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Expansion of Self-assembled Structures of Heteroarray NdFeB Semicircular Arc Magnetic Minirobots 扩展异方阵钕铁硼半圆弧磁性微型机器人的自组装结构
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-05-31 DOI: 10.1007/s42235-024-00544-0
Wenguang Yang, Huibin Liu, Qinghao Guo, Wenhao Wang, Haibo Yu, Anqin Liu

Researching the cooperative operation and functional expansion of multiple minirobot assemblies has the potential to bring about significant advancements in the practical applications of minirobots. In this study, we present a novel assembly system comprised of arc-shaped NdFeB magnetic minirobots. These minirobots can be individually utilized as assembly units, allowing for function expansion and comprehensive capability enhancement. We fabricate four Semicircular Arc Magnetic Minirobots (SAMM) arranged in different configurations and analyze their force and motion characteristics. Furthermore, by using this unit as a base, various expansion structures such as latches, petals, and rings can be assembled through reasonable combinations. We define the comprehensive reinforcement interval by comparatively analyzing changes in the unit’s motion characteristics and operational capabilities. Precise motion manipulation is employed to verify the rationality of the basic unit structure and the feasibility of the assembly scheme. Our proposed self-assembly scheme for magnetic minirobots exhibits great potential and may be used as a paradigm for future research on expanding the functionality of minirobots.

研究多个微型机器人组件的协同运行和功能扩展,有可能为微型机器人的实际应用带来重大进展。在这项研究中,我们提出了一种由弧形钕铁硼磁性微型机器人组成的新型装配系统。这些微型机器人可作为组装单元单独使用,从而实现功能扩展和综合能力提升。我们制作了四个以不同配置排列的半圆弧形磁性微型机器人(SAMM),并分析了它们的力和运动特性。此外,以该单元为基础,还可以通过合理组合,组装出各种扩展结构,如锁扣、花瓣和圆环等。我们通过比较分析单元运动特性和操作能力的变化来确定综合加固区间。通过精确的运动操作来验证基本单元结构的合理性和组装方案的可行性。我们提出的磁性微型机器人自组装方案具有巨大的潜力,可作为未来扩展微型机器人功能研究的范例。
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引用次数: 0
Design, Testing and Control of a Magnetorheological Damper for Knee Prostheses 膝关节假体磁流变阻尼器的设计、测试和控制
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-05-30 DOI: 10.1007/s42235-024-00535-1
Hounan Song, Yu Cao, Wei Chen, Lei Ren, Yongxin Ma, Kunyang Wang, Xu Wang, Yao Zhang, Luquan Ren

This study aims to develop a magnetorheological (MR) damper for semi-active knee prostheses to restore the walking ability of transfemoral amputees. The core dimensions of the MR damper were determined via theoretical magnetic field calculations, and the theoretical relationship between current and joint torque was derived through electromagnetic simulation. Then, a physical prototype of the semi-active prosthetic knee equipped with the MR damper was manufactured. Based on the data obtained from angle sensor, pressure sensor (loadcell), and inertial measurement unit (IMU) on the prosthesis, a matching control algorithm is developed. The joint torque of the MR damper can be adaptively adjusted according to the walking speed of the amputee, allowing the amputee to realize a natural gait. The effectiveness of the control program was verified by the ADAMS and MATLAB co-simulation. The results of the test and simulation show that the MR damper can provide sufficient torque needed for normal human activities.

本研究旨在开发一种用于半主动膝关节假体的磁流变阻尼器,以恢复经股截肢者的行走能力。通过理论磁场计算确定了磁流变阻尼器的核心尺寸,并通过电磁模拟推导出电流与关节扭矩之间的理论关系。然后,制造出了装有磁共振减振器的半主动假膝实物原型。根据从假肢上的角度传感器、压力传感器(称重传感器)和惯性测量单元(IMU)获得的数据,开发了一种匹配控制算法。磁共振阻尼器的关节扭矩可根据截肢者的行走速度进行自适应调节,使截肢者实现自然步态。控制程序的有效性通过 ADAMS 和 MATLAB 协同仿真进行了验证。测试和仿真结果表明,磁共振阻尼器可以提供正常人体活动所需的足够扭矩。
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引用次数: 0
Salp Swarm Incorporated Adaptive Dwarf Mongoose Optimizer with Lévy Flight and Gbest-Guided Strategy 具有莱维飞行和 Gbest 指导策略的 Salp 蜂群集成自适应矮獴优化器
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-05-30 DOI: 10.1007/s42235-024-00545-z
Gang Hu, Yuxuan Guo, Guanglei Sheng

