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Dynamical modeling of torso stability in running via hip-knee three pairs of six springs. 基于髋-膝三对六弹簧的跑步躯干稳定性动力学建模。
IF 3 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-11-10 DOI: 10.1088/1748-3190/ae13c9
Hidaka Asai, Tomoyuki Noda, Jun Morimoto

Prior spring-mass locomotion models achieve stable gaits by prescribing a constant touchdown angle (TD angle) during the flight phase; however, they either exclude torso modeling or depend on online state feedback to stabilize the pitch angle of the torso. In contrast, evidence from biology and robotics suggests that coordinating monoarticular and biarticular hip-knee muscles supports whole-body stability with the simplified controller without online state feedback. However, this has only been verified through empirical and constructive approaches, rather than through dynamical modeling. To verify this hypothesis, we propose a new mathematical dynamical model, torso-hip-knee three pairs of six springs, a planar locomotion model that consists of a torso and coordinated springs imitating a three-pair six-muscle structure in the upper leg. The proposed dynamical model achieves stable running solely by giving a constant TD angle and a constant kicking angle relative to the torso, which control the dynamics during the flight and stance phases respectively. Numerical analysis utilizing Floquet multipliers demonstrates that self-stability emerges across stiffness parameters of coordinated springs. These results constitute the first mathematical evidence that muscle coordination, including biarticular muscles, can stabilize torso pitch during locomotion and provide guidelines for legged-robot design and rehabilitation assessment.

先前的弹簧质量运动模型通过在飞行阶段规定一个恒定的着陆角来实现稳定的步态;然而,它们要么排除躯干建模,要么依赖在线状态反馈来稳定躯干的俯仰角。相比之下,来自生物学和机器人技术的证据表明,单关节和双关节髋关节-膝关节肌肉的协调可以通过简化的控制器支持全身稳定性,而无需在线状态反馈。然而,这只能通过经验和建设性的方法来验证,而不是通过动态建模。为了验证这一假设,我们提出了一个新的数学动力学模型——躯干-髋关节-膝关节三对六弹簧(THK-3P6S),这是一个由躯干和协调弹簧组成的平面运动模型,模仿了大腿的三对六肌肉结构。所提出的动力学模型仅通过给定一个恒定的着地角和一个恒定的相对于躯干的踢脚角来实现稳定的运行,这两个角分别控制着飞行和站立阶段的动力学。利用Floquet乘法器进行的数值分析表明,协调弹簧在各刚度参数上都具有自稳定性。这些结果构成了肌肉协调(包括双关节肌肉)可以在运动过程中稳定躯干俯仰的第一个数学证据,并为有腿机器人的设计和康复评估提供指导。
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引用次数: 0
Running on empty: locomotor compensation preserves fish schooling under hypoxia and informs principles for bioinspired swarms. 空跑:运动补偿保护鱼类在缺氧下的游动,并告知生物启发群的原理。
IF 3 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-11-06 DOI: 10.1088/1748-3190/ae17fd
Yuchen Gong, Robert Sterling, Xuewei Qi, Fidji Berio, Otar Akanyeti, Valentina Di Santo

Environmental stressors such as hypoxia challenge the balance between individual physiological performance and the coordination required for collective behaviors like schooling. Here, we investigate how glass catfish (Kryptopterus vitreolus) modulate locomotor and group-level behavior across a gradient of oxygen saturation (95%-20%) while swimming steadily at a constant cruising speed. We found that tailbeat frequency decreased significantly with declining oxygen (p < 0.0001), alongside reductions in wave speed (p = 0.007). Tailbeat amplitude, by contrast, increased significantly under hypoxia (p < 0.0001), and posterior segment angles showed a slight, non-significant increase, consistent with modestly greater tail bending. Despite these changes, the Strouhal number remained fairly constant, and waveform topology was conserved. School structure, including nearest-neighbor distance and distance to the center of the school, remained stable across oxygen treatments, but with significant variation across individual schools. A clear behavioral threshold was observed below 25% oxygen saturation, beyond which coordinated schooling deteriorated. These findings demonstrate that glass catfish employ internally coordinated, energetically economical kinematic adjustments to preserve group cohesion under metabolic constraint. This strategy highlights a decentralized mechanism for sustaining collective behavior near physiological limits and offers biologically-grounded insights relevant to energy-aware coordination in bioinspired swarms.

