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Pre-cracked sutures fractured by amplified forces: mechanism of efficient eclosion in arboreal butterflies. 预裂缝合线被放大的力断裂:树栖蝴蝶有效羽化的机制。
IF 3 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2026-03-06 DOI: 10.1088/1748-3190/ae49cc
Bentao Wu, Xinyu Liu, Ti Zeng, Junkai Lian, Xiaolei Jiao, Jianing Wu

Natural strategies for structural transition during metamorphosis display remarkable efficiency and mechanical sophistication. In butterflies, the transition from pupa to adult involves not only dramatic morphological transformation but also a finely tuned mechanical breakthrough. In this combined experimental and theoretical investigation, we report a pre-cracked fracture mechanism in the butterflyIdea leuconoe, where the adult butterfly exits through a structural weak link-referred to as a suture-embedded within the pupal shell. This suture functions as a precracked line, enabling a rapid and well controlled rupture during eclosion. First, we observed that the butterfly's legs, strategically oriented inside the pupal cavity, engage with the inner wall of the pupal shell to form a natural force amplification system. Acting in a lever-like configuration, small muscular forces are converted into substantial opening torques, allowing a rapid emergence. Second, we validated that the inversed-V-shaped pupal sutures facilitates concentration of stress along the suture direction, thereby promoting crack initiation and propagation. Combining time-lapse video recordings, anatomical observations, and mechanical modeling, we revealed that this system achieves both mechanical efficiency and controllability during eclosion. Beyond shedding light on a biomechanical secret of insect development, these insights may inspire robotic systems with embedded fracture-guiding protective shells.

在变态过程中结构转变的自然策略显示出显著的效率和机械复杂性。在蝴蝶中,从蛹到成虫的转变不仅包括巨大的形态变化,还包括精细调节的机械突破。在这项结合实验和理论的研究中,我们报告了一种预裂的断裂机制,在这种机制中,成年蝴蝶通过嵌入在蛹壳中的一个结构薄弱环节(称为缝合线)离开。这种缝合线可以起到预裂线的作用,在闭合过程中实现快速、可控的破裂。首先,我们观察到蝴蝶的腿策略性地朝向蛹腔内,与蛹壳内壁接触,形成一个自然的力放大系统。在类似杠杆的结构中,小的肌肉力被转换成巨大的打开扭矩,允许快速出现。其次,我们验证了倒v型的蛹缝线有利于应力沿缝线方向集中,从而促进裂纹的起裂和扩展。结合延时视频记录、解剖观察和力学建模,我们发现该系统在闭合过程中既具有机械效率又具有可控性。除了揭示昆虫发育的生物力学秘密之外,这些见解可能会启发具有嵌入式断裂导向保护壳的机器人系统。
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引用次数: 0
Design, modeling, and experimental study of variable stiffness pneumatic bio-inspired soft actuators. 可变刚度气动仿生软执行器的设计、建模和实验研究。
IF 3 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2026-03-06 DOI: 10.1088/1748-3190/ae492f
Wenchuan Zhao, Shijie Wu, Kunlin Zhang, Fengshuo Yu

Inspired by the actuation mechanism of octopus tentacles, this study proposes a pneumatic bio-inspired soft actuator with variable stiffness to improve load-bearing capability and manipulation performance while enabling flexible stiffness control. The designed actuator exhibits multi-modal deformation capabilities, such as elongation, bending, and circumferential deflection. To establish a theoretical framework for structural optimization, numerical simulations were carried out to investigate the influence of chamber geometry, wall thickness, and length on the actuator's behavior. A deformation analysis model was developed utilizing the Yeoh hyperelastic constitutive model and the moment equilibrium principle to characterize the correlation between input pressure and the resulting bending angle and elongation. Furthermore, a variable stiffness model was formulated using the pseudo-rigid-body model approach rooted in energy equivalence. By synthesizing material properties with discrete kinematic mechanisms, the mapping between system stiffness and actuation pressure was identified. Finally, prototypes were manufactured via rapid prototyping, and a custom experimental platform was built for validation. Experimental data confirmed the validity of both the static and variable-stiffness models. The proposed method achieved a 40% increase in stiffness and a 23.59% enhancement in horizontal contact force, thereby validating the practicality and efficacy of the pneumatic soft actuator. The strategies and findings detailed herein offer significant insights for the development of pneumatic and hydraulic soft robotics.