In response to the shortcomings of Dwarf Mongoose Optimization (DMO) algorithm, such as insufficient exploitation capability and slow convergence speed, this paper proposes a multi-strategy enhanced DMO, referred to as GLSDMO. Firstly, we propose an improved solution search equation that utilizes the Gbest-guided strategy with different parameters to achieve a trade-off between exploration and exploitation (EE). Secondly, the Lévy flight is introduced to increase the diversity of population distribution and avoid the algorithm getting stuck in a local optimum. In addition, in order to address the problem of low convergence efficiency of DMO, this study uses the strong nonlinear convergence factor Sigmaid function as the moving step size parameter of the mongoose during collective activities, and combines the strategy of the salp swarm leader with the mongoose for cooperative optimization, which enhances the search efficiency of agents and accelerating the convergence of the algorithm to the global optimal solution (Gbest). Subsequently, the superiority of GLSDMO is verified on CEC2017 and CEC2019, and the optimization effect of GLSDMO is analyzed in detail. The results show that GLSDMO is significantly superior to the compared algorithms in solution quality, robustness and global convergence rate on most test functions. Finally, the optimization performance of GLSDMO is verified on three classic engineering examples and one truss topology optimization example. The simulation results show that GLSDMO achieves optimal costs on these real-world engineering problems.

针对矮獴优化算法(DMO)存在的探索能力不足、收敛速度慢等缺点,本文提出了一种多策略增强型 DMO,简称 GLSDMO。首先,我们提出了一个改进的求解搜索方程,利用不同参数的 Gbest 引导策略来实现探索和开发(EE)之间的权衡。其次,我们引入了莱维飞行来增加种群分布的多样性,避免算法陷入局部最优。此外,针对 DMO 收敛效率低的问题,本研究使用强非线性收敛因子 Sigmaid 函数作为 Mongoose 在集体活动时的移动步长参数,并将 salp 蜂群领导者策略与 Mongoose 合作优化相结合,提高了代理的搜索效率,加速了算法向全局最优解(Gbest)的收敛。随后,在 CEC2017 和 CEC2019 上验证了 GLSDMO 的优越性,并详细分析了 GLSDMO 的优化效果。结果表明,在大多数测试函数上,GLSDMO 在求解质量、鲁棒性和全局收敛率方面明显优于对比算法。最后,在三个经典工程实例和一个桁架拓扑优化实例中验证了 GLSDMO 的优化性能。仿真结果表明,GLSDMO 在这些实际工程问题上实现了最优成本。
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引用次数: 0
Friction and Deformation Behavior of Human Skin During Robotic Sliding Massage Operation 机器人滑动按摩操作时人体皮肤的摩擦和变形行为
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-05-30 DOI: 10.1007/s42235-024-00530-6
Jingmei Zhai, Rixing Li, Ziqing Su

This study investigates the friction and deformation behavior of the skin in contact with a rigid massage ball and its influencing factors. Pressing and stretching experiments were conducted using a collaborative robot experimental platform. The experiments encompassed a loading normal force range of 2 N to 18 N and a sliding speed range of 10 mm/s to 20 mm/s. The friction response curve exhibits two different stages: static stick state and dynamic stick-slip stage, both of which have been mathematically modeled. By analyzing the experimental data, we analyzed the effects of elastic modulus, sliding speed and normal loading force on skin tangential friction and tensile deformation. The results indicate that as the normal load increases, both friction and deformation exhibit an increase. Conversely, they decrease with an increase in elastic modulus. Notably, while deformation diminishes with higher sliding speed, friction force remains relatively unaffected by velocity. This observation can be attributed to the strain rate sensitivity resulting from the viscoelastic characteristics of the skin under substantial deformation. This study advances the understanding of friction and deformation behavior during skin friction, offering valuable insights to enhance the operational comfort of massage robots.