缺氧等环境压力源挑战了个体生理表现与集体行为(如上学)所需的协调之间的平衡。在这里,我们研究了玻璃鲶鱼(Kryptopterus vitreolus)在以恒定巡航速度稳定游泳时,如何在氧饱和度(95%至20%)的梯度下调节运动和群体行为。我们发现,随着氧气的减少,尾拍频率显著降低(p< 0.0001),同时波速也降低(p= 0.007)。相比之下,在缺氧条件下,尾拍幅度显著增加(p< 0.0001),多节段体模型的后节角也显著增加,表明尾部区域的屈曲增强。尽管有这些变化,斯特罗哈尔数保持相当恒定,并且波形拓扑是守恒的。学校结构,包括最近邻居距离和到学校中心的距离,在不同的氧处理中保持稳定,但在各个学校之间存在显著差异。在25%血氧饱和度以下观察到一个明确的行为阈值,超过这个阈值协调学习就会恶化。这些发现表明,玻璃鲶鱼在代谢约束下采用内部协调、能量经济的运动调节来保持群体凝聚力。该策略强调了一种分散的机制,以维持接近生理极限的集体行为,并提供了与生物启发群体中能量意识协调相关的生物学基础见解。
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引用次数: 0
Biomimetic tag attachment inspired by the seal louse. 受海豹虱启发的仿生标签附件。
IF 3 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-11-06 DOI: 10.1088/1748-3190/adfbb8
Vera Felizitas Antonia Hörger, Susanna Labisch, Jan-Henning Dirks

Satellite telemetry is widely used to study the movements of marine mammals, but current attachment methods for seals typically rely on epoxy adhesives, which pose risks to animal welfare and the marine environment. This study presents a biomimetic, adhesive-free attachment system inspired by the seal louseEchinophthirius horridus, an ectoparasite capable of maintaining a strong grip on seal fur in aquatic conditions. A top-down biomimetic approach was used to abstract key functional principles from the louse's claw morphology and cuticular anchoring structures. These biological features informed the development of a 3D-printed comb-clamp prototype, termed 'TACS' (Transmitter Attachment Clamp[s]), designed specifically for the hair structure of harbour seals. Microscopy and x-ray microtomography revealed morphological traits such as interlocking setae, directional grooves, and a specialised euplantula, which were functionally integrated into the prototype. Tensile tests on tanned seal fur demonstrated mean maximum retention forces of 4.58 N under dry conditions and 2.42 N under wet conditions. A proof-of-concept trial on a live harbour seal showed successful attachment for up to 50 min, without signs of distress or fur damage. The TACS system fulfilled key design criteria: rapid and reversible application, low material weight (<20 g), and strong mechanical retention without the use of adhesives. This study demonstrates the potential of biologically inspired design to provide an environmentally responsible alternative to conventional tagging methods and highlights the relevance ofE. horridusas a functional model for bioinspired gripping systems in marine applications.

卫星遥测技术被广泛用于研究海洋哺乳动物的活动,但目前海豹的附着方法通常依赖于环氧粘合剂,这对动物福利和海洋环境构成了威胁。本研究提出了一种仿生、无粘合剂的附着系统,该系统的灵感来自海豹虱子棘皮虫,一种在水生条件下能够牢牢抓住海豹皮毛的外寄生虫。采用自顶向下的仿生方法,从虱子的爪形态和表皮锚定结构中抽象出关键的功能原理。这些生物学特征为3d打印梳子夹原型的开发提供了信息,该原型被称为“TACS”(发射器附件夹[s]),专门为海豹的毛发结构设计。显微镜和x射线显微断层扫描显示了其形态特征,如互锁的刚毛、定向沟槽和一个特殊的原植体,这些特征在功能上与原型相结合。鞣制海豹皮毛的拉伸试验表明,在干燥条件下,平均最大保持力为4.58牛,在潮湿条件下为2.42牛。在一只活海豹身上进行的概念验证试验显示,成功地附着了长达50分钟,没有出现遇险或皮毛受损的迹象。TACS系统满足了关键的设计标准:快速和可逆的应用,低材料重量(E. horridusa)是海洋应用中仿生抓取系统的功能模型。
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引用次数: 0
Mechanism of formation of wake patterns behind two staggered in-phase pitching foils. 两相交错俯仰桨叶尾迹形成机理。
IF 3 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-11-04 DOI: 10.1088/1748-3190/ae142c
Priscila Portocarrero, Ahmet Gungor, Arman Hemmati

