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A tactile sensing system capable of recognizing objects based on bioinspired self-sensing soft pneumatic actuator. 基于生物启发的自感应软气动致动器,能够识别物体的触觉传感系统。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-07-24 DOI: 10.1088/1748-3190/ad61a8
Meng Yu, Xiang Cheng, Shigang Peng, Liangyu Zhao, Pengfei Wang

Tactile sensors play an important role when robots perform contact tasks, such as physical information collection, force or displacement control to avoid collision. For these manipulations, excessive contact may cause damage while poor contact cause information loss between the robotic end-effector and the objects. Inspired by skin structure and signal transmission method, this paper proposes a tactile sensing system based on the self-sensing soft pneumatic actuator (S-SPA) capable of providing tactile sensing capability for robots. Based on the adjustable height and compliance characteristics of the S-SPA, the contact process is safe and more tactile information can be collected. And to demonstrate the feasibility and advantage of this system, a robotic hand with S-SPAs could recognize different textures and stiffness of the objects by touching and pinching behaviours to collect physical information of the various objects under the positive work states of the S-SPA. The result shows the recognition accuracy of the fifteen texture plates reaches 99.4%, and the recognition accuracy of the four stiffness cuboids reaches 100%by training a KNN model. This safe and simple tactile sensing system with high recognition accuracies based on S-SPA shows great potential in robotic manipulations and is beneficial to applications in domestic and industrial fields.

在机器人执行物理信息收集、力或位移控制以避免碰撞等接触任务时,触觉传感器发挥着重要作用。在这些操作中,过度接触可能会造成损坏,而接触不良则会导致机器人末端执行器与物体之间的信息丢失。受皮肤结构和信号传输方法的启发,本文提出了一种基于自感应软气动执行器(S-SPA)的触觉传感系统,能够为机器人提供触觉传感功能。基于 S-SPA 的可调高度和顺应性特性,可以安全地进行接触并收集准确的触觉信息。为了证明该系统的可行性和优势,装有 S-SPA 的机械手可以在 S-SPA 的正工作状态下,通过触摸和捏合行为识别不同质地和硬度的物体,收集各种物体的物理信息。结果表明,通过训练 KNN 模型,15 块纹理板的识别准确率达到 99.4%,4 个硬度立方体的识别准确率达到 100%。这种基于 S-SPA 的安全、简单且识别准确率高的触觉传感系统在机器人操纵方面具有巨大潜力,有利于在家庭和工业领域的应用。
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引用次数: 0
A review of bioinspired dry adhesives: from achieving strong adhesion to realizing switchable adhesion. 生物启发干粘合剂综述:从实现强粘合力到实现可切换粘合力。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-07-23 DOI: 10.1088/1748-3190/ad62cf
Jinsheng Zhao, Neng Xia, Li Zhang

In the early twenty-first century, extensive research has been conducted on geckos' ability to climb vertical walls with the advancement of microscopy technology. Unprecedented studies and developments have focused on the adhesion mechanism, structural design, preparation methods, and applications of bioinspired dry adhesives. Notably, strong adhesion that adheres to both the principles of contact splitting and stress uniform distribution has been discovered and proposed. The increasing popularity of flexible electronic skins, soft crawling robots, and smart assembly systems has made switchable adhesion properties essential for smart adhesives. These adhesives are designed to be programmable and switchable in response to external stimuli such as magnetic fields, thermal changes, electrical signals, light exposure as well as mechanical processes. This paper provides a comprehensive review of the development history of bioinspired dry adhesives from achieving strong adhesion to realizing switchable adhesion.

二十一世纪初,随着显微镜技术的发展,人们对壁虎攀爬垂直墙壁的能力进行了广泛的研究。前所未有的研究和发展集中于生物启发干粘合剂的粘合机制、结构设计、制备方法和应用。值得注意的是,人们发现并提出了同时遵循接触分裂和应力均匀分布原理的强粘附性。随着柔性电子皮肤、软爬行机器人和智能装配系统的日益普及,智能粘合剂必须具备可切换的粘合特性。这些粘合剂可根据磁场、热变化、电信号、光照射以及机械过程等外部刺激进行编程和切换。本文全面回顾了生物启发干粘合剂从实现强粘合力到实现可切换粘合力的发展历程。
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引用次数: 0
Propulsion mechanism of artificial flagellated micro-swimmers actuated by acoustic waves-theory and experimental verification. 声波驱动人工鞭毛虫微型游泳器的推进机制--理论与实验验证。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-07-23 DOI: 10.1088/1748-3190/ad622d
Jinan Liu, Yiqiang Fu, Yifei Wu, Haihui Ruan

