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Moving object detection based on bioinspired background subtraction. 基于生物启发的背景减法移动物体检测。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-07-08 DOI: 10.1088/1748-3190/ad5ba3
Zhu'anzhen Zheng, Aike Guo, Zhihua Wu

Flying insects rely mainly upon visual motion to detect and track objects. There has been a lot of research on fly inspired algorithms for object detection, but few have been developed based on visual motion alone. One of the daunting difficulties is that the neural and circuit mechanisms underlying the foreground-background segmentation are still unclear. Our previous modeling study proposed that the lobula held parallel pathways with distinct directional selectivity, each of which could retinotopically discriminate figures moving in its own preferred direction based on relative motion cues. The previous model, however, did not address how the multiple parallel pathways gave the only detection output at their common downstream. Since the preferred directions of the pathways along either horizontal or vertical axis were opposite to each other, the background moving in the opposite direction to an object also activated the corresponding lobula pathway. Indiscriminate or ungated projection from all the pathways to their downstream would mix objects with the moving background, making the previous model fail with non-stationary background. Here, we extend the previous model by proposing that the background motion-dependent gating of individual lobula projections is the key to object detection. Large-field lobula plate tangential cells are hypothesized to perform the gating to realize bioinspired background subtraction. The model is shown to be capable of implementing a robust detection of moving objects in video sequences with either a moving camera that induces translational optic flow or a static camera. The model sheds light on the potential of the concise fly algorithm in real-world applications.

飞行昆虫主要依靠视觉运动来探测和跟踪物体。目前已有很多关于飞行昆虫物体检测算法的研究,但很少有仅基于视觉运动的算法。其中一个令人生畏的困难是,前景-背景分割的神经和电路机制仍不清楚。我们之前的建模研究提出,小脑叶拥有平行的通路,具有不同的方向选择性,每条通路都能根据相对运动线索在视网膜上分辨出朝着自己偏好方向运动的图形。然而,之前的模型并没有解决多条平行通路如何在其共同下游提供唯一检测输出的问题。由于沿水平轴或垂直轴的通路的首选方向彼此相反,因此与物体反方向运动的背景也会激活相应的小叶通路。所有通路向其下游的无差别或非门控投射会将物体与移动背景混合在一起,从而使之前的模型在非稳态背景下失效。在这里,我们扩展了之前的模型,提出单个小叶投射的背景运动门控是物体检测的关键。假设大视场小叶板切向细胞执行选通,以实现生物启发的背景减法。研究表明,该模型能够在视频序列中对移动物体进行稳健检测,无论是使用可诱导平移光流的移动摄像机,还是使用静态摄像机。该模型揭示了简洁苍蝇算法在实际应用中的潜力。
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引用次数: 0
Charge generation by passive plant leaf motion at low wind speeds: design and collective behavior of plant-hybrid energy harvesters. 低风速下植物叶片被动运动产生电荷:植物混合能量收集器的设计和集体行为。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-07-08 DOI: 10.1088/1748-3190/ad5ba1
Fabian Meder, Serena Armiento, Giovanna Adele Naselli, Alessio Mondini, Thomas Speck, Barbara Mazzolai

Energy harvesting techniques can exploit even subtle passive motion like that of plant leaves in wind as a consequence of contact electrification of the leaf surface. The effect is strongly enhanced by artificial materials installed as 'artificial leaves' on the natural leaves creating a recurring mechanical contact and separation. However, this requires a controlled mechanical interaction between the biological and the artificial component during the complex wind motion. Here, we build and test four artificial leaf designs with varying flexibility and degrees of freedom across the blade operating onNerium oleanderplants. We evaluate the apparent contact area (up to 10 cm2per leaf), the leaves' motion, together with the generated voltage, current and charge in low wind speeds of up to 3.3 m s-1and less. Single artificial leaves produced over 75 V and 1µA current peaks. Softer artificial leaves increase the contact area accessible for energy conversion, but a balance between softer and stiffer elements in the artificial blade is optimal to increase the frequency of contact-separation motion (here up to 10 Hz) for energy conversion also below 3.3 m s-1. Moreover, we tested how multiple leaves operating collectively during continuous wind energy harvesting over several days achieve a root mean square power of ∼6µW and are capable to transfer ∼80µC every 30-40 min to power a wireless temperature and humidity sensor autonomously and recurrently. The results experimentally reveal design strategies for energy harvesters providing autonomous micro power sources in plant ecosystems for example for sensing in precision agriculture and remote environmental monitoring.