The mechanism of wake formation behind two staggered in-phase pitching foils is numerically investigated over a range of Strouhal numbers (0.15

在斯特罗哈尔数(0.15)范围内,对两相交错俯仰桨叶尾迹形成机理进行了数值研究
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引用次数: 0
Bioinspired dual soft arm mobile robot with humanoid tactile fingertip sensing and bubble artificial muscles for adaptive obstacle avoidance and object manipulation. 具有仿人触觉指尖传感和气泡人造肌肉的仿生双软臂移动机器人,用于自适应避障和物体操纵。
IF 3 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-11-04 DOI: 10.1088/1748-3190/ae16f5
Chaoqun Xiang, Guiyang Tu, Ge Ma, Yuan Xie, Tao Zou

With the rapid advancements in automation and soft robotics, the exploration of mobile robots for applications in complex environments is increasingly deepening. This paper presents a novel dual soft arm mobile robot (DSAMR), whose design integrates advanced soft robotics technologies with biomimetic design inspired by human arms, aiming to achieve efficient obstacle avoidance and object manipulation. The robot employs Bubble Artificial Muscle Arms (BAMAs) for locomotion, enabling flexible movements such as forward, backward, and turning motions; it also integrates TacTip (tactile fingertip), a biomimetic sensor that mimics the tactile structure of human fingertips, to achieve real-time perception. BAMAs and TacTip collaborate to achieve the integration of perception and operation like a human hand, enabling the system to accurately detect obstacles and manipulate objects, including typical delicate items such as a paper towel roll and a pen, with the maximum capacity to grasp objects weighing up to 148.8 g. Experiments have demonstrated that a single inflation-deflation cycle of the BAMAs enables the DSAMR to turn right by 35.5° and left by 28.3°, and successfully allows the DSAMR to recognize obstacles and turn to avoid them. The experimental results indicate that the DSAMR can operate effectively in dynamic environments, with excellent stability and obstacle avoidance capabilities. This paper discusses the design details of BAMA actuators, steering engines, and TacTip, as well as their integration into the robot's motion and sensing systems. The findings emphasize the DSAMR's potential applications in industrial automation, particularly in the context of Industry 4.0. Finally, the study summarizes optimization strategies and future improvement directions to enhance the robot's operational efficiency, including onboard power integration and advanced obstacle recognition technologies.

随着自动化和软机器人技术的快速发展,移动机器人在复杂环境中的应用探索日益深入。本文提出了一种新型的双软臂移动机器人(DSAMR),其设计将先进的软机器人技术与受人手臂启发的仿生设计相结合,旨在实现高效的避障和物体操纵。机器人采用气泡人工肌肉致动器(Bubble Artificial Muscle Actuators, BAMAs)进行运动,实现向前、向后、转弯等灵活运动;它还集成了模仿人类指尖触觉结构的仿生传感器“触觉指尖”(Tactile fingertip),实现实时感知。BAMAs和tactical合作,实现了像人手一样的感知和操作的集成,使系统能够准确地检测障碍物并操纵物体,包括典型的精致物品,如纸巾卷和笔,最大容量可抓取重达148.8g的物体。实验表明,BAMAs的单一通货膨胀-通货膨胀周期使DSAMR能够右转35.5°,左转28.3°,并成功地使DSAMR识别障碍物并转向以避开它们。实验结果表明,DSAMR能够在动态环境中有效运行,具有良好的稳定性和避障能力。本文讨论了BAMA执行器、转向引擎和战术装置的设计细节,以及它们与机器人运动和传感系统的集成。研究结果强调了DSAMR在工业自动化中的潜在应用,特别是在工业4.0的背景下。最后,总结了提高机器人运行效率的优化策略和未来改进方向,包括车载电源集成和先进的障碍物识别技术。
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引用次数: 0
Dolphin-inspired skin microvibrations can accelerate swimming. 海豚皮肤的微振动可以加速游泳。
IF 3 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-11-03 DOI: 10.1088/1748-3190/ae1397
Dongyue Wang, Hao Liu