This work examines the acoustically actuated motions of artificial flagellated micro-swimmers (AFMSs) and compares the motility of these micro-swimmers with the predictions based on the corrected resistive force theory (RFT) and the bar-joint model proposed in our previous work. The key ingredient in the theory is the introduction of a correction factorKin drag coefficients to correct the conventional RFT so that the dynamics of an acoustically actuated AFMS with rectangular cross-sections can be accurately modeled. Experimentally, such AFMSs can be easily manufactured based on digital light processing of ultra-violet (UV)-curable resins. We first determined the viscoelastic properties of a UV-cured resin through dynamic mechanical analysis. In particular, the high-frequency storage moduli and loss factors were obtained based on the assumption of time-temperature superposition (TTS), which were then applied in theoretical calculations. Though the extrapolation based on the TTS implied the uncertainty of high-frequency material response and there is limited accuracy in determining head oscillation amplitude, the differences between the measured terminal velocities of the AFMSs and the predicted ones are less than 50%, which, to us, is well acceptable. These results indicate that the motions of acoustic AFMS can be predicted, and thus, designed, which pave the way for their long-awaited applications in targeted therapy.

这项研究考察了人工鞭毛虫微型游泳器(AFMSs)的声驱动运动,并将这些微型游泳器的运动与我们之前工作中提出的基于校正阻力理论(CRFT)和条形关节模型的预测进行了比较。该理论的关键要素是引入一个校正因子Kin阻力系数,以校正传统的阻力理论,从而准确模拟矩形横截面声学驱动 AFMS 的动力学。在实验中,这种 AFMS 可以通过紫外光固化树脂的数字光处理(DLP)轻松制造。我们首先通过动态机械分析(DMA)确定了 UV 固化树脂的粘弹性能。特别是根据时间-温度叠加(TTS)假设获得了高频存储模量和损耗因子,并将其应用于理论计算。虽然基于 TTS 的推断意味着高频材料响应的不确定性,而且在确定头部振荡幅度时精度有限,但 AFMS 测量的终端速度与预测的终端速度之间的差异小于 50%,这对我们来说是完全可以接受的。这些结果表明,声学 AFMS 的运动是可以预测的,因此也是可以设计的,这为它们在靶向治疗中期待已久的应用铺平了道路。
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引用次数: 0
Direction-dependent bending resistance of 3D printed bio-inspired composites with asymmetric 3D articulated tiles. 具有非对称三维铰接瓦片的三维打印生物启发复合材料的抗弯曲性与方向有关。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-07-15 DOI: 10.1088/1748-3190/ad5ee7
Richard J Nash, Yaning Li

Inspired by the protective armors in nature, composites with asymmetric 3D articulated tiles attached to a soft layer are designed and fabricated via a multi-material 3D printer. The bending resistance of the new designs are characterized via three-point bending experiments. Bending rigidity, strength, and final deflection of the designs are quantified and compared when loaded in two different in-plane and two different out-of-plane directions. It is found that in general, the designs with articulated tiles show direction-dependent bending behaviors with significantly increased bending rigidity, strength, and deflection to final failure in certain loading directions, as is attributed to the asymmetric tile articulation (asymmetric about the mid-plane of tiles) and an interesting sliding-induced auxetic effect. Analytical, numerical, and experimental analyses are conducted to unveil the underlying mechanisms.

受自然界防护盔甲的启发,我们设计并通过多材料三维打印机制造了软层上附有非对称三维铰接瓦片的复合材料。新设计的抗弯性通过三点弯曲实验进行了表征。在两个不同的平面内和两个不同的平面外方向加载时,对设计的弯曲刚度、强度和最终挠度进行量化和比较。研究发现,一般来说,带有铰接瓦片的设计会表现出与方向相关的弯曲行为,在某些加载方向上,弯曲刚度、强度和最终破坏时的挠度都会显著增加,这归因于非对称瓦片铰接(瓦片中平面的非对称)和有趣的滑动诱导辅助效应。通过分析、数值和实验分析,揭示了其中的内在机理。
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引用次数: 0
Characterization of shark skin properties and biomimetic replication. 鲨鱼皮的特性和生物仿真复制。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-07-15 DOI: 10.1088/1748-3190/ad5c25
Stan R R Baeten, Ana Kochovski, Jovana Jovanova, Aimée Sakes