受章鱼触手驱动机构的启发,本研究提出了一种可变刚度气动仿生软执行器,在实现柔性刚度控制的同时,提高了机器人的承载能力和操作性能。所设计的致动器具有多模态变形能力,如伸长、弯曲和周向挠度。为了建立结构优化的理论框架,进行了数值模拟,研究了腔室几何形状、壁厚和长度对执行器性能的影响。利用杨氏超弹性本构模型和力矩平衡原理建立了变形分析模型,表征了输入压力与弯曲角和伸长率之间的关系。在此基础上,采用基于能量等效的拟刚体模型方法建立了变刚度模型。通过将材料性能与离散运动机构相结合,确定了系统刚度与驱动压力之间的映射关系。最后,通过快速成型制造了原型,并建立了定制实验平台进行验证。实验数据证实了静态模型和变刚度模型的有效性。该方法使气动软执行器的刚度提高40%,水平接触力提高23.59%,从而验证了气动软执行器的实用性和有效性。本文详细介绍的策略和发现为气动和液压软机器人的发展提供了重要的见解。
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引用次数: 0
How Fish Body Stiffness Distribution Affects Swimming Performance:A Theoretical Perspective. 鱼体刚度分布如何影响游泳表现:一个理论视角。
IF 3 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2026-03-04 DOI: 10.1088/1748-3190/ae4d94
Xiaobo Zhang, Zhongcai Pei, Zhiyong Tang

Stiffness exerts a significant influence on swimming locomotion of fish. Biological experiments have demonstrated that the stiffness of different body segments in fish is inherently heterogeneous. Although the stiffness variation patterns from head to tail exhibit certain interspecific differences among various fish species, they generally follow a decreasing trend from anterior to posterior. In this study, based on the resistive drag model, we discretized the original model and incorporated improvements such as the distribution function of active bending moments. The analytical model developed herein integrates the stiffness distribution of the fish body into the analysis of its locomotion. Through this model, several typical stiffness distribution patterns were investigated, with a particular focus on sub-topics such as various decreasing distributions and the effects of different segment quantities. The results indicate that a rapidly decreasing stiffness distribution with a low ratio of minimum-to-maximum stiffness yields the optimal swimming performance. This work serves not as a substitute for but rather a supplement to pertinent biological experiments. Simultaneously, it constitutes a foundational study for variable-stiffness distribution robotic fish, informing and guiding future design endeavors.

刚度对鱼类的游动运动有显著影响。生物学实验表明,鱼类不同身体部位的刚度具有内在的异质性。虽然不同鱼种从头到尾的刚度变化模式存在一定的种间差异,但总体上呈由前向后递减的趋势。在阻力阻力模型的基础上,对原模型进行离散化,并加入主动弯矩分布函数等改进。本文所建立的分析模型将鱼体的刚度分布纳入其运动分析中。通过该模型,研究了几种典型的刚度分布模式,并特别关注了各种递减分布和不同节段数量的影响等子主题。结果表明,快速减小的刚度分布和较低的最小与最大刚度比可获得最佳的游泳性能。这项工作不是代替有关的生物学实验,而是补充。同时,为变刚度分布机器鱼的研究奠定了基础,为今后的设计工作提供了依据和指导。
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引用次数: 0
A biologically inspired neural network for optic flow-based reactive navigation with dual depth encoding. 基于双深度编码光流反应导航的生物启发神经网络。
IF 3 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2026-03-03 DOI: 10.1088/1748-3190/ae4866
Zipei Li, Lining Yin, Lanyun Cui, Ying Yu, Qingyun Wang

Animals and humans rely on optic flow to navigate cluttered and unknown environments. While most previous studies have focused on how organisms achieve self-motion perception through optic flow information, biological neural networks for navigation based on optic flow remain unexplored. Here, we propose a biologically plausible neural network model for optic flow-based reactive navigation. The model incorporates a primary visual cortex, which is responsible for generating a cortical representation of the optic flow field; a higher-order cortex, which calculates the focus of expansion (FOE) of the optic flow field; and a cerebellum, which generates motor commands. A feedback inhibitory pathway from V1 layer VI to layer IV is introduced, enhancing heading sensitivity and enabling rapid adaptation in dynamic environments. To achieve precise obstacle localization, we propose a dual encoding strategy that combines optic flow with depth maps derived from the optic flow field, FOE, and control acceleration. This strategy mitigates distortions in depth estimation near the expansion center and ensures more reliable obstacle representation. The cerebellum outputs motor commands for heading direction and speed control based on the output of the visual cortex. Simulations and real-world experiments with an intelligent vehicle confirm that the proposed model enables collision-free navigation across diverse scenarios and outperforms classical optic flow balance strategies in complex environments. These findings demonstrate that biologically inspired neural networks provide a feasible solution for visual reactive navigation in autonomous agents.