Research on dolphins dates back nearly 90 years to the well-known Gray's Paradox, which proposed that dolphins are capable of swimming at speeds that seemingly exceed their energetic limits. Inspired by microvibrations observed on dolphin skin, longitudinal micro-ultrasonic waves (LMUWs)-a form of dynamic skin vibration-have been shown to significantly reduce drag. This finding motivated our investigation into how these vibrations affect swimming performance under dolphin-like, tail-driven propulsion. In this study, we develop a conceptual two-dimensional computational fluid dynamics model that integrates dynamic skin microvibrations with tail fluke propulsion to systematically explore dolphin swimming dynamics. Two modes of skin vibration are examined: downstream-traveling LMUW (DTLMUW) and upstream-traveling LMUW (UTLMUW). The results demonstrate that DTLMUW enhances net thrust and accelerates swimming, whereas its cessation leads to a speed reduction. Conversely, UTLMUW causes deceleration during application but results in a speed increase once stopped. Therefore, to achieve net acceleration, a longer duration of DTLMUW but a shorter UTLMUW period is most effective. This approach aligns with the optimal interaction between skin motion and the surrounding flow. Moreover, once skin vibrations cease, the forces acting on the model quickly return to their non-vibrating baseline, allowing tail-driven propulsion to maintain the speed gains induced by LMUWs. As the frequency of vibration pulses increases, the acceleration effect becomes cumulative, further boosting overall performance. This study provides new insights into the mechanisms behind dolphins' high-speed swimming and offers valuable guidance for the design and optimization of bioinspired propulsion systems.

对海豚的研究可以追溯到近90年前著名的格雷悖论,该悖论提出海豚能够以似乎超过其能量极限的速度游泳。受海豚皮肤微振动的启发,纵向微超声波(LMUWs)——一种动态皮肤振动的形式——被证明可以显著减少阻力。这一发现激发了我们对这些振动如何影响海豚尾巴驱动推进下游泳性能的研究。在这项研究中,我们建立了一个概念性的二维计算流体动力学模型,该模型将动态皮肤微振动与尾吸推进相结合,以系统地探索海豚的游泳动力学。研究了两种蒙皮振动模式:下游行进LMUW (DTLMUW)和上游行进LMUW (UTLMUW)。结果表明,DTLMUW增加了净推力,加速了游泳,而停止它会导致速度降低。相反,UTLMUW在应用过程中会导致减速,但一旦停止就会导致速度增加。因此,要实现净加速,较长的DTLMUW持续时间和较短的UTLMUW持续时间是最有效的。这种方法与皮肤运动和周围流动之间的最佳相互作用一致。此外,一旦蒙皮振动停止,作用在模型上的力很快就会恢复到非振动基线,从而使尾翼驱动的推进系统能够保持由LMUWs引起的速度增益。随着振动脉冲频率的增加,加速效应变得累积,进一步提高整体性能。该研究为海豚高速游泳背后的机制提供了新的见解,并为生物动力推进系统的设计和优化提供了有价值的指导。
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引用次数: 0
Coupled jet coordination and physical arrangement in salp-inspired multi-robot swimming. 海藻启发多机器人游泳的耦合射流协调与物理排列。
IF 3 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-10-28 DOI: 10.1088/1748-3190/ae1396
Zhiyuan Yang, Yipeng Zhang, Jingshuo Li, Neel Mulay, M Ani Hsieh, Kelly R Sutherland, Paulo E Arratia, Cynthia Sung

Salps are underwater invertebrates considered to be among the world's most energy-efficient examples of jet propulsion. They can swim as solitary individuals or as physically connected colonies, coordinating their jets to produce collective movement. Inspired by salps, we developed the SALP (Salp-inspired Approach to Low-energy Propulsion) system, where individual SALP robots can be physically connected into a multi-SALP group, and we investigate the coupled effects of physical arrangement and jet coordination on the swimming performance and energy efficiency of a two-SALP system. We conduct free swimming tests to evaluate locomotion performance metrics and find that the two-SALP system, when properly coordinated, is able to swim with 15.7% higher speed and 11.3% lower cost of transport than the single SALP. Supporting flow characterization experiments using particle image velocimetry reveal vortex ring structures emanating from robot SALP nozzles. The data suggest that propulsion performance is affected by the spatial arrangement of the vortex ring structure. In particular, we find that SALP systems that produce a parallel vortex ring arrangement produce less vortex circulation and impulse than an in-series vortex ring arrangement. Overall, the SALP system is a useful platform for exploring salp-inspired multi-jet locomotion strategies, enabling decoupling of physical and control parameters to expose underlying locomotion physics in ways that are difficult with the biological salp. These insights advance our understanding of multi-jet locomotion and support the development of more energy-efficient jet-propelled underwater robots in the future.