本研究探讨了皮肤与刚性按摩球接触时的摩擦和变形行为及其影响因素。使用协作机器人实验平台进行了按压和拉伸实验。实验的加载法向力范围为 2 N 至 18 N,滑动速度范围为 10 mm/s 至 20 mm/s。摩擦响应曲线表现出两个不同的阶段:静态粘滞状态和动态粘滑阶段,这两个阶段都已经过数学建模。通过分析实验数据,我们分析了弹性模量、滑动速度和法向加载力对表皮切向摩擦力和拉伸变形的影响。结果表明,随着法向载荷的增加,摩擦力和变形量都会增加。相反,它们会随着弹性模量的增加而减小。值得注意的是,虽然变形随着滑动速度的增加而减小,但摩擦力却相对不受速度的影响。这一观察结果可归因于皮肤在大幅变形时的粘弹性特征所产生的应变速率敏感性。这项研究加深了人们对皮肤摩擦过程中摩擦和变形行为的理解,为提高按摩机器人的操作舒适度提供了宝贵的见解。
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引用次数: 0
Perception-Driven Learning of High-Dynamic Jumping Motions for Single-Legged Robots 单腿机器人高动态跳跃动作的感知驱动学习
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-05-29 DOI: 10.1007/s42235-024-00541-3
Nengxiang Sun, Fei Meng, Sai Gu, Botao Liu, Xuechao Chen, Zhangguo Yu, Qiang Huang

Legged robots show great potential for high-dynamic motions in continuous interaction with the physical environment, yet achieving animal-like agility remains significant challenges. Legged animals usually predict and plan their next locomotion by combining high-dimensional information from proprioception and exteroception, and adjust the stiffness of the body’s skeletal muscle system to adapt to the current environment. Traditional control methods have limitations in handling high-dimensional state information or complex robot motion that are difficult to plan manually, and Deep Reinforcement Learning (DRL) algorithms provide new solutions to robot motioncontrol problems. Inspired by biomimetics theory, we propose a perception-driven high-dynamic jump adaptive learning algorithm by combining DRL algorithms with Virtual Model Control (VMC) method. The robot will be fully trained in simulation to explore its motion potential by learning the factors related to continuous jumping while knowing its real-time jumping height. The policy trained in simulation is successfully deployed on the bio-inspired single-legged robot testing platform without further adjustments. Experimental results show that the robot can achieve continuous and ideal vertical jumping motion through simple training

在与物理环境的持续互动中,腿部机器人在高动态运动方面展现出巨大潜力,但要实现动物般的敏捷性仍是一项重大挑战。有腿动物通常通过结合本体感觉和外部感觉的高维信息来预测和规划下一步运动,并调整身体骨骼肌系统的硬度以适应当前环境。传统的控制方法在处理人工难以规划的高维状态信息或复杂机器人运动时存在局限性,而深度强化学习(DRL)算法为机器人运动控制问题提供了新的解决方案。受生物仿生学理论的启发,我们将 DRL 算法与虚拟模型控制(VMC)方法相结合,提出了一种感知驱动的高动态跃迁自适应学习算法。在了解机器人实时跳跃高度的同时,通过学习与连续跳跃相关的因素,机器人将在仿真中接受全面训练,以挖掘其运动潜力。仿真训练后的策略无需进一步调整,即可成功部署到生物启发单足机器人测试平台上。实验结果表明,通过简单的训练,机器人可以实现理想的连续垂直跳跃运动。
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引用次数: 0
Understanding the Recovery of the Intervertebral Disc: A Comprehensive Review of In Vivo and In Vitro Studies 了解椎间盘的恢复:体内和体外研究综述
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-05-28 DOI: 10.1007/s42235-024-00542-2
Faten Feki, Fahmi Zaïri, Abderrahman Tamoud, Melissa Moulart, Rym Taktak, Nader Haddar, Fahed Zaïri

