Harrison, Brent B Skabelund, Ryan J Milcarek

Membrane technology advancements within the past twenty years have provided a new perspective on environmentalism as engineers design membranes to separate greenhouse gases from the environment. Several scientific journals have published articles of experimental evidence quantifying carbon dioxide (CO2), a common greenhouse gas, separation using membrane technology and ranking them against one another. On the other hand, natural systems such as the respiratory system of mammals also accomplish transmembrane transport of CO2. However, to our knowledge, a comparison of these natural organic systems with engineered membranes has not yet been accomplished. The tracheal respiratory systems of insects transport CO2at the highest rates in the animal kingdom. Therefore, this work compares engineered membranes to the tracheal systems of insects by quantitatively comparing greenhouse gas conductance rates. We demonstrate that on a per unit volume basis, locusts can transport CO2approximately ∼100 times more effectively than the best current engineered systems. Given the same temperature conditions, insect tracheal systems transport CO2three orders of magnitude faster on average. Miniaturization of CO2capture systems based on insect tracheal system design has great potential for reducing cost and improving the capacities of industrial CO2capture.

过去二十年来,膜技术的进步为环保提供了一个新的视角,工程师们设计出了从环境中分离温室气体的膜。一些科学杂志发表了文章,对利用膜技术分离常见温室气体二氧化碳(CO2)进行了量化实验证明,并对它们进行了排名。另一方面,哺乳动物的呼吸系统等自然系统也能实现二氧化碳的跨膜传输。然而,据我们所知,这些天然有机系统与工程膜的比较尚未完成。在动物界,昆虫气管呼吸系统的二氧化碳转运率最高。因此,这项工作通过定量比较温室气体传导率,将工程膜与昆虫的气管系统进行比较。我们证明,按单位体积计算,蝗虫输送二氧化碳的效率大约是目前最好的工程系统的 100 倍。在相同温度条件下,昆虫气管系统输送二氧化碳的速度平均快三个数量级。基于昆虫气管系统设计的二氧化碳捕集系统微型化在降低成本和提高工业二氧化碳捕集能力方面具有巨大潜力。
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引用次数: 0
Learning obstacle avoidance and predation in complex reef environments with deep reinforcement learning. 利用深度强化学习在复杂的珊瑚礁环境中学习避障和捕食。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-08-07 DOI: 10.1088/1748-3190/ad6544
Ji Hou, Changling He, Tao Li, Chunze Zhang, Qin Zhou

The reef ecosystem plays a vital role as a habitat for fish species with limited swimming capabilities, serving not only as a sanctuary and food source but also influencing their behavioral tendencies. Understanding the intricate mechanism through which fish adeptly navigate the moving targets within reef environments within complex water flow, all while evading obstacles and maintaining stable postures, has remained a challenging and prominent subject in the realms of fish behavior, ecology, and biomimetics alike. An integrated simulation framework is used to investigate fish predation problems within intricate environments, combining deep reinforcement learning algorithms (DRL) with high-precision fluid-structure interaction numerical methods-immersed boundary lattice Boltzmann method (lB-LBM). The Soft Actor-Critic (SAC) algorithm is used to improve the intelligent fish's capacity for random exploration, tackling the multi-objective sparse reward challenge inherent in real-world scenarios. Additionally, a reward shaping method tailored to its action purposes has been developed, capable of capturing outcomes and trend characteristics effectively. The convergence and robustness advantages of the method elucidated in this paper are showcased through two case studies: one addressing fish capturing randomly moving targets in hydrostatic flow field, and the other focusing on fish counter-current foraging in reef environments to capture drifting food. A comprehensive analysis was conducted of the influence and significance of various reward types on the decision-making processes of intelligent fish within intricate environments.