海鞘是一种水下无脊椎动物,被认为是世界上最节能的喷气推进装置之一。它们可以作为单独的个体游泳,也可以作为物理连接的群体游泳,协调它们的喷射产生集体运动。受SALP的启发,我们开发了SALP (SALP - Inspired Approach to Low-energy Propulsion)系统,其中单个SALP机器人可以物理连接成一个多SALP组,我们研究了物理排列和射流协调对双SALP系统的游泳性能和能量效率的耦合影响。我们进行了自由游泳测试来评估运动性能指标,发现两个SALP系统在适当协调的情况下,能够以比单个SALP高15.7%的速度游泳,并降低11.3%的运输成本。基于粒子图像测速(PIV)的辅助流动特性实验揭示了机器人SALP喷嘴产生的涡环结构。结果表明,涡流环结构的空间布局对推进性能有一定的影响。特别地,我们发现产生平行涡圈排列的SALP系统比产生串联涡圈排列的SALP系统产生更少的涡循环和脉冲。总的来说,SALP系统是一个有用的平台,用于探索受SALP启发的多射流运动策略,实现物理参数和控制参数的解耦,以揭示生物SALP难以实现的潜在运动物理。这些见解促进了我们对多射流运动的理解,并支持未来更节能的射流推进水下机器人的发展。
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引用次数: 0
Bioinspired recognition of cricket calling songs in sub-nanowatt inter-pulse delay detector. 基于亚纳瓦脉冲间延迟探测器的蟋蟀鸣叫声生物识别。
IF 3 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-10-22 DOI: 10.1088/1748-3190/ae0aa8
Eugénie Dalmas, Christophe Loyez, Kevin Carpentier, François Danneville

Energy efficiency is one of the main concerns in the design of embedded circuits, especially considering the ever-growing amount of portable devices produced for specialized to everyday life applications. Taking inspiration from neuronal processes in the brain, neuromorphic systems are seen as promising solutions to this concern. Great advances in all fields led to the production of numerous hardware implementations, digital or mixed-signal for the most part. While digital systems showcase high accuracy performances and an advanced technological maturity, they fail to reach the ultra-low power (ULP) consumptions of emerging technologies or fully analog implementations due to generally non-dedicated chips and bulky hardware. In this work, we designed and implemented a bioinspired analog demonstrator of inter-pulse delay detection on standard complementary metal oxide semiconductor in the subthreshold operation mode. Relying on the temporal pattern recognition mechanism in female field crickets, our circuit reach on average 750 pW of total power consumption under probes during detection on real-world recordings of male crickets calling song. The circuit was evaluated in quiet, noisy, and multi-source environments, demonstrating strong detection performances given its sparse architecture and ULP consumption.

能源效率是嵌入式电路设计的主要关注点之一,特别是考虑到为日常生活应用专门生产的便携式设备的数量不断增长。从大脑中的神经元过程中获得灵感,神经形态系统被视为解决这一问题的有希望的解决方案。所有领域的巨大进步导致了大量硬件实现的产生,其中大部分是数字或混合信号。虽然数字系统表现出高精度性能和先进的技术成熟度,但由于通常非专用芯片和笨重的硬件,它们无法达到新兴技术或完全模拟实现的超低功耗。在这项工作中,我们设计并实现了一种在亚阈值工作模式下标准互补金属氧化物半导体上脉冲间延迟检测的仿生模拟演示器。根据雌性蟋蟀的时间模式识别机制,我们的电路在探测真实世界的雄性蟋蟀鸣叫录音时平均达到750 pW的总功耗。该电路在安静、噪声和多源环境下进行了评估,由于其稀疏结构和超低功耗,显示出强大的检测性能。
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引用次数: 0
Robust maneuverability in flipper-based systems across complex terrains. 基于fliper的复杂地形系统的鲁棒操纵性。
IF 3 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-10-15 DOI: 10.1088/1748-3190/ae0aaa
Nnamdi C Chikere, Frank E Fish, Yasemin Ozkan-Aydin