能量收集技术甚至可以利用微妙的被动运动,如植物叶片在风中的运动,这是叶片表面接触通电的结果。在自然叶片上安装人工材料作为 "人工叶片",形成经常性的机械接触和分离,可以大大增强这种效果。然而,这需要在复杂的风动过程中控制生物和人工组件之间的机械相互作用。在这里,我们制作并测试了四种人造叶片设计,它们在夹竹桃植物的叶片上具有不同的灵活性和自由度。我们评估了表观接触面积(每片叶子的接触面积达 10 平方厘米)、叶子的运动以及在 3.3 米/秒或更低的低风速下产生的电压、电流和电荷。单片人工叶片可产生超过 75 V 的电压和 1 µA 的电流峰值。较软的人工叶片增加了能量转换的接触面积,但人工叶片中较软和较硬元件之间的平衡是提高接触分离运动频率(这里高达 10 赫兹)的最佳选择,以便在 3.3 米/秒以下也能进行能量转换。此外,我们还测试了多片叶片如何在连续几天的风能收集过程中集体运行,实现约 6 µW 的均方根功率,并能够每 30-40 分钟传输约 80 µC 的热量,从而为无线温湿度传感器提供自主和经常性的能量。实验结果揭示了在植物生态系统中提供自主微型电源的能量收集器的设计策略,例如用于精准农业传感和远程环境监测的能量收集器。
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引用次数: 0
Wall-climbing performance of gecko-inspired robot with soft feet and digits enhanced by gravity compensation. 受壁虎启发的机器人的爬墙性能,其软脚和手指通过重力补偿得到增强。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-07-03 DOI: 10.1088/1748-3190/ad5899
Bingcheng Wang, Zhiyuan Weng, Haoyu Wang, Shuangjie Wang, Zhouyi Wang, Zhendong Dai, Ardian Jusufi

Gravitational forces can induce deviations in body posture from desired configurations in multi-legged arboreal robot locomotion with low leg stiffness, affecting the contact angle between the swing leg's end-effector and the climbing surface during the gait cycle. The relationship between desired and actual foot positions is investigated here in a leg-stiffness-enhanced model under external forces, focusing on the challenge of unreliable end-effector attachment on climbing surfaces in such robots. Inspired by the difference in ceiling attachment postures of dead and living geckos, feedforward compensation of the stance phase legs is the key to solving this problem. A feedforward gravity compensation (FGC) strategy, complemented by leg coordination, is proposed to correct gravity-influenced body posture and improve adhesion stability by reducing body inclination. The efficacy of this strategy is validated using a quadrupedal climbing robot, EF-I, as the experimental platform. Experimental validation on an inverted surface (ceiling walking) highlights the benefits of the FGC strategy, demonstrating its role in enhancing stability and ensuring reliable end-effector attachment without external assistance. In the experiment, robots without FGC only completed 3 out of 10 trials, while robots with FGC achieved a 100% success rate in the same trials. The speed was substantially greater with FGC, achieving 9.2 mm s-1in the trot gait. This underscores the proposed potential of the FGC strategy in overcoming the challenges associated with inconsistent end-effector attachment in robots with low leg stiffness, thereby facilitating stable locomotion even at an inverted body attitude.