Within the consistent daily rhythm of human life, intervertebral discs endure a variety of complex loads beyond the influences of gravity and muscle forces, leading to significant morphological changes (in terms of volume, area, and height) as well as biomechanical alterations, including an increase in disc stiffness and a decrease in intradiscal pressure. Remarkably, the discs demonstrate an ability to regain their original morphological and biomechanical characteristics after a period of nocturnal rest. The preservation of normal disc function is critically dependent on this recovery phase, which serves to forestall premature disc degeneration. This phenomenon of disc recovery has been extensively documented through numerous in vivo studies employing advanced clinical techniques such as Magnetic Resonance Imaging (MRI), stadiometry, and intradiscal pressure measurement. However, the findings from in vitro studies present a more complex picture, with reports varying between full recovery and only partial recuperation of the disc properties. Moreover, research focusing on degenerated discs in vitro has shed light on the quantifiable impact of degeneration on the disc ability to recover. Fluid dynamics within the disc are considered a primary factor in recovery, yet the disc intricate multiscale structure and its viscoelastic properties also play key roles. These elements interact in complex ways to influence the recovery mechanism, particularly in relation to the overall health of the disc. The objective of this review is to collate, analyze, and critically evaluate the existing body of in vivo and in vitro research on this topic, providing a comprehensive understanding of disc recovery processes. Such understanding offers a blueprint for future advancements in medical treatments and bionic engineering solutions designed to mimic, support, and enhance the natural recovery processes of intervertebral discs.

在人类日常生活的节奏中,椎间盘承受着重力和肌肉力之外的各种复杂负荷,导致其形态(体积、面积和高度)和生物力学发生显著变化,包括椎间盘硬度增加和椎间盘内压力降低。值得注意的是,在夜间休息一段时间后,椎间盘能够恢复其原有的形态和生物力学特征。保持正常的椎间盘功能关键取决于这一恢复阶段,它可以防止椎间盘过早退化。采用磁共振成像(MRI)、stadiometry 和椎间盘内压力测量等先进临床技术进行的大量体内研究已广泛记录了这种椎间盘恢复现象。然而,体外研究的结果却呈现出更为复杂的情况,报告中的椎间盘特性既有完全恢复,也有部分恢复。此外,针对退化椎间盘的体外研究也揭示了退化对椎间盘恢复能力的量化影响。椎间盘内的流体动力学被认为是恢复的主要因素,然而椎间盘错综复杂的多尺度结构及其粘弹性也起着关键作用。这些因素以复杂的方式相互作用,影响恢复机制,特别是与椎间盘的整体健康有关的机制。本综述的目的是整理、分析和批判性评估有关该主题的现有体内和体外研究,提供对椎间盘恢复过程的全面理解。这种理解为未来医学治疗和仿生工程解决方案的进步提供了蓝图,旨在模仿、支持和增强椎间盘的自然恢复过程。
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引用次数: 0
Aerodynamic Performance of Three Flapping Wings with Unequal Spacing in Tandem Formation 串联编队中间距不等的三个扇动翼的空气动力性能
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-05-27 DOI: 10.1007/s42235-024-00522-6
Min Chang, Ziyi Xu, Zengshuang Chen, Li Li, Xueguang Meng

To better understand the aerodynamic reasons for highly organized movements of flying organisms, the three-flapping wing system in tandem formation was studied numerically in this paper. Different from previous relevant studies on the multiple flapping wings that are equally spaced, this study emphasizes the impact of unequal spacing between individuals on the aerodynamics of each individual wing as well as the whole system. It is found that swapping the distance between the first and second wing with the distance between the second wing and the rearmost wing does not affect the overall aerodynamic performance, but significantly changes the distribution of aerodynamic benefits across each wing. During the whole flapping cycle, three effects are at play. The narrow channel effect and the downwash effect can promote and weaken the wing lift, respectively, while the wake capture effect can boost the thrust. It also shows that these effects could be manipulated by changing the spacing between adjacent wings. These findings provide a novel way for flow control in tandem formation flight and are also inspiring for designing the formation flight of bionic aircraft.

为了更好地理解飞行生物高度组织化运动的空气动力学原因,本文对串联编队的三拍翼系统进行了数值研究。与以往对等间距多拍翼的相关研究不同,本研究强调个体间不等间距对每个拍翼以及整个系统空气动力学的影响。研究发现,将第一翼和第二翼之间的距离与第二翼和最尾翼之间的距离对调,并不会影响整体气动性能,但会显著改变各翼的气动效益分布。在整个拍打周期中,有三种效应在起作用。窄通道效应和下冲效应可分别促进和削弱机翼升力,而尾流捕获效应则可增强推力。研究还表明,可以通过改变相邻机翼之间的间距来操纵这些效应。这些发现为串联编队飞行中的气流控制提供了一种新方法,对设计仿生飞机的编队飞行也有启发。
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引用次数: 0
Self-Preloading Flexible Attachment Actuator with Multi-Mechanism Hierarchical Structure 采用多机制分层结构的自预加载柔性附件致动器
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-05-27 DOI: 10.1007/s42235-024-00536-0
Zhouyi Wang, Qingsong Yuan, Zhiyuan Weng, Junsheng Yao, Xuan Wu, Lei Li, Weipeng Li, Yiping Feng, Zhendong Dai

