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Glass Sponge-inspired Auxetic Mechanical Metamaterials for Energy Absorption 用于吸收能量的玻璃海绵启发式辅助机械超材料
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-07-08 DOI: 10.1007/s42235-024-00576-6
Chao Xu, Qiwei Li, Lu Zhang, Qingping Liu, Luquan Ren

The Auxetic Structure (AS) exhibits significant densification strain due to its concave cell architecture, functioning as an effective energy-absorbing metamaterial. However, its limited plateau stress hampers further enhancement of energy absorption. The deep-sea Glass Sponge (GS) has high plateau stress due to its diagonal braces. Inspired by GS, the Glass-Sponge-Auxetic Structure (GSAS) is proposed, featuring concave cells reinforced by diagonal braces to achieve both high plateau stress and densification strain. Different structural configurations incorporating various brace arrangements and thicknesses for GSAS are designed and compared through finite element analysis. An optimal GSAS is achieved with a 0.5 mm strut thickness and an asymmetric arrangement of crossing and uncrossing braces. The GSAS is fabricated using Ti6Al4V through selective laser melting and compared with AS, GS, body-centered cube, and honeycomb in compression tests. The unique bending-stretching deformation and non-simultaneous fracturing pattern results in simultaneous high plateau stress and densification strain, and the highest energy absorption and specific energy absorption. Compared to AS, these values are enhanced by 156% and 75%, respectively. The exceptional energy absorption capability of GSAS presents promising prospects in fields such as automobile collision avoidance and vibration damping, with its customizable cell numbers offering the potential for more specific applications.

磁性结构(Auxetic Structure,AS)因其凹陷的单元结构而表现出显著的致密化应变,可作为一种有效的能量吸收超材料发挥作用。然而,其有限的高原应力阻碍了能量吸收能力的进一步提高。深海玻璃海绵(GS)因其对角支撑而具有较高的高原应力。受玻璃海绵的启发,我们提出了玻璃海绵辅助结构(GSAS),其特点是通过斜撑加固凹面单元,以实现高原应力和致密化应变。通过有限元分析,设计并比较了不同的结构配置,包括不同的支撑排列和厚度。通过 0.5 毫米的支柱厚度以及交叉和非交叉支撑的非对称布置,实现了最佳的 GSAS。通过选择性激光熔融技术使用 Ti6Al4V 制作了 GSAS,并在压缩试验中与 AS、GS、体心立方体和蜂窝进行了比较。独特的弯曲-拉伸变形和非同时断裂模式使其同时具有较高的高原应力和致密化应变,以及最高的能量吸收率和比能量吸收率。与 AS 相比,这两个值分别提高了 156% 和 75%。GSAS 卓越的能量吸收能力为汽车防撞和减震等领域带来了广阔的前景,其可定制的单元数为更多特定应用提供了可能。
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引用次数: 0
Gait Characteristics and Adaptation Strategies of Ants with Missing Legs 缺腿蚂蚁的步态特征和适应策略
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-07-08 DOI: 10.1007/s42235-024-00572-w
Ming Zeng, Chang Meng, Bin Han, Yuanhao Li, Hanshen Yu, Huijia Fu, Shutong Zhong

This paper systematically studies the movement behavior changes of Camponotus japonicus under one or two leg injuries. Firstly, a linear motion channel matching the size of the ants’ legs was designed, and the movements of ants with different leg injuries were captured using high-speed cameras, constructing a comprehensive video dataset of ants’ movements with missing legs. Secondly, stable and reliable motion position information for keypoints on the ants’ bodies and legs was obtained by utilizing low-annotation biometric keypoint detection technology. Finally, by analyzing the filtered gait data, information about the changes in the step locational points areas, phase differences, and duty factors of the injured ants’ remaining legs was obtained. Comparative analysis of the ants’ gait characteristics revealed some common adjustment patterns when the ants were in the injured states. Additionally, the study found that the loss of a foreleg had a significant impact on the ants’ movement. When two legs were missing, the loss of both legs on the same side had a greater effect on movement, whereas symmetric opposite-side leg loss conditions had a lesser impact. The research will provide an important reference for the subsequent design of gait adjustment algorithms for biomimetic multi-legged robots under damaged conditions.