在腿部刚度较低的多足树栖机器人运动中,重力会导致身体姿态偏离理想配置,影响步态周期中摆动腿末端执行器与攀爬表面的接触角。本文在腿部刚度增强模型中研究了外力作用下预期脚部位置与实际脚部位置之间的关系,重点关注此类机器人在攀爬表面上不可靠的末端执行器附着所带来的挑战。受到死壁虎和活壁虎天花板附着姿态差异的启发,姿态阶段腿部的前馈补偿是解决这一问题的关键。我们提出了一种前馈重力补偿(FGC)策略,辅之以腿部协调,以纠正受重力影响的身体姿态,并通过减少身体倾斜度来提高附着稳定性。以四足攀爬机器人 EF-I 为实验平台,验证了该策略的有效性。在倒立表面(天花板行走)上进行的实验验证凸显了 FGC 策略的优势,证明了它在增强稳定性和确保可靠的末端执行器附着方面的作用,而无需外部辅助。在实验中,没有使用 FGC 的机器人仅完成了 10 次试验中的 3 次,而使用 FGC 的机器人在同样的试验中达到了 100% 的成功率。使用 FGC 的机器人速度更快,在小跑步态中达到了 9.2 mm/s。这凸显了 FGC 策略在克服腿部刚度低的机器人末端执行器附着不一致所带来的挑战方面所具有的潜力,从而促进机器人即使在身体姿态倒置的情况下也能稳定运动。
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引用次数: 0
Quantifying the biomimicry gap in biohybrid robot-fish pairs. 量化生物杂交机器人-鱼对中的生物仿生差距。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-06-28 DOI: 10.1088/1748-3190/ad577a
Vaios Papaspyros, Guy Theraulaz, Clément Sire, Francesco Mondada

Biohybrid systems in which robotic lures interact with animals have become compelling tools for probing and identifying the mechanisms underlying collective animal behavior. One key challenge lies in the transfer of social interaction models from simulations to reality, using robotics to validate the modeling hypotheses. This challenge arises in bridging what we term the 'biomimicry gap', which is caused by imperfect robotic replicas, communication cues and physics constraints not incorporated in the simulations, that may elicit unrealistic behavioral responses in animals. In this work, we used a biomimetic lure of a rummy-nose tetra fish (Hemigrammus rhodostomus) and a neural network (NN) model for generating biomimetic social interactions. Through experiments with a biohybrid pair comprising a fish and the robotic lure, a pair of real fish, and simulations of pairs of fish, we demonstrate that our biohybrid system generates social interactions mirroring those of genuine fish pairs. Our analyses highlight that: 1) the lure and NN maintain minimal deviation in real-world interactions compared to simulations and fish-only experiments, 2) our NN controls the robot efficiently in real-time, and 3) a comprehensive validation is crucial to bridge the biomimicry gap, ensuring realistic biohybrid systems.

机器人诱饵与动物互动的生物混合系统已成为探究和确定动物集体行为内在机制的有力工具。一个关键的挑战在于如何利用机器人技术将社会互动模型从模拟转移到现实,从而验证建模假设。我们称之为 "生物模仿差距",这种差距是由不完美的机器人复制品、未纳入模拟的交流线索和物理限制造成的,它们可能会引起动物不切实际的行为反应。在这项工作中,我们使用了一种生物仿真诱饵--瘤鼻四大家鱼(Hemigrammus rhodostomus)和一个神经网络(NN)模型来生成生物仿真社会互动。通过对由鱼和机器人诱饵组成的一对生物杂交组合、一对真正的鱼以及成对鱼的模拟实验,我们证明了我们的生物杂交系统所产生的社会互动与真正的成对鱼的互动如出一辙。我们的分析强调了以下几点1)与模拟和纯鱼实验相比,诱饵和神经网络在真实世界的互动中保持最小的偏差;2)我们的神经网络能实时有效地控制机器人;3)全面的验证对于弥合生物模仿的差距、确保生物混合系统的真实性至关重要。
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引用次数: 0
Bottom-up butterfly model with thorax-pitch control and wing-pitch flexibility. 自下而上的黄油飞行模型,具有胸部俯仰控制和机翼俯仰灵活性。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-06-28 DOI: 10.1088/1748-3190/ad5779
Kosuke Suzuki, Daichi Iguchi, Kou Ishizaki, Masato Yoshino