珊瑚礁生态系统作为游泳能力有限的鱼类的栖息地发挥着至关重要的作用,它不仅是鱼类的避难所和食物来源,还影响着鱼类的行为倾向。在复杂的水流中,鱼类通过复杂的机制在珊瑚礁环境中巧妙地导航移动目标,同时躲避障碍物并保持稳定的姿态,这在鱼类行为学、生态学和生物仿生学领域一直是一个具有挑战性的重要课题。该研究采用了一个综合模拟框架,将深度强化学习算法(DRL)与高精度流固耦合数值方法--浸没边界晶格玻尔兹曼法(lB-LBM)相结合,研究复杂环境中的鱼类捕食问题。软行为批判(SAC)算法用于提高智能鱼的随机探索能力,以应对现实世界场景中固有的多目标稀疏奖励挑战。此外,还开发了一种针对其行动目的的奖励塑造方法,能够有效捕捉结果和趋势特征。本文通过两个案例研究展示了该方法的收敛性和鲁棒性优势:一个案例研究了鱼类在静态流场中捕捉随机移动目标的情况,另一个案例研究了鱼类在珊瑚礁环境中逆流觅食捕捉漂流食物的情况。本文全面分析了各种奖励类型对复杂环境中智能鱼类决策过程的影响和意义。
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引用次数: 0
The effect of shortfin mako shark skin at the reattachment of a separated turbulent boundary layer. 短吻鲭鲨皮肤对分离的湍流边界层重新连接的影响。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-08-06 DOI: 10.1088/1748-3190/ad679c
Leonardo M Santos, Amy Lang, Redha Wahidi, Andrew Bonacci, Sashank Gautam, Jacob Parsons

This smooth flat experimental study investigates the capability of mako shark scales to control flow separation when placed downstream of the onset of turbulent boundary layer separation and within the reattachment region. The objective of the study is to validate the hypothesis that the shark scales' bristling and recoiling would prevent the flow separation on the flank region (the fastest flow region) of the shark. A rotating cylinder was used to induce an adverse pressure gradient over a flat plate to produce a region of separated flow where the shark skin specimen was mounted. Two types of mako shark scales (flank (B2) and between flank and dorsal fin (B1)) were positioned in the preferred flow direction on a flat plate. The B2 scales are slender, 200μm tall, and can bristle up to 50°. In contrast, B1 scales are wider, shorter, and can bristle at 30°. The bristling angle and shape are the main mechanisms by which the scales act to inhibit flow from moving upstream near the wall. Thus, the difference in the bristling angles and structures of the scales is attributed to the fact that the B2 scales function in a thicker boundary layer (behind the shark's gills) where they must bristle sufficiently high into the boundary layer to control the flow separation, and because the adverse pressure gradient in this region is higher where flow separation is more likely. The scales are placed in the reattachment region to elucidate their ability to control and reattach an already separated turbulent flow. The results show that B2 scales placed in the reattachment region reduce the size of the turbulent separation bubble and decrease the turbulent kinetic energy, while B1 scales have the opposite effect.

这项光滑平整的实验研究调查了鲭鲨鳞片在湍流边界层分离开始的下游和重新附着区域内控制流动分离的能力。这项研究的目的是验证鲨鱼鳞片的刚毛和反卷可以防止鲨鱼侧翼区域(流速最快的区域)的气流分离的假设。使用旋转圆筒在平板上产生不利的压力梯度,从而在安装鲨鱼皮试样的地方产生分离的流动区域。两种鲭鲨鳞片(侧翼(B2)和侧翼与背鳍之间(B1))被放置在平板的首选流动方向上。B2 鳞片纤细,高 200 μm,鬃毛可达 50°。相比之下,B1 鳞片更宽、更短,鬃毛角度为 30°。鳞片的鬃毛角度和形状是其抑制水流向上游靠近鳞片壁的主要机制。因此,鳞片的鬃毛角度和结构的不同是由于 B2 鳞片在较厚的边界层(鲨鱼鳃的后面)发挥作用,它们必须在边界层足够高的位置鬃毛以控制水流分离,而且该区域的不利压力梯度较高,水流分离的可能性较大。将鳞片置于重新附着区域是为了阐明它们控制和重新附着已经分离的湍流的能力。结果表明,将 B2 鳞片放置在重新附着区域可减小湍流分离气泡的大小并降低湍流动能,而 B1 鳞片则具有相反的效果。
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引用次数: 0
Visually guided swarm motion coordination via insect-inspired small target motion reactions. 通过昆虫启发的小目标运动反应实现视觉引导的蜂群运动协调。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-08-06 DOI: 10.1088/1748-3190/ad6726
Md Arif Billah, Imraan A Faruque