This review explores the present knowledge of the unique properties of shark skin and possible applications of its functionalities, including drag reduction and swimming efficiency. Tooth-like denticles, with varied morphologies, sizes, and densities across the shark's body, significantly influence the flow and interaction of fluids. Examining dermal denticle morphology, this study unveils the functional properties of real shark skin, including mechanical properties such as stiffness, stress-strain characteristics, and denticle density's impact on tensile properties. The adaptive capabilities of the Mako shark scales, especially in high-speed swimming, are explored, emphasizing their passive flow-actuated dynamic micro-roughness. This research contains an overview of various studies on real shark skin, categorizing them into skin properties, morphology, and hydrodynamics. The paper extends exploration into industrial applications, detailing fabrication techniques and potential uses in vessels, aircraft, and water pipes for friction reduction. Three manufacturing approaches, bio-replicated forming, direct fabrication, and indirect manufacturing, are examined, with 3D printing and photoconfiguration technology emerging as promising alternatives. Investigations into the mechanical properties of shark skin fabrics reveal the impact of denticle size on tensile strength, stress, and strain. Beyond drag reduction, the study highlights the shark skin's role in enhancing thrust and lift during locomotion. The paper identifies future research directions, emphasizing live shark testing and developing synthetic skin with the help of 3D printing incorporating the bristling effect.

这篇综述探讨了目前对鲨鱼皮肤独特性质的了解,以及鲨鱼皮肤功能的可能应用,包括减少阻力和提高游泳效率。鲨鱼全身不同形态、大小和密度的齿状小齿对流体的流动和相互作用有重大影响。这项研究通过考察真皮层的齿状突起形态,揭示了真正鲨鱼皮肤的功能特性,包括机械特性,如硬度、应力应变特性以及齿状突起密度对拉伸特性的影响。研究还探讨了鲭鲨鳞片的适应能力,尤其是在高速游泳时的适应能力,强调了其被动流动的动态微粗糙度。本研究概述了对真实鲨鱼皮肤的各种研究,并将其分为皮肤特性、形态和流体力学三类。论文将探索延伸到工业应用领域,介绍了制造技术以及在船舶、飞机和水管中减少摩擦的潜在用途。论文对生物复制成型、直接制造和间接制造三种制造方法进行了研究,并将三维打印和光子成型技术作为有前途的替代技术。对鲨鱼皮织物机械性能的研究揭示了齿粒大小对拉伸强度、应力和应变的影响。除了减少阻力,研究还强调了鲨鱼皮在运动过程中增强推力和升力的作用。论文指出了未来的研究方向,强调对鲨鱼进行活体测试,并借助三维打印技术开发出具有刚毛效应的合成皮肤。
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引用次数: 0
Leading-edge curvature effect on aerodynamic performance of flapping wings in hover and forward flight. 前缘曲率对悬停和前进飞行中拍翼气动性能的影响。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-07-15 DOI: 10.1088/1748-3190/ad5e50
Reynolds Addo-Akoto, Jong-Seob Han, Jae-Hung Han

This study investigates the role of leading-edge (LE) curvature in flapping wing aerodynamics considering hovering and forward flight conditions. A scaled-up robotic model is towed along its longitudinal axis by a rack gear carriage system. The forward velocity of the robotic model is changed by varying the advance ratioJfrom 0 (hovering) to 1.0. The study reveals that the LE curvature has insignificant influence on the cycle-average aerodynamic lift and drag. However, the time-history lift coefficient shows that the curvature can enhance the lift around the middle of downstroke. This enhanced lift is reduced from 5% to 1.2% asJchanged from 0 to 1.0. Further flow examinations reveal that the LE curvature is beneficial by enhancing circulation only at the outboard wing sections. The enhanced outboard circulation is found to emanate from the less stretched leading-edge vortices (LEVs), weakened trailing-edge vortices (TEVs), and the coherent merging of the tip vortices (TVs) with the minor LEVs as observed from the phase-lock planar digital particle image velocimetry measurements. The far-wake observation shows that the LE curvature enhances the vorticity within the TV, helping to reduce the overall flow fluctuations in the far field. These findings can be extended to explain the predominantly straight LE wing shape with a small amount of curvature only observed near the wing tip for flapping fliers with Re from 103to 104.