The diversity in butterfly morphology has attracted many people around the world since ancient times. Despite morphological diversity, the wing and body kinematics of butterflies have several common features. In the present study, we constructed a bottom-up butterfly model, whose morphology and kinematics are simplified while preserving the important features of butterflies. The present bottom-up butterfly model is composed of two trapezoidal wings and a rod-shaped body with a thorax and abdomen. Its wings are flapped downward in the downstroke and backward in the upstroke by changing the geometric angle of attack (AOA). The geometric AOA is determined by the thorax-pitch and wing-pitch angles. The thorax-pitch angle is actively controlled by abdominal undulation, and the wing-pitch angle is passively determined because of a rotary spring representing the basalar and subalar muscles connecting the wings and thorax. We investigated the effectiveness of abdominal undulation for thorax-pitch control and how wing-pitch flexibility affects aerodynamic-force generation and thorax-pitch control, through numerical simulations using the immersed boundary-lattice Boltzmann method. As a result, the thorax-pitch angle perfectly follows the desired angle through abdominal undulation. In addition, there is an optimal wing-pitch flexibility that maximizes the flying speed in both the forward and upward directions, but the effect of wing-pitch flexibility on thorax-pitch control is not significant. Finally, we compared the flight behavior of the present bottom-up butterfly model with that of an actual butterfly. It was found that the present model does not reproduce reasonable body kinematics but can provide reasonable aerodynamics in butterfly flights.

自古以来,蝴蝶形态的多样性吸引了世界各地的许多人。尽管形态各异,但蝴蝶的翅膀和身体运动学有一些共同的特征。在本研究中,我们构建了一个自下而上的蝴蝶模型,在保留蝴蝶重要特征的基础上简化了其形态和运动学特征。本自下而上的蝴蝶模型由两个梯形翅膀和一个带有胸部和腹部的杆状身体组成。通过改变几何攻角,其机翼在下冲程向下翻转,在上冲程向后翻转。几何攻角由胸俯角和翼俯角决定。胸部俯仰角由腹部起伏主动控制,而翅膀俯仰角则由代表连接翅膀和胸部的基底肌肉和副基底肌肉的旋转弹簧被动决定。我们利用沉浸边界-晶格玻尔兹曼方法进行了数值模拟,研究了腹部起伏对胸部俯仰角控制的有效性,以及翼俯仰角的弹性如何影响空气动力的产生和胸部俯仰角的控制。结果表明,由于腹部起伏,胸俯角完全符合预期角度。此外,存在一个最佳的翼展弹性,它能使向前和向上的飞行速度最大化,但翼展弹性对胸俯仰控制的影响并不显著。最后,我们将自下而上的黄油飞行模型的飞行行为与实际黄油飞行的飞行行为进行了比较。结果发现,本模型不能再现合理的身体运动学,但可以提供合理的黄油飞行高度空气动力学。
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引用次数: 0
Bionic design of thin-walled bilinear tubes with excellent crashworthiness inspired by glass sponge structures. 从玻璃海绵结构中汲取灵感,设计出具有出色防撞性能的双线性薄壁管仿生结构。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-06-27 DOI: 10.1088/1748-3190/ad580a
Yansong Liu, Meng Zou, Yingchun Qi, Lining Chen, Zhaoyang Wang, Jiafeng Song, Lianbin He