Despite progress developing experimentally-consistent models of insect in-flight sensing and feedback for individual agents, a lack of systematic understanding of the multi-agent and group performance of the resulting bio-inspired sensing and feedback approaches remains a barrier to robotic swarm implementations. This study introduces the small-target motion reactive (STMR) swarming approach by designing a concise engineering model of the small target motion detector (STMD) neurons found in insect lobula complexes. The STMD neuron model identifies the bearing angle at which peak optic flow magnitude occurs, and this angle is used to design an output feedback switched control system. A theoretical stability analysis provides bi-agent stability and state boundedness in group contexts. The approach is simulated and implemented on ground vehicles for validation and behavioral studies. The results indicate despite having the lowest connectivity of contemporary approaches (each agent instantaneously regards only a single neighbor), STMR achieves collective group motion. STMR group level metric analysis also highlights continuously varying polarization and decreasing heading variance.

尽管在为单个昆虫开发与实验一致的飞行中传感和反馈模型方面取得了进展,但对由此产生的生物启发传感和反馈方法的多昆虫和群体性能缺乏系统的了解,仍然是实现机器人蜂群的一个障碍。本研究通过设计昆虫小叶复合体中的小目标运动检测器(STMD)神经元的简明工程模型,介绍了小目标运动反应(STMR)蜂群方法。STMD 神经元模型确定了出现峰值光流幅度的方位角,并利用该角度设计了一个输出反馈开关控制系统。理论稳定性分析提供了双代理稳定性和群组情况下的状态约束性。该方法在地面车辆上进行了模拟和实施,以进行验证和行为研究。结果表明,尽管该方法的连通性在同类方法中最低(每个代理仅能瞬时看到单个邻居),但仍能实现群体集体运动。STMR 群体级度量分析还凸显了持续变化的极化和不断减小的航向方差。
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引用次数: 0
Design of a bipedal robot for water running based on a six-linkage mechanism inspired by basilisk lizards. 基于受玄武蜥启发的六连杆机构,设计用于水中奔跑的双足机器人。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-08-05 DOI: 10.1088/1748-3190/ad63ea
Jingfu Zhao, Jiaxu Han, Wenjie Ju, Wenjie Zhang, Zhenmin Hou, Chenya Bian, Rongjie Kang, Jiansheng Dai, Zhibin Song

Legged robots have received widespread attention in academia and engineering owing to their excellent terrain adaptability. However, most legged robots can only adapt to high-hardness environments instead of flexible environments. Expanding the motion range of legged robots to water is a promising but challenging work. Inspired by basilisk lizards which can run on water surfaces by feet, this paper proposes a bipedal robot for water running by hydrodynamics instead of buoyancy. According to the motion parameters of the basilisk lizard during water running, a single-degree of freedom bipedal mechanism is proposed to reproduce the motion trajectory of the feet of the basilisk lizard. Scale optimization is conducted by a particle swarm optimization algorithm to determine the geometrical parameters of the mechanism. The effects of motion frequency and foot area on mechanism performance are studied and the optimal solutions are determined by the maximum single-cycle lift impulse through numerical calculations. A bipedal water running robot prototype was fabricated, and the experimental results show that the prototype can generate enough support for the robot running on the water by providing a maximum lift of 2.4 times its weight (160 g) and reaching a horizontal forward speed range of 0.3-0.8 m s-1, compared with the basilisk lizard weighs 2-200 g, generates a lift impulse that is 111%-225% of its body weight, and moves at a speed of 1.3 ± 0.1 m s-1.