本研究考虑了悬停和前进飞行条件,研究了前缘(LE)曲率在拍打翼空气动力学中的作用。一个按比例放大的机器人模型由齿条齿轮小车系统沿纵轴牵引。机器人模型的前进速度随着前进比 J 从 0(悬停)到 1.0 的变化而改变。研究表明,LE 曲率对周期平均气动升力和阻力的影响不大。然而,时间历史升力系数显示,弧度可以增强下冲程中部附近的升力。当 J 从 0 变为 1.0 时,升力从 5%下降到 1.2%。进一步的流动检查显示,LE 曲度只对外侧翼段的环流有益。通过相位锁定平面数字粒子图像测速仪(DPIV)测量发现,外侧环流的增强源于拉伸较小的前缘涡流(LEV)、减弱的后缘涡流(TEV)以及尖端涡流(TV)与次要前缘涡流的连贯合并。远摇观测结果表明,LE曲率增强了TV内的涡度,有助于减少远场的整体流动波动。这些发现可用于解释大多数拍翼飞行器的直LE翼型,只有在翼尖附近观察到少量弯曲。
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引用次数: 0
Bio-inspired design of hard-bodied mobile robots based on arthropod morphologies: a 10 year systematic review and bibliometric analysis. 基于节肢动物形态的硬体移动机器人生物启发设计:10 年系统回顾和文献计量分析。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-07-10 DOI: 10.1088/1748-3190/ad5778
José Cornejo, J Enrique Sierra-Garcia, Francisco Javier Gomez-Gil, Alfredo Weitzenfeld, Flor E Acevedo, Ignacio Escalante, Ernesto Recuero, Ingo S Wehrtmann

This research presents a 10-year systematic review based on bibliometric analysis of the bio-inspired design of hard-bodied mobile robot mechatronic systems considering the anatomy of arthropods. These are the most diverse group of animals whose flexible biomechanics and adaptable morphology, thus, it can inspire robot development. Papers were reviewed from two international databases (Scopus and Web of Science) and one platform (Aerospace Research Central), then they were classified according to: Year of publication (January 2013 to April 2023), arthropod group, published journal, conference proceedings, editorial publisher, research teams, robot classification according to the name of arthropod, limb's locomotion support, number of legs/arms, number of legs/body segments, limb's degrees of freedom, mechanical actuation type, modular system, and environment adaptation. During the screening, more than 33 000 works were analyzed. Finally, a total of 174 studies (90 journal-type, 84 conference-type) were selected for in-depth study: Insecta-hexapods (53.8%), Arachnida-octopods (20.7%), Crustacea-decapods (16.1%), and Myriapoda-centipedes and millipedes (9.2%). The study reveals that the most active editorials are the Institute of Electrical and Electronics Engineers Inc., Springer, MDPI, and Elsevier, while the most influential researchers are located in the USA, China, Singapore, and Japan. Most works pertained to spiders, crabs, caterpillars, cockroaches, and centipedes. We conclude that 'arthrobotics' research, which merges arthropods and robotics, is constantly growing and includes a high number of relevant studies with findings that can inspire new methods to design biomechatronic systems.

本研究基于文献计量分析,对硬体移动机器人机电一体化系统的生物启发设计进行了长达 10 年的系统综述,其中考虑到了节肢动物的解剖结构。节肢动物是最多样化的动物群体,它们具有灵活的生物力学和适应性强的形态,因此可以为机器人开发提供灵感。我们从两个国际数据库(Scopus 和 Web of Science)和一个平台(Aerospace Research Central)中对论文进行了审查,然后根据以下内容对论文进行了分类:发表年份(2013 年 1 月至 2023 年 4 月)、节肢动物群、发表期刊、会议论文集、编辑出版者、研究团队、根据节肢动物名称进行的机器人分类、肢体运动支持、腿/臂数量、腿/身体节数、肢体自由度、机械驱动类型、模块化系统和环境适应性。在筛选过程中,共分析了 33000 多项作品。最后,共选取了 174 项研究(90 项期刊类,84 项会议类)进行深入研究:昆虫纲--六足类(53.8%),蛛形纲--八足类(20.7%),甲壳纲--十足类(16.1%),以及绵足纲--蜈蚣和千足类(9.2%)。研究显示,最活跃的编辑刊物是电气与电子工程师协会、施普林格、MDPI 和爱思唯尔,而最有影响力的研究人员则分布在美国、中国、新加坡和日本。大多数作品涉及蜘蛛、螃蟹、毛毛虫、蟑螂和蜈蚣。我们的结论是,将节肢动物与机器人技术相结合的 "节肢机器人 "研究正在不断发展,其中包括大量相关研究,其研究结果可为设计生物机电一体化系统提供新方法。
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引用次数: 0
On the analysis and control of a bipedal legged locomotion model via partial feedback linearization. 通过部分反馈线性化分析和控制双足运动模型
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-07-09 DOI: 10.1088/1748-3190/ad5cb6
Hasan Hamzaçebi, Ismail Uyanik, Ömer Morgül