动物和人类依靠光流来导航混乱和未知的环境。虽然大多数先前的研究都集中在生物体如何通过光流信息实现自我运动感知,但基于光流的导航生物神经网络仍未被探索。在这里,我们提出了一个生物学上合理的神经网络模型,用于基于光流的反应导航。该模型包含一个初级视觉皮层,它负责产生光流场的皮层表示;高阶皮层,计算光流场的扩展焦点(FOE);小脑负责产生运动指令。引入了从V1层到VI层的反馈抑制通路,提高了航向灵敏度,使其能够快速适应动态环境。为了实现精确的障碍物定位,我们提出了一种双编码策略,将光流与由光流场、FOE和控制加速度导出的深度图相结合。该策略减轻了扩展中心附近深度估计的失真,并确保更可靠的障碍物表示。小脑根据视觉皮层的输出输出运动指令,控制方向和速度。智能车辆的仿真和真实世界实验证实,所提出的模型能够在不同场景下实现无碰撞导航,并且在复杂环境中优于经典的光流平衡策略。这些发现表明,生物启发的神经网络为自主代理的视觉反应导航提供了可行的解决方案。
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引用次数: 0
Fire Ant Rafts Offer Principles and Rules for Synthetic Programmable Morphing Matter. 火蚁筏为合成可编程变形物质提供了原理和规则。
IF 3 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2026-03-03 DOI: 10.1088/1748-3190/ae4ce3
Franck Vernerey, Brian Cox

We examine fire-ant rafts as a model system of biological active matter composed of cohesive agents that interact through simple local rules to produce emergent collective dynamics. A hallmark of these rafts is treadmilling, a process enabled by the continuous cycling of ants through a multi-phase system, comprising in a minimal representation a solid-like network phase and a dilute motile phase that can migrate outside the network. Treadmilling requires the breaking of detailed balance in the fluxes between the phases, a signature of out-of-equilibrium systems. By combining experimental data with discrete agent-based simulations and a new continuum model, we show that simple rules governing the actions of single ants, based only on the positions, velocities and local forces an ant perceives and defining its next actions within a phase and triggering conditions for transition between phases, suffice to replicate the complex behavior of treadmilling and shape morphing of the raft as emergent phenomena. We also show that two principles hold empirically in the network phase: homeostasis of area density, a constraint that couples ant activity level to shape morphing in a very simple way; and the invariance of the network topology over relevant timescales, which supports global geometrical stability in the face of chaotic ant motions. Refined by evolution over very long times, the principles and rules governing fire ant rafts suggest design possibilities for achieving stable shape morphing in decentralized systems of synthetic programmable matter.

我们研究火蚁筏作为一个模型系统的生物活性物质组成的内聚剂,通过简单的局部规则相互作用,产生紧急的集体动力。这些木筏的一个特点是跑步,这是一个由蚂蚁在多相系统中连续循环的过程,包括一个最小的固体状网络阶段和一个可以迁移到网络外的稀释运动阶段。“跑步”需要打破各阶段之间通量的详细平衡,这是不平衡系统的标志。通过将实验数据与基于离散智能体的模拟和一个新的连续体模型相结合,我们发现控制单个蚂蚁行为的简单规则,仅基于蚂蚁感知的位置、速度和局部力,并定义其在一个阶段内的下一个动作,并触发阶段之间过渡的条件,足以复制复杂的行为,如跑步和筏形变形作为紧急现象。我们还表明,在网络阶段有两个经验原则:面积密度的动态平衡,这是一种以非常简单的方式将蚂蚁活动水平与形状变形耦合在一起的约束;并且网络拓扑在相关时间尺度上的不变性,支持了面对混沌蚂蚁运动时的全局几何稳定性。经过长时间的进化,控制火蚁筏的原则和规则表明,在合成可编程物质的分散系统中实现稳定形状变形的设计可能性。
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引用次数: 0
From nature to robots: a comprehensive survey on lizard-inspired robotics for ground and space exploration. 从自然到机器人:蜥蜴启发的地面和空间探索机器人的综合调查。
IF 3 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2026-02-27 DOI: 10.1088/1748-3190/ae2b18
Gargi Das, Alhim Vera, Daegyun Choi, Anirudh Chhabra, Donghoon Kim, Bruce Jayne