由于具有出色的地形适应能力,腿式机器人受到学术界和工程界的广泛关注。然而,大多数有腿机器人只能适应高硬度环境,而不能适应柔性环境。将腿式机器人的运动范围扩大到水中是一项前景广阔但极具挑战性的工作。巴斯里斯克蜥蜴可以用脚在水面上奔跑,受此启发,本文提出了一种利用流体力学而非浮力在水中奔跑的双足机器人。根据巴斯里斯克蜥蜴在水中奔跑时的运动参数,提出了一种单DoF双足机构,以再现巴斯里斯克蜥蜴脚的运动轨迹。通过粒子群优化算法进行尺度优化,以确定机构的几何参数。研究了运动频率和脚部面积对机构性能的影响,并确定了最优解。制作了双足水上奔跑机器人原型,实验结果表明,该原型能为机器人在水上奔跑提供足够的支撑,最大升力为其重量的 2.4 倍,水平前进速度范围为 0.3-0.8 m/s。
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引用次数: 0
Investigation of the tradeoffs between tracking performance and energetics in heterogeneous variable recruitment fluidic artificial muscle bundles. 研究异质可变募集流体人工肌肉束在追踪性能和能量之间的权衡。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-07-29 DOI: 10.1088/1748-3190/ad649d
Nicholas Mazzoleni, Matthew Bryant

In traditional hydraulic robotics, actuators must be sized for the highest possible load, resulting in significant energy losses when operating in lower force regimes. Variable recruitment fluidic artificial muscle (FAM) bundles offer a novel bio-inspired solution to this problem. Divided into individual MUs, each with its own control valve, a variable recruitment FAM bundle uses a switching control scheme to selectively bring MUs online according to load demand. To date, every dynamic variable recruitment study in the literature has considered homogeneous bundles containing MUs of equal size. However, natural mammalian muscle MUs are heterogeneous and primarily operate based on Henneman's size principle, which states that MUs are recruited from smallest to largest for a given task. Is it better for a FAM variable recruitment bundle to operate according to this principle, or are there other recruitment orders that result in better performance? What are the appropriate criteria for switching between recruitment states for these different recruitment orders? This paper seeks to answer these questions by performing two case studies exploring different bundle MU size distributions, analyzing the tradeoffs between tracking performance and energetics, and determining how these tradeoffs are affected by different MU recruitment order and recruitment state transition thresholds. The only difference between the two test cases is the overall force capacity (i.e. total size) of the bundle. For each test case, a Pareto frontier for different MU size distributions, recruitment orders, and recruitment state transition thresholds is constructed. The results show that there is a complex relationship between overall bundle size, MU size distributions, recruitment orders, and recruitment state transition thresholds corresponding to the best tradeoffs change along the Pareto frontier. Overall, these two case studies validate the use of Henneman's Size Principle as a variable recruitment strategy, but also demonstrate that it should not be the only variable recruitment method considered. They also motivate the need for a more complex variable recruitment scheme that dynamically changes the recruitment state transition threshold and recruitment order based on loading conditions and known system states, along with a co-design problem that optimizes total bundle size and MU size distribution.

在传统的液压机器人技术中,执行器的大小必须满足尽可能高的负载要求,这就导致在低力状态下工作时能量损失巨大。可变募集流体人工肌肉(FAM)束为这一问题提供了一种新颖的生物启发式解决方案。可变募集流体人工肌肉束分为单个人工肌肉单元,每个单元都有自己的控制阀,它采用开关控制方案,根据负载需求选择性地将人工肌肉单元联机。迄今为止,文献中的所有动态可变招募研究都考虑了包含相同大小 MU 的同质束。然而,自然哺乳动物的肌肉单元是异质的,主要根据海尼曼的大小原则运行,即从最小到最大招募肌肉单元。FAM 可变招募束是根据这一原则运行更好,还是有其他招募顺序能带来更好的性能?对于这些不同的招募顺序,在招募状态之间切换的适当标准是什么?本章试图通过两个案例研究来回答这些问题,这两个案例研究探索了不同的束 MU 大小分布,分析了跟踪性能和能量学之间的权衡,并确定了不同的 MU 招募顺序和招募状态转换阈值对这些权衡的影响。两个测试案例之间的唯一区别在于束的总体受力能力(即总大小)。针对每种测试案例,我们都构建了不同 MU 大小分布、招募顺序和招募状态转换阈值的帕累托前沿。结果表明,总体捆绑规模、MU 规模分布、招募顺序和招募状态转换阈值之间存在复杂的关系,对应于帕累托前沿的最佳折衷变化。总之,这两个案例研究验证了亨尼曼大小原则作为可变招募策略的有效性,但也表明它不应该是唯一可以考虑的方法。
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