In order to enhance energy absorption, this study draws inspiration from the diagonal bilinear robust square lattice structure found in deep-sea glass sponges, proposing a design for thin-walled structures with superior folding capabilities and high strength-to-weight ratio. Firstly, the crashworthiness of bionic glass sponge tube (BGSTO) is compared with that of equal-wall-thickness equal-mass four-X tube through both experiments and simulations, and it is obtained that the specific energy absorption of BGSTO is increased by 78.64%. And the crashworthiness of BGSTO is also most significant compared to that of multicellular tubes with the similar number of crystalline cells. Additionally, we found that the double-line spacing of the glass sponge can be freely adjusted without changing the material amount. Therefore, based on BGSTO, we designed two other double-line structures, BGSTA and BGSTB. Then with equal wall thickness and mass as a prerequisite, this study proceeds to design and compare the energy absorption properties of three bilinear thin-walled tubes in both axial and lateral cases. The deformation modes and crashworthiness of the three types of tubes with variable bilinear spacing (βO/A/B) are comparatively analysed. The improved complex proportional assessment (COPRAS) synthesis decision is used to obtain that BGSTO exhibits superior crashworthiness over the remaining two kinds of tubes. Finally, a surrogate model is established to perform multi-objective optimization on the optimal bilinear configuration BGSTO selected by the COPRAS method.

为了增强能量吸收能力,本研究从深海玻璃海绵中的对角双线性健壮方格结构中汲取灵感,提出了一种具有卓越折叠能力和高强度重量比的薄壁结构设计。首先,通过实验和模拟,比较了仿生玻璃海绵管(BGSTO)与等壁厚等质量四X管(FXT)的耐撞性,结果表明 BGSTO 的比能量吸收提高了 78.64%。与晶体单元数量相近的多细胞管相比,BGSTO 的耐撞性也最为显著。此外,我们还发现玻璃海绵的双线间距可以在不改变材料数量的情况下自由调整。因此,我们在 BGSTO 的基础上设计了另外两种双线结构,即 BGSTA 和 BGSTB。在壁厚和质量相等的前提下,本研究着手设计并比较了三种双线性薄壁管在轴向和侧向情况下的能量吸收特性。比较分析了三种双线性间距(βO/A/B)可变的薄壁管的变形模式和耐撞性。利用改进的 COPRAS 综合决策,得出 BGSTO 的耐撞性优于其余两种管材。最后,建立了一个代理模型,对 COPRAS 方法选出的最佳双线配置 BGSTO 进行多目标优化。
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引用次数: 0
Design and evaluation of a symmetric amplification mechanism based anthropomorphic shoulder. 设计和评估基于对称放大机制的拟人化肩部。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-06-21 DOI: 10.1088/1748-3190/ad55c1
Jiahao Wu, Guangfu Wan, Jiejunyi Liang

Shoulder joints determine the motion range of the upper limb. Thus, the compact and well-stiffened spherical parallel mechanism (SPM) has emerged as the mainstream shoulder prosthesis design approaches. However, the SPM's moving pairs of redundant motions impose excessive constraints that limit its workspace. Therefore, amplifying the workspace of the SPM to cover the motion range required by human daily activities is a pressing problem in shoulder prosthesis design. To address this challenge, this study proposed a workspace amplification approach through the kinematic analysis of a symmetrically arranged 2 degrees of freedom (DoFs) passive mechanism, together with the designed and optimized 3-RRR SPM, to construct an anthropomorphic shoulder. The effectiveness and reliability of the proposed mechanism was verified through thorough analyses. Simulation and experiment results demonstrated that the workspace amplification mechanism could significantly increase the maximum motion match index between the shoulder prosthesis and the daily workspace of the human shoulder from only 26.3% to 94.79%, solving the problem that the traditional SPM-based prostheses cannot satisfy the motion range required by daily activities. Moreover, the proposed mechanism has the potential to amplify the workspace of most parallel mechanisms with multiple DoFs after proper modification.