本文系统研究了日本蚂蚁(Camponotus japonicus)在一条腿或两条腿受伤情况下的运动行为变化。首先,设计了与蚂蚁腿部大小相匹配的线性运动通道,并利用高速摄像机捕捉了不同腿部受伤蚂蚁的运动轨迹,构建了完整的缺腿蚂蚁运动视频数据集。其次,利用低标注生物特征关键点检测技术,获得了蚂蚁身体和腿部关键点稳定可靠的运动位置信息。最后,通过对过滤后的步态数据进行分析,获得了受伤蚂蚁残腿的步态定位点区域变化、相位差和职责系数等信息。通过对蚂蚁步态特征的比较分析,发现了蚂蚁在受伤状态下的一些共同调整模式。此外,研究还发现,失去一条前腿对蚂蚁的运动有很大影响。当失去两条腿时,同一侧失去两条腿对运动的影响更大,而对称的对侧失去一条腿的情况影响较小。这项研究将为生物仿生多足机器人在受损条件下步态调整算法的后续设计提供重要参考。
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引用次数: 0
Performance Enhancement of Aquivion-based Ionic Polymer Metal Composites for Cylindrical Actuators 提高用于圆柱形致动器的 Aquivion 基离子聚合物金属复合材料的性能
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-07-02 DOI: 10.1007/s42235-024-00564-w
Xiaojie Tong, Min Yu, Guoxiao Yin, Yuwei Wu, Chengbo Tian, Gengying Wang

As a kind of ionic artificial muscle material, Ionic Polymer–Metal Composites (IPMCs) have the advantages of a low drive current, light weight, and significant flexibility. IPMCs are widely used in the fields of biomedicine, soft robots, etc. However, the displacement and blocking force of the traditional sheet-type Nafion-IPMC need to be improved, and it has the limitation of unidirectional actuation. In this paper, a new type of short side chain Aquivion material is used as the polymer in the IPMC. The cylindrical IPMC is prepared by extrusion technology to improve its actuation performance and realize multi-degree-of-freedom motion. In comparison to the traditional Nafion-IPMC, the ion exchange capacity, specific capacitance, and conductivity of Aquivion-IPMC are improved by 28%, 27%, and 32%, respectively, and the displacement and blocking force are improved by 57% and 25%, respectively. The cylindrical actuators can be deflected in eight directions. This indicates that Aquivion, as a polymer membrane for IPMC, holds significant application potential. By designing a cylindrical IPMC electrode distribution, the multi-degree-of-freedom deflection of IPMC can be realized.

作为一种离子人工肌肉材料,离子聚合物金属复合材料(IPMC)具有驱动电流小、重量轻、柔韧性强等优点。IPMCs 被广泛应用于生物医学、软机器人等领域。然而,传统的片状 Nafion-IPMC 的位移和阻挡力有待改进,而且存在单向驱动的局限性。本文采用新型短侧链 Aquivion 材料作为 IPMC 的聚合物。通过挤压技术制备出圆柱形 IPMC,以改善其驱动性能并实现多自由度运动。与传统的 Nafion-IPMC 相比,Aquivion-IPMC 的离子交换容量、比电容和电导率分别提高了 28%、27% 和 32%,位移和阻挡力分别提高了 57% 和 25%。圆柱形致动器可在八个方向上偏转。这表明 Aquivion 作为用于 IPMC 的聚合物膜,具有巨大的应用潜力。通过设计圆柱形 IPMC 电极分布,可以实现 IPMC 的多自由度偏转。
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引用次数: 0
Research on the Virtual–real Interaction System and Interaction Characteristics of a Single-leg of Quadruped Robots Based on Digital Twin 基于数字孪生的四足机器人单腿虚实交互系统及交互特性研究
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-07-01 DOI: 10.1007/s42235-024-00573-9
Yuhan Dou, Hujiang Wang, Bing Wu, Jiandong Cao, Jinzhu Zhang