Lizards are among the most biomechanically versatile animals, exhibiting a broad range of physical and behavioral adaptations, such as adhesion, agile locomotion, vertical climbing, righting reflexes, and various tail-assisted aerial maneuvers. These features have inspired a growing body of biomimetic technologies spanning robotics, medical devices, and control algorithms. This survey provides a comprehensive overview of lizard-inspired design principles and their applications in engineering systems. Starting from biological foundations, we review key physical and behavioral traits and map them to their engineered analogs, including soft adhesion mechanisms, metaheuristic control algorithms, and multi-modal locomotion systems. Special attention is given to lizard righting strategies in the development of self-righting robotic platforms. The survey also extends to the extraterrestrial relevance of lizard-inspired systems, highlighting studies of lizard behavior under altered gravity conditions. Applications in space robotics are explored through gecko-inspired adhesive grippers, locomotion analogies for planetary rovers, and dynamic parallels between lizard biomechanics and free-floating space manipulators. Despite the growing body of work, a comprehensive synthesis uniting terrestrial and extraterrestrial biomimetic insights has been lacking. This review aims to bridge that gap by mapping the trajectory of lizard-inspired biomechanics from biological foundations to robotic implementations, highlighting key achievements, interdisciplinary linkages, and frontiers for future exploration.

蜥蜴是生物力学上最多才多艺的动物之一,表现出广泛的身体和行为适应能力,如粘附力、敏捷运动、垂直攀爬、翻正反射和各种尾巴辅助的空中机动。这些特点激发了越来越多的仿生技术,包括机器人、医疗设备和控制算法。本调查提供了蜥蜴启发的设计原则及其在工程系统中的应用的全面概述。从生物学基础出发,我们回顾了关键的物理和行为特征,并将它们映射到它们的工程类似物,包括软粘附机制、元启发式控制算法和多模态运动系统。在自矫直机器人平台的开发中,特别关注蜥蜴的矫直策略。这项调查还扩展到蜥蜴启发系统的外星相关性,重点研究了蜥蜴在改变重力条件下的行为。空间机器人的应用是通过壁虎启发的粘合剂抓手,行星漫游者的运动类比,以及蜥蜴生物力学和自由漂浮空间操纵器之间的动态相似来探索的。尽管越来越多的工作,一个全面的综合统一陆地和外星仿生的见解一直缺乏。这篇综述旨在通过绘制受蜥蜴启发的生物力学从生物学基础到机器人实现的轨迹来弥合这一差距,突出了关键成就、跨学科联系和未来探索的前沿。
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引用次数: 0
A semi-active knee prosthesis based on a flexible soft bladder and an irregular four-bar linkage mechanism. 一种基于柔性软膀胱和不规则四杆联动机构的半活动膝关节假体。
IF 3 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2026-02-27 DOI: 10.1088/1748-3190/ae4865
Xiaosen Lv, Xianwen Wang, Haoteng Wang, Jianbin Liu

This paper presents a polycentric pneumatic semi-active knee (SAK) based on a flexible soft bladder and an irregular four-bar linkage mechanism. The SAK innovatively employs the flexible soft bladder to drive the irregular four-bar linkage mechanism, providing active torque for knee extension. Additionally, an elastic recovery device is designed to provide return torque for knee flexion. In active mode, an air pump inflates the bladder to drive the four-bar linkage mechanism for active extension, while the elastic recovery device stores elastic potential energy. In passive mode, the stored elastic potential energy is released to provide recovery torque for the passive flexion. Furthermore, this paper analyzes the driving characteristics of the knee actuator using the principle of virtual work, and designs a lower limb test platform to measure its active and recovery torque with a more accurate torque measurement method that can eliminate the influence of the knee actuator's weight on the measurement results. Experimental results demonstrate that, the measured output torque closely aligns with the calculated values within a certain angular range, and the recovery torque provided by the elastic recovery device configured with a single elastic band also achieved the expected performance, with the maximum recovery torque reaching 0.56 Nm. The SAK proposed in this paper not only features an instantaneous center of rotation trajectory that aligns with the human knee joint, leading to better coordination between the knee prosthesis and the human body, but also offers advantages such as low cost, compact structure, and monotonic control.