肩关节决定着上肢的活动范围。因此,结构紧凑、刚度良好的球形平行机构(SPM)已成为肩部假肢设计的主流方法。然而,SPM 的运动对冗余运动造成了过多的约束,限制了其工作空间。因此,扩大 SPM 的工作空间以覆盖人类日常活动所需的运动范围是肩部假肢设计中亟待解决的问题。为了应对这一挑战,本研究提出了一种工作空间放大方法,通过对对称布置的 2 自由度(DoFs)被动机构的运动学分析,结合设计和优化的 3-RRR SPM,构建了一个拟人化的肩部。通过全面的分析,验证了所建议机构的有效性和可靠性。仿真和实验结果表明,工作空间放大机构(WAM)可将肩关节假体与人体肩部日常工作空间的最大运动匹配指数从仅有的 26.3% 显著提高到 94.79%,解决了基于 SPM 的传统假体无法满足日常活动所需的运动范围的问题。此外,所提出的机构在经过适当修改后,有可能放大大多数具有多个 DoFs 的并联机构的工作空间。
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引用次数: 0
Investigating the impact of initial parameters on autonomous robot swarm movement strategies for enhanced exploration efficiency: a comprehensive study. 探究初始参数对自主机器人蜂群运动策略的影响以提高探索效率:一项综合研究
IF 3.4 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-06-12 DOI: 10.1088/1748-3190/ad51be
Kübra Karadağ, Özgür Tamer

Swarm robots are frequently preferred for the exploration of harsh environments and search and rescue operations. This study explores the factors that influence the movement strategies of autonomous robot swarms and their impact on swarm distribution in the field, employing simulation-based analysis. The research consists of two parts: initially, robots undergo free-fall as passive entities, followed by a phase where they employ predefined movement strategies from their fall positions. The study aims to investigate how the initial position and related parameters affect movement characteristics and the ultimate swarm distribution. To achieve this objective, four parameters-radius, height, mass, and the Coefficient of Restitution-were identified, each assigned three different values. The study observes the effects of these parameters on robot motion, considering motion strategies such as Random Walk, Levy Walk, Markov Process, and Brownian Motion. Results indicate that increasing parameter values induce changes in the position values of the free-falling swarm in the first part, which is the initial position for the second part, influencing movement strategies in diverse ways. The outcomes are analyzed concerning the radial and angular spread of the robots. Radial spread measures how far swarm elements spread from their initial positions, while angular spread indicates how homogeneously the robots are distributed according to the polar angle. The study comprehensively investigates how the movement strategies of autonomous robot swarms are impacted by parameters and how these effects manifest in the results. The findings are anticipated to enhance the effective utilization of autonomous robot swarms in exploration missions.

在恶劣环境的探索和搜救行动中,蜂群机器人经常受到青睐。本研究采用基于仿真的分析方法,探讨了影响自主 机器人群运动策略的因素及其对机器人群在野外分布的影响。 研究由两部分组成:首先,机器人作为被动实体进行自由落体运动,然后是一个 阶段,机器人从落体位置开始采用预定义的运动策略。研究旨在探讨初始位置和相关参数如何影响运动特性和最终的蜂群分布。为了实现这一目标,我们确定了四个参数--半径、高度、质量和恢复系数,每个参数都有三个不同的值。研究观察了这些参数对机器人运动的影响,并考虑了随机行走、列维行走、马尔可夫过程和布朗运动等运动策略。结果表明,参数值的增加会引起自由落体蜂群在第一部分(即第二部分的初始 位置)的位置值发生变化,从而对运动策略产生不同的影响。分析结果涉及机器人的径向和角向散布。径向散布衡量的是蜂群元素从初始位置向外散布的程度,而角度散布则表示机器人根据极角分布的均匀程度。该研究全面探讨了自主机器人群的运动策略如何受到参数的影响,以及这些影响如何在结果中体现出来。研究结果有望提高自主机器人群在探索任务中的有效利用:蜂群机器人、自主机器人、随机行走、列维行走、布朗运动、马尔可夫 过程。
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引用次数: 0
Utilising redundancy in musculoskeletal systems for adaptive stiffness and muscle failure compensation: a model-free inverse statics approach. 利用肌肉骨骼系统中的冗余来实现自适应刚度和肌肉失效补偿:一种无模型逆静力学方法。
IF 3.4 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-06-10 DOI: 10.1088/1748-3190/ad5129
Elijah Almanzor, Taku Sugiyama, Arsen Abdulali, Mitsuhiro Hayashibe, Fumiya Iida