Quadruped robots which have flexibility and load-bearing capacity, are regarded as the best mobile platform for remote operation in unstructured and restricted environments. In the process of remote operation of quadruped robots, their status is inevitably influenced by complex environments. To monitor the robot's real-time operation status and make necessary adjustments, this paper focuses on the single-leg of a quadruped robot, proposes a single-leg virtual–real interaction system based on Digital Twin, and studies its virtual–real interaction characteristics. The virtual–reality interaction system contains single-leg physical entity, single-leg virtual model, control system, data service system and communication system, enabling interactive applications for single-leg visual state monitoring and real-time control optimization. This paper creates a high-fidelity model based on the physical entity; provides a system performance analysis method based on the system framework; analyzes virtual–real interaction delay based on communication scheme; conducts stand and jump test based on the single-leg mathematical model and analyzes the interaction characteristics under position/force control. This system provides new insights for real-time monitoring and control optimization of quadruped robots.

四足机器人具有灵活性和承载能力,被认为是在非结构化和受限环境中进行远程操作的最佳移动平台。在四足机器人的远程操作过程中,其状态不可避免地会受到复杂环境的影响。为了实时监测机器人的运行状态并进行必要的调整,本文以四足机器人的单足为研究对象,提出了一种基于数字孪生的单足虚实交互系统,并研究了其虚实交互特性。该虚实交互系统包含单腿物理实体、单腿虚拟模型、控制系统、数据服务系统和通信系统,可实现单腿可视化状态监测和实时控制优化的交互应用。本文创建了基于物理实体的高保真模型;提供了基于系统框架的系统性能分析方法;分析了基于通信方案的虚实交互延迟;基于单腿数学模型进行了站立和跳跃测试,并分析了位置/力控制下的交互特性。该系统为四足机器人的实时监测和控制优化提供了新的见解。
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引用次数: 0
Multi-modal Bionic Motion Analysis of A Cpg-controlled Pneumatic Soft Robot Cpg 控制的气动软体机器人的多模态仿生运动分析
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-06-28 DOI: 10.1007/s42235-024-00567-7
Yu Zhang, Peiyu Huang, Dongjie Li, Jiangyu Zhou, Yu Li, Bo You, Yanhe Zhu

This paper designs a soft robot with a multi-chamber, multi-airbag mimicking soft biological structure, where the airbags of the same chamber are interconnected with each other. The upper and lower chambers are separated by an intermediate layer (thin plate), which is extended and widened to achieve robot movement and balance. By applying pressure to the different chambers of the soft robot, it is possible to produce a variety of bionic movements of the inchworm and caterpillar. Due to the strong nonlinearity and infinite number of degrees of freedom properties of the material, it is impossible to obtain the analytical solution of the bending morphology and pressure of the soft robot directly. Therefore, a method to establish a mathematical model of soft robot deformation based on the classical stacked plate theory is proposed, and a chain composite model of soft robot bending motion is established based on the large-deflection modeling method. This paper proposes a method to generate a multi-mode soft robot motion control based on the Central Pattern Generator (CPG) using a single controller, which achieves the switching of sine wave-like patterns, half-wave-like patterns, and dragging patterns by adjusting frequency, amplitude and period of parameters. Finally, a pneumatic control platform is built for the validation of the theoretical model and different experimental models of the motion of the robot. And comparation of the different motion modes of the soft robot under similar non-load and load conditions.