提出了一种基于柔性软囊和不规则四杆机构的多中心气动半主动膝关节。SAK创新性地采用柔性软气囊驱动不规则四杆联动机构,为膝关节伸展提供主动扭矩。此外,设计了弹性恢复装置以提供膝关节屈曲的返回扭矩。在主动模式下,气泵向气囊充气,驱动四杆联动机构主动延伸,弹性恢复装置储存弹性势能。被动屈曲时,释放储存的弹性势能,为被动屈曲提供恢复力矩。在此基础上,利用虚功原理分析了膝关节作动器的驱动特性,设计了下肢测试平台,采用更精确的扭矩测量方法测量其主动扭矩和恢复扭矩,消除了膝关节作动器重量对测量结果的影响。实验结果表明,在一定角度范围内,实测输出转矩与计算值基本一致,单弹性带配置的弹性恢复装置提供的恢复转矩也达到了预期性能,最大恢复转矩达到0.56 Nm。本文提出的SAK不仅具有与人体膝关节对齐的瞬时旋转中心(ICR)轨迹,使膝关节假体与人体更好地协调,而且具有成本低、结构紧凑、控制单调等优点。
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引用次数: 0
Soft robotics: what's next in bioinspired design and applications of soft robots? 软机器人:仿生设计和软机器人应用的下一步是什么?
IF 3 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2026-02-27 DOI: 10.1088/1748-3190/ae066d
Cecilia Laschi, Li Wen, Fumiya Iida, Arsen Abdulali, Helmut Hauser, Yifan Wang, Ke Liu, Leonardo Ricotti, Matteo Cianchetti, Kaspar Althoefer, Pham Huy Nguyen, Mirko Kovač, Marcello Calisti

The field of soft robotics has shown unprecedented growth in research efforts, scientific achievements, and technological advancements. Bioinspiration and biomimetics have played an instrumental role in the birth and growth of soft robotics. What is next for this field? To promote soft robotics research to the next level and have a broader impact in robotics and engineering fields, in this roadmap, we argue that two research directions should be strengthened (i) more structured, formal methods and tools for designing and developing soft robots and bioinspired robots (ii) more concrete applications of bioinspired soft robots in diverse sectors of human activities. This article provides a roadmap for the design of bioinspired soft robots, the integration of soft robot systems, and their applications in industry and services. Scientists and experts describe the state-of-the art and the perspectives of bioinspired, model-informed design of soft robots, outlining the challenges in developing complex soft robotic systems, and applications of soft robots in diverse fields.

软机器人领域在研究努力、科学成就和技术进步方面表现出前所未有的增长。生物灵感和仿生学在软机器人的诞生和发展中发挥了重要作用。这个领域的下一步是什么?为了将软机器人研究提升到一个新的水平,并在机器人和工程领域产生更广泛的影响,在本路线图中,我们认为应该加强两个研究方向:1)设计和开发软机器人和仿生机器人的更结构化、形式化的方法和工具;2)仿生软机器人在人类活动的各个领域的更具体应用。本文为仿生软机器人的设计、软机器人系统的集成及其在工业和服务业中的应用提供了一个路线图。科学家和专家描述了软体机器人的最新技术和生物启发,模型通知设计的观点,概述了开发复杂软体机器人系统的挑战,以及软体机器人在不同领域的应用。
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引用次数: 0
Mechanisms of the Impact of Cross-Sectional Variations in the Primary Flight Feather Shaft on Mechanical Properties. 主飞羽轴截面变化对力学性能影响的机理
IF 3 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2026-02-26 DOI: 10.1088/1748-3190/ae4af2
Huan Wang, Ming Ju, Yuliang Huang, Zhaohui Mu, Yulong Liang, Mingjin Xin, Liyan Wu

Primary flight feather shafts, a critical structural component of avian flight, exhibit excellent mechanical properties. The cross-sectional and medullary foam internal cavity structures of the feather shaft exhibit a gradual variation along the shaft; however, the mechanism by which this gradual variation influences the mechanical properties of the shaft remains unclear. In this study, the structural characteristics of a primary flight feather shaft were analyzed. Subsequently, the effects of gradual variations in the cross-sectional shape and medullary foam internal cavity structure along the shaft on its buckling resistance, torsional stiffness, and bending behavior were investigated. The experimental results showed that, along the length of the primary flight feather shaft, its cross-sectional shape transitions progressively from circular to approximately pentagonal and finally to quadrilateral, while its medullary foam cavity structure gradually changes from a circular to an inverted triangular shape. Feather shafts with an approximately pentagonal cross-section and an elliptical medullary foam cavity structure exhibit excellent buckling resistance, torsional resistance, and bending stability. Finally, based on the structural characteristics of the feather shaft, bionic samples with different cross-sectional shapes and medullary foam cavity structures were fabricated using fused deposition modeling (FDM), and their bending properties were assessed through three-point bending tests. The experimental results demonstrated that the bioinspired prototype, featuring an approximately pentagonal cross-section and an elliptical medullary foam cavity structure exhibited optimal bending properties, achieving a maximum specific load-bearing capacity of 102.64±1.66 N/g. This study provides bio-inspired insights into the design of lightweight structures.