Flexible attachment actuators are popular in a wide range of applications, owing to their flexibility and highly reliable attachment. However, their reversible adhesion performance depends on the actual effective contact area and peel angle during operation. Therefore, a good actuator must ensure a uniform and reliable pre-pressure load on an adhesive surface, to increase the effective contact area of the attached surface, thereby maximizing adhesion. This study was inspired by fusion bionics for designing a hierarchical attachment structure with vacuum-adsorption and dry-adhesion mechanisms. The designed structure used the normal force under the negative pressure of a suction cup as a stable source of a pre-pressure load. By optimizing the rigid and flexible structural layers of the attachment structure, a load was applied uniformly to the adhesion area; thus, reliable attachment was achieved by self-preloading. The structure achieved detachment by exploiting the large deformation of a pneumatic structure under a positive pressure. The hierarchical attachment structure achieved up to 85% of the optimal performance of the adhesive surface. Owing to its self-preloading and reliable attachment characteristics, the designed structure can be used as an attachment unit in various complex scenarios, such as small, lightweight climbing platforms and the transport of objects in long, narrow pipelines.

柔性附着执行器因其灵活性和高度可靠的附着而在各种应用中广受欢迎。然而,它们的可逆粘附性能取决于操作过程中的实际有效接触面积和剥离角。因此,一个好的致动器必须确保在粘合表面上产生均匀可靠的预压负荷,以增加附着表面的有效接触面积,从而最大限度地提高粘合力。本研究受融合仿生学的启发,设计了一种具有真空吸附和干式吸附机制的分层吸附结构。所设计的结构利用吸盘负压下的法向力作为稳定的预压载荷源。通过优化吸附结构的刚性和柔性结构层,负载被均匀地施加到吸附区域,从而通过自预加载实现了可靠的吸附。该结构利用气动结构在正压下的大变形实现了脱离。分层附着结构达到了粘合剂表面最佳性能的 85%。由于其自预加载和可靠的附着特性,所设计的结构可用作各种复杂情况下的附着装置,如小型轻质攀爬平台和在狭长管道中运输物体。
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引用次数: 0
Hierarchical Voronoi Structure Inspired by Cat Paw Pads Substantially Enhances Landing Impact Energy Dissipation 受猫爪垫启发的分层 Voronoi 结构可大幅增强着陆冲击能量耗散效果
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-05-27 DOI: 10.1007/s42235-024-00531-5
Da Lu, Baoqing Pei, Yangyang Xu, Mengyuan Hu, Shijia Zhang, Le Zhang, Xin Huang, Yangwei Wang, Xueqing Wu

When a human lands from a high drop, there is a high risk of serious injury to the lower limbs. On the other hand, cats can withstand jumps and falls from heights without being fatally wounded, largely due to their impact-resistant paw pads. The aim of the present study was to investigate the biomechanism of impact resistance in cat paw pads, propose an optimal hierarchical Voronoi structure inspired by the paw pads, and apply the structure to bionic cushioning shoes to reduce the impact force of landing for humans. The microstructure of cat paw pads was observed via tissue section staining, and a simulation model was reconstructed based on CT to verify and optimize the structural cushioning capacity. The distribution pattern, wall thickness of compartments, thickness ratio of epidermis and dermis, and number of compartments in the model were changed and simulated to achieve an optimal composed structure. A bionic sole was 3D-printed, and its performance was evaluated via compression test and a jumping-landing experiment. The results show that cat paw pads are a spherical cap structure, divided from the outside to the inside into the epidermis, dermis, and compartments, each with different cushioning capacities. A finite element simulation of different cushioning structures was conducted in a cylinder with a diameter of 20 mm and a height of 10 mm, featuring a three-layer structure. The optimal configuration of the three layers should have a uniform distribution with 0.3–0.5 mm wall thickness, a 1:1–2 thickness ratio of epidermis and dermis, and 100–150 compartments. A bionic sole with an optimized structure can reduce the peak impact force and delay the peak arrival time. Its energy absorption rate is about 4 times that of standard sole. When jumping 80, 100, and 120 cm, the normalized ground reaction force is also reduced by 8.7%, 12.6% and 15.1% compared with standard shoes. This study provides theoretical and technical support for effective protection against human lower limb landing injuries.