本文设计了一种具有多腔多气囊的软体机器人,模仿软体生物结构,同一腔室的气囊相互连接。上腔和下腔之间由中间层(薄板)隔开,中间层被加长和加宽,以实现机器人的移动和平衡。通过对软体机器人的不同腔室施加压力,可以实现尺蠖和毛虫的各种仿生运动。由于材料的强非线性和无限自由度特性,无法直接获得软机器人弯曲形态和压力的解析解。因此,本文提出了一种基于经典叠板理论建立软体机器人变形数学模型的方法,并基于大挠度建模方法建立了软体机器人弯曲运动的链式复合模型。本文提出了一种基于中央模式发生器(CPG)的多模式软机器人运动控制方法,使用单个控制器,通过调整频率、振幅和周期等参数,实现正弦波样模式、半波样模式和拖曳模式的切换。最后,建立了一个气动控制平台,用于验证机器人运动的理论模型和不同的实验模型。并对软体机器人在类似非负载和负载条件下的不同运动模式进行比较。
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引用次数: 0
Influence of Biomimetic Apatite Coating on the Biobehavior of TiO2 Scaffolds 仿生磷灰石涂层对二氧化钛支架生物行为的影响
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-06-28 DOI: 10.1007/s42235-024-00547-x
Shima Mahtabian, Seyed Mehdi Mirhadi, Nahid Hassanzadeh Nemati, Melika Sharifi, Fariborz Tavangarian

Immersion of scaffolds in Simulated Body Fluid (10SBF) is a standardized method for evaluating their bioactivity, simulating in vivo conditions where apatite deposits can be formed on the surface of scaffold, facilitating bone integration and ensuring their suitability for bone implant purposes, ultimately contributing to long-term implant success. The effect of apatite deposition on bioactivity and cell behavior of TiO2 scaffolds was studied. Scaffolds were soaked in 10SBF for different durations to form HAP layer on their surface. The results proved the development of a hydroxyapatite film resembling the mineral composition of bone Extracellular Matrix (ECM) on the TiO2 scaffolds. The XRD test findings showed the presence of hydroxyapatite layer similar to bone at the depth of 10 nm. A decrease in the specific surface area (18.913 m2g− 1), the total pore volume (0.045172 cm3g− 1 (at p/p0 = 0.990)), and the mean pore diameter (9.5537 nm), were observed by BET analysis which confirmed the formation of the apatite layer. It was found that titania scaffolds with HAP coating promoted human osteosarcoma bone cell (MG63) cell attachment and growth. It seems that immersing the scaffolds in 10SBF to form HAP coating before utilizing them for bone tissue engineering applications might be a good strategy to promote bioactivity, cell attachment, and implant fixation.

将支架浸泡在模拟体液(10SBF)中是一种评估其生物活性的标准化方法,它模拟了在支架表面形成磷灰石沉积的体内条件,有利于骨整合并确保其适合骨植入目的,最终有助于长期植入成功。研究了磷灰石沉积对二氧化钛支架生物活性和细胞行为的影响。将支架在 10SBF 中浸泡不同的时间,使其表面形成 HAP 层。结果表明,在二氧化钛支架上形成的羟基磷灰石膜与骨细胞外基质(ECM)的矿物成分相似。XRD 测试结果表明,在 10 纳米深度存在与骨骼相似的羟基磷灰石层。通过 BET 分析,观察到比表面积(18.913 m2g- 1)、总孔体积(0.045172 cm3g- 1(p/p0 = 0.990))和平均孔直径(9.5537 nm)均有所下降,这证实了磷灰石层的形成。研究发现,具有 HAP 涂层的二氧化钛支架能促进人骨肉瘤骨细胞(MG63)的附着和生长。看来,在将支架用于骨组织工程应用之前,将其浸泡在 10SBF 中以形成 HAP 涂层可能是促进生物活性、细胞附着和植入物固定的一个好策略。
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引用次数: 0
Performance-based Assistance Control for Upper Limb Robotic Mirror Therapy 基于性能的上肢机器人镜像治疗辅助控制
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-06-25 DOI: 10.1007/s42235-024-00568-6
Sixian Fei, Qing Sun, Yichen Zhang, Huanian Cai, Shuai Guo, Xianhua Li