In this study, we introduce a new model for bipedal locomotion that enhances the classical spring-loaded inverted pendulum (SLIP) model. Our proposed model incorporates a damping term in the leg spring, a linear actuator serially interconnected to the leg, and a rotary actuator affixed to the hip. The distinct feature of this new model is its ability to overcome the non-integrability challenge inherent in the conventional SLIP models through the application of partial feedback linearization. By leveraging these actuators, our model enhances the stability and robustness of the locomotion mechanism, particularly when navigating across varied terrain profiles. To validate the effectiveness and practicality of this model, we conducted detailed simulation studies, benchmarking its performance against other recent models outlined in the literature. Our findings suggest that the redundancy in actuation introduced by our model significantly facilitates both open-loop and closed-loop walking gait, showcasing promising potential for the future of bipedal locomotion, especially for bio-inspired robotics applications in outdoor and rough terrains.

在本研究中,我们引入了一种新的双足运动模型,该模型增强了经典的弹簧加载倒摆(SLIP)模型。我们提出的模型在腿部弹簧、与腿部串联的线性致动器和固定在髋部的旋转致动器中加入了阻尼项。这种新模型的显著特点是能够通过应用部分反馈线性化克服传统 SLIP 模型固有的不可控性难题。通过利用这些致动器,我们的模型增强了运动机制的稳定性和鲁棒性,尤其是在穿越不同地形剖面时。为了验证该模型的有效性和实用性,我们进行了详细的模拟研究,并将其性能与文献中概述的其他最新模型进行了比较。我们的研究结果表明,我们的模型引入的执行冗余大大促进了开环和闭环行走步态,为未来的双足运动展示了巨大的潜力,尤其是在户外和崎岖地形中的生物启发机器人应用。
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引用次数: 0
Improving structural damage tolerance and fracture energy via bamboo-inspired void patterns. 通过竹子启发的空隙模式提高结构损伤耐受性和断裂能。
IF 3.1 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-07-09 DOI: 10.1088/1748-3190/ad5ba2
Xiaoheng Zhu, Jiakun Liu, Yucong Hua, Ottman A Tertuliano, Jordan R Raney

Bamboo has a functionally-graded microstructure that endows it with a combination of desirable properties, such as high failure strain, high toughness, and a low density. As a result, bamboo has been widely used in load-bearing structures. In this work, we study the use of bamboo-inspired void patterns to geometrically improve the failure properties of structures made from brittle polymers. We perform finite element analysis and experiments on 3D-printed structures to quantify the effect of the shape and spatial distribution of voids on the fracture behavior. The introduction of periodic, uniformly distributed voids in notched bend specimens leads to a 15-fold increase in the fracture energy relative to solid specimens. Adding a gradient to the pattern of voids leads to a cumulative 55-fold improvement in the fracture energy. Mechanistically, the individual voids result in crack blunting, which suppresses crack initiation, while neighboring voids redistribute stresses throughout the sample to enable large deformation before failure.

竹子具有功能分级的微观结构,使其兼具高破坏应变、高韧性和低密度等理想特性。因此,竹子被广泛应用于承重结构中。在这项工作中,我们研究了如何利用竹子启发的空隙模式从几何角度改善脆性聚合物结构的破坏特性。我们对三维打印结构进行了有限元分析和实验,以量化空隙的形状和空间分布对断裂行为的影响。在凹槽弯曲试样中引入周期性、均匀分布的空隙会导致断裂能相对于实体试样增加 15 倍。在空隙模式中加入梯度,可使断裂能累计提高 55 倍。从机理上讲,单个空隙会导致裂纹钝化,从而抑制裂纹的产生,而相邻空隙则会重新分配整个试样的应力,使试样在断裂前产生较大的变形。此外,我们还在具有激光切割空隙图案的 PMMA 板上进行了定性低能冲击实验,说明这种策略在提高各种材料系统的损伤容限和能量吸收方面具有更广泛的潜力。
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引用次数: 0
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
期刊
Bioinspiration & Biomimetics
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