Vertebrates possess a biomechanical structure with redundant muscles, enabling adaptability in uncertain and complex environments. Harnessing this inspiration, musculoskeletal systems offer advantages like variable stiffness and resilience to actuator failure and fatigue. Despite their potential, the complex structure presents modelling challenges that are difficult to explicitly formulate and control. This difficulty arises from the need for comprehensive knowledge of the musculoskeletal system, including details such as muscle arrangement, and fully accessible muscle and joint states. Whilst existing model-free methods do not need explicit formulations, they also underutilise the benefits of muscle redundancy. Consequently, they necessitate retraining in the event of muscle failure and require manual tuning of parameters to control joint stiffness limiting their applications under unknown payloads. Presented here is a model-free local inverse statics controller for musculoskeletal systems, employing a feedforward neural network trained on motor babbling data. Experiments with a musculoskeletal leg model showcase the controller's adaptability to complex structures, including mono and bi-articulate muscles. The controller can compensate for changes such as weight variations, muscle failures, and environmental interactions, retaining reasonable accuracy without the need for any additional retraining.

脊椎动物拥有冗余肌肉的生物力学结构,能够在不确定和复杂的环境中实现适应性。利用这一灵感,肌肉骨骼系统具有可变刚度和对致动器故障和疲劳的恢复能力等优势。这种困难源于需要全面了解肌肉骨骼系统,包括肌肉排列等细节,以及完全可访问的肌肉和关节状态。 虽然现有的无模型方法不需要明确的公式,但它们也没有充分利用肌肉冗余的优势。 因此,在肌肉失效的情况下,它们需要重新训练,并需要手动调整参数以控制关节刚度,这限制了它们在未知有效载荷下的应用。 这里介绍的是一种适用于肌肉骨骼系统的无模型局部逆静力学控制器,它采用了一个根据运动咿呀学语数据训练的前馈神经网络。用肌肉骨骼腿部模型进行的实验展示了控制器对复杂结构的适应性,包括单关节和双关节肌肉。控制器可以补偿重量变化、肌肉失效和环境相互作用等变化,保持合理的精确度,无需额外的再训练。
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引用次数: 0
Real-time position and pose prediction for a self-propelled undulatory swimmer in 3D space with artificial lateral line system. 利用人工侧线系统对三维空间中的自航起伏游泳者进行实时位置和姿势预测。
IF 3.4 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-06-05 DOI: 10.1088/1748-3190/ad493b
Ruosi Liu, Yang Ding, Guangming Xie

This study aims to investigate the feasibility of using an artificial lateral line (ALL) system for predicting the real-time position and pose of an undulating swimmer with Carangiform swimming patterns. We established a 3D computational fluid dynamics simulation to replicate the swimming dynamics of a freely swimming mackerel under various motion parameters, calculating the corresponding pressure fields. Using the simulated lateral line data, we trained an artificial neural network to predict the centroid coordinates and orientation of the swimmer. A comprehensive analysis was further conducted to explore the impact of sensor quantity, distribution, noise amplitude and sampling intervals of the ALL array on predicting performance. Additionally, to quantitatively assess the reliability of the localization network, we trained another neural network to evaluate error magnitudes for different input signals. These findings provide valuable insights for guiding future research on mutual sensing and schooling in underwater robotic fish.

本研究旨在探讨使用人工侧线系统预测具有鲤鱼状游泳模式的起伏游泳者的实时位置和姿势的可行性。我们建立了一个三维计算流体动力学模拟,以复制自由游动的鲭鱼在各种运动参数下的游动动态,并计算相应的压力场。利用模拟的侧线数据,我们训练了一个人工神经网络来预测游鱼的中心点坐标和方向。我们进一步进行了综合分析,以探讨人工侧线阵列的传感器数量、分布、噪声幅度和采样间隔对预测性能的影响。此外,为了定量评估定位网络的可靠性,我们训练了另一个神经网络,以评估不同输入信号的误差幅度。这些发现为指导未来水下机器鱼的互感和求学研究提供了宝贵的见解。
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Bioinspiration & Biomimetics
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