主飞羽轴是鸟类飞行的关键结构部件,具有优异的力学性能。羽轴的横截面和髓状泡沫内腔结构沿羽轴呈逐渐变化;然而,这种逐渐变化影响轴的机械性能的机制尚不清楚。本文对一种主飞羽轴的结构特性进行了分析。随后,研究了沿轴方向逐渐变化的截面形状和管状泡沫内腔结构对其抗屈曲性能、扭转刚度和弯曲性能的影响。实验结果表明,沿主飞羽轴长度方向,其截面形状由圆形逐渐过渡到近似五边形,最后过渡到四边形,其髓质泡沫腔结构由圆形逐渐转变为倒三角形。羽轴具有近似五边形横截面和椭圆形髓状泡沫腔结构,具有优异的抗屈曲、抗扭和弯曲稳定性。最后,根据羽毛轴的结构特点,采用熔融沉积建模(FDM)技术制备了不同截面形状和管状泡沫腔结构的仿生样品,并通过三点弯曲试验对其弯曲性能进行了评估。实验结果表明,具有近似五边形横截面和椭圆形髓质泡沫腔结构的仿生原型具有最佳的弯曲性能,最大比承载能力为102.64±1.66 N/g。这项研究为轻量化结构的设计提供了生物学启发的见解。
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引用次数: 0
DEEP DIVE INTO MODEL-FREE REINFORCEMENT LEARNING FOR UNDERWATER LOCOMOTION: THEORY AND PRACTICE. 深入研究水下运动的无模型强化学习:理论与实践。
IF 3 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2026-02-23 DOI: 10.1088/1748-3190/ae4930
Yusheng Jiao, Feng Ling, Sina Heydari, Nicolas Heess, Josh Merel, Eva Kanso

Aquatic animals and underwater robots operate in a complex physical world and must coordinate their bodies to achieve behavioral objectives such as navigation and predation. With recent developments in deep reinforcement learning (RL), it is now possible for scientists and engineers to synthesize sensorimotor strategies (policies) for specific tasks using physically simulated bodies and environments. However, beyond solving individual control problems, these methods offer an exciting framework for understanding the organization of an animal sensorimotor system in connection with its morphology and physical interaction with the environment, as well as for deriving general design rules for bioinspired underwater robots. Although algorithms and code implementing both learning agents and environments are increasingly available, the basic assumptions and modeling choices that go into the formulation of an embodied feedback control problem using deep reinforcement learning may not be immediately apparent. In this tutorial, we provide a self-contained introduction to model-free reinforcement learning for embodied agents in underwater environments, with a focus on actor-critic methods. We first present the mathematical formulation of RL, highlighting where physical modeling choices enter. We then discuss the practical aspects of implementing actor-critic algorithms. Drawing on recent examples of RL-controlled swimmers, we provide guidelines for choosing observations, actions, and rewards consistent with biological behavior, and we outline how RL can be used as a tool to explore hypotheses about the feedback control underlying animal and robotic behavior.

水生动物和水下机器人在复杂的物理世界中活动,必须协调它们的身体来实现导航和捕食等行为目标。随着深度强化学习(RL)的最新发展,科学家和工程师现在可以使用物理模拟的身体和环境来合成特定任务的感觉运动策略(策略)。然而,除了解决个体控制问题之外,这些方法还提供了一个令人兴奋的框架,用于理解动物感觉运动系统的组织及其形态和与环境的物理相互作用,以及推导生物启发水下机器人的一般设计规则。虽然实现学习代理和环境的算法和代码越来越多,但使用深度强化学习的嵌入反馈控制问题的基本假设和建模选择可能不会立即显现出来。在本教程中,我们对水下环境中具身代理的无模型强化学习提供了一个独立的介绍,重点是actor-critic方法。我们首先介绍RL的数学公式,强调物理建模选择的切入点。然后,我们讨论实现 ;actor- critical算法的实际方面。根据最近RL控制的游泳者的例子,我们提供了与生物行为一致的选择观察、行动和奖励的指导方针,并概述了RL如何被用作探索关于动物和机器人行为的反馈控制的假设的工具。
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引用次数: 0
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Bioinspiration & Biomimetics
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