当人类从高处落下时,下肢极有可能受到严重伤害。另一方面,猫能够承受从高处跳下和跌落而不会受到致命伤害,这主要归功于它们的抗冲击爪垫。本研究的目的是研究猫爪垫抗冲击的生物力学,提出一种受猫爪垫启发的最佳分层 Voronoi 结构,并将该结构应用于仿生缓冲鞋,以降低人类着陆时的冲击力。通过组织切片染色观察了猫爪垫的微观结构,并基于CT重建了模拟模型,以验证和优化结构的缓冲能力。对模型中的分布模式、隔层壁厚、表皮和真皮的厚度比以及隔层数量进行了改变和模拟,以获得最佳的组成结构。仿生鞋底经三维打印成型,并通过压缩测试和跳跃着陆实验对其性能进行了评估。结果表明,猫爪垫是一个球形盖结构,从外到里分为表皮层、真皮层和隔层,每个隔层都有不同的缓冲能力。我们在一个直径为 20 毫米、高 10 毫米的圆柱体中对不同的缓冲结构进行了有限元模拟,该圆柱体具有三层结构。三层结构的最佳配置应均匀分布,壁厚为 0.3-0.5 毫米,表皮层和真皮层的厚度比为 1:1-2,有 100-150 个隔间。结构优化的仿生鞋底可以降低冲击力峰值,延迟峰值到达时间。其能量吸收率约为标准鞋底的 4 倍。与标准鞋相比,在跳高 80 厘米、100 厘米和 120 厘米时,归一化地面反作用力也分别降低了 8.7%、12.6% 和 15.1%。这项研究为有效防止人体下肢着地受伤提供了理论和技术支持。
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引用次数: 0
A Learning-based Control Framework for Fast and Accurate Manipulation of a Flexible Object 基于学习的控制框架,用于快速准确地操纵柔性物体
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-05-21 DOI: 10.1007/s42235-024-00534-2
Junyi Wang, Xiaofeng Xiong, Silvia Tolu, Stanislav N. Gorb

This paper presents a learning-based control framework for fast (< 1.5 s) and accurate manipulation of a flexible object, i.e., whip targeting. The framework consists of a motion planner learned or optimized by an algorithm, Online Impedance Adaptation Control (OIAC), a sim2real mechanism, and a visual feedback component. The experimental results show that a soft actor-critic algorithm outperforms three Deep Reinforcement Learning (DRL), a nonlinear optimization, and a genetic algorithm in learning generalization of motion planning. It can greatly reduce average learning trials (to < 20(%) of others) and maximize average rewards (to > 3 times of others). Besides, motion tracking errors are greatly reduced to 13.29(%) and 22.36(%) of constant impedance control by the OIAC of the proposed framework. In addition, the trajectory similarity between simulated and physical whips is 89.09(%). The presented framework provides a new method integrating data-driven and physics-based algorithms for controlling fast and accurate arm manipulation of a flexible object.

本文介绍了一种基于学习的控制框架,用于快速(< 1.5 秒)、准确地操纵柔性物体,即鞭子瞄准。该框架由通过算法学习或优化的运动规划器、在线阻抗适应控制(OIAC)、模拟真实机制和视觉反馈组件组成。实验结果表明,在学习运动规划的泛化方面,软演员批评算法优于三种深度强化学习(DRL)、非线性优化和遗传算法。它可以大大减少平均学习次数(达到其他算法的20倍),最大化平均奖励(达到其他算法的3倍)。此外,通过所提出框架的OIAC,运动跟踪误差被大大降低到恒定阻抗控制的13.29和22.36。此外,模拟和物理鞭子之间的轨迹相似度达到了89.09%。所提出的框架提供了一种整合了数据驱动和基于物理的算法的新方法,用于控制手臂对柔性物体进行快速准确的操纵。
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引用次数: 0
期刊
Journal of Bionic Engineering
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