Sea turtle hatchlings display maneuvering capabilities across diverse aquatic and coastal terrains. While turning behavior is crucial in aquatic environments, it is equally vital for terrestrial locomotion by hatchlings that must quickly navigate obstacle-rich terrain on their way to the sea. This study introduces a robotic prototype that emulates the turning strategies of juvenile sea turtles to optimize turning rate and energy consumption across diverse terrestrial surfaces. The research investigates the rotational displacement capabilities of a bioinspired robot across five distinct gait configurations: one involving all flippers in a unique pattern, and four employing reduced flipper combinations, including front, diagonal, back, and single flippers. We investigated the robot's turning capabilities on diverse granular and compliant media, including four specified rock sizes, a consistent foam platform, and dry sand. Comparative analyses were conducted using rigid and soft flipper designs. Key locomotion features, including roll, pitch, yaw, and lift height, were quantified for each configuration. The results reveal significant differences in rotational behavior across terrains and gait styles, highlighting the interplay between flipper design, gait strategy, and environmental adaptability. This research advances the understanding of bioinspired robotics for applications in complex and variable environments.

海龟幼崽在不同的水生和沿海地形上显示出机动能力。虽然转弯行为在水生环境中至关重要,但对于在陆地上移动的幼崽来说,转弯行为同样至关重要,因为它们必须在通往大海的途中快速穿越障碍物丰富的地形。本研究介绍了一种机器人原型,该原型模拟了幼年海龟的转弯策略,以优化不同陆地表面的转弯速度和能量消耗。该研究调查了仿生机器人在五种不同步态配置下的旋转位移能力:一种是所有鳍状肢都采用独特的模式,另一种是采用精简的鳍状肢组合,包括前鳍、斜鳍、后鳍和单鳍。我们研究了机器人在不同颗粒状和柔顺介质上的转弯能力,包括四种指定的岩石尺寸、一致的泡沫平台和干沙。 ;使用刚性和软鳍状肢设计进行了比较分析。键 ;运动特征,包括滚转、俯仰、偏航和升力高度,被量化为 ;结果显示,不同地形和步态风格的旋转行为存在显著差异,突出了脚蹼设计、步态策略和环境适应性之间的相互作用。这项研究促进了对生物机器人技术在复杂多变环境中的应用的理解。
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引用次数: 0
Reinforcement learning for robust navigation of fish-like agents in various fluid environments. 基于强化学习的类鱼智能体在不同流体环境中的鲁棒导航。
IF 3 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2025-10-15 DOI: 10.1088/1748-3190/ae0dd1
Jin Zhang, Xiaolong Chen, Bochao Cao

Achieving robust and energy-efficient navigation in unknown fluid environments remains a key challenge for bioinspired underwater robots. In this study, we develop a reinforcement learning-based control framework that enables a fish-like swimmer to autonomously acquire effective navigation strategies within a high-fidelity computational fluid dynamics environment. By shaping the reward function to favor energy efficiency, the agent spontaneously discovers different locomotion patterns, ranging from continuous bursting to burst-and-coast gaits, all without prior knowledge of fluid mechanics. Although the agent is trained in a quiescent fluid environment, the learned swimming policies are generalized well in various navigation tasks and remain robust under complex flow perturbations, including uniform currents and unsteady vortex wakes. In all test scenarios, the agent achieves a 100%navigation success rate. These findings highlight the potential of integrating physics-based simulation with learning-based control strategy to advance the design of adaptive, efficient, and resilient aquatic robots inspired by biological swimmers.

在未知流体环境中实现鲁棒和节能导航仍然是仿生水下机器人面临的关键挑战。在本研究中,我们开发了一种基于强化学习(RL)的控制框架,使鱼状游泳者能够在高保真计算流体动力学(CFD)环境中自主获取有效的导航策略。通过塑造有利于能量效率的奖励函数,智能体自发地发现了不同的运动模式,从连续爆发到爆发-海岸步态,所有这些都不需要事先了解流体力学。尽管智能体是在静止的流体环境中训练的,但学习到的游泳策略在各种导航任务中都能很好地推广,并且在复杂的流体扰动下(包括均匀流和非定常涡尾迹)仍能保持鲁棒性。在所有测试场景中,代理实现了100%的导航成功率。这些发现强调了将基于物理的模拟与基于学习的控制策略相结合的潜力,以推进受生物游泳者启发的自适应、高效和弹性水生机器人的设计。
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引用次数: 0
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