As an effective therapy for treating unilateral neglect, Mirror Therapy (MT) is employed in the upper limb motor function rehabilitation of hemiplegic patients. However, traditional MT has a serious limitation—the Impaired Limb (IL) doesn’t actually move. In this study, a novel performance-based assistance strategy suitable for Robotic Mirror Therapy (RMT) based on MT is proposed. A guiding assistance based on the progress difference HL and IL is constructed in trajectory guidance, and a multi-stiffness region correction force field based on trajectory tracking error is designed to constrain IL’s deviation from the intended path in trajectory correction assistance. To validate the presented strategy, a series of experiments on a RMT system based on the end-effector upper limb rehabilitation robot are conducted. The results verify the performance and feasibility of this strategy.

镜像疗法(MT)是治疗单侧疏忽的一种有效疗法,被用于偏瘫患者的上肢运动功能康复。然而,传统的镜像疗法有一个严重的局限性--受损肢体(IL)实际上并不会移动。本研究提出了一种基于性能的新型辅助策略,适用于基于 MT 的机器人镜像疗法(RMT)。在轨迹引导中,构建了基于 HL 和 IL 进度差的引导辅助;在轨迹修正辅助中,设计了基于轨迹跟踪误差的多刚度区域修正力场,以限制 IL 偏离预定路径。为了验证所提出的策略,在基于末端执行器上肢康复机器人的 RMT 系统上进行了一系列实验。实验结果验证了该策略的性能和可行性。
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引用次数: 0
Improved Runge Kutta Optimization Using Compound Mutation Strategy in Reinforcement Learning Decision Making for Feature Selection 在特征选择的强化学习决策中使用复合突变策略改进 Runge Kutta 优化方法
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-06-25 DOI: 10.1007/s42235-024-00555-x
Jinpeng Huang, Yi Chen, Ali Asghar Heidari, Lei Liu, Huiling Chen, Guoxi Liang

Runge Kutta Optimization (RUN) is a widely utilized metaheuristic algorithm. However, it suffers from these issues: the imbalance between exploration and exploitation and the tendency to fall into local optima when it solves real-world optimization problems. To address these challenges, this study aims to endow each individual in the population with a certain level of intelligence, allowing them to make autonomous decisions about their next optimization behavior. By incorporating Reinforcement Learning (RL) and the Composite Mutation Strategy (CMS), each individual in the population goes through additional self-improvement steps after completing the original algorithmic phases, referred to as RLRUN. That is, each individual in the RUN population is trained intelligently using RL to independently choose three different differentiation strategies in CMS when solving different problems. To validate the competitiveness of RLRUN, comprehensive empirical tests were conducted using the IEEE CEC 2017 benchmark suite. Extensive comparative experiments with 13 conventional algorithms and 10 advanced algorithms were conducted. The experimental results demonstrated that RLRUN excels in convergence accuracy and speed, surpassing even some champion algorithms. Additionally, this study introduced a binary version of RLRUN, named bRLRUN, which was employed for the feature selection problem. Across 24 high-dimensional datasets encompassing UCI datasets and SBCB machine learning library microarray datasets, bRLRUN occupies the top position in classification accuracy and the number of selected feature subsets compared to some algorithms. In conclusion, the proposed algorithm demonstrated that it exhibits a strong competitive advantage in high-dimensional feature selection for complex datasets.

Runge Kutta 优化(RUN)是一种广泛使用的元启发式算法。然而,它也存在这些问题:探索和利用之间的不平衡,以及在解决实际优化问题时容易陷入局部最优状态。为了应对这些挑战,本研究旨在赋予群体中的每个个体一定程度的智能,使其能够自主决定下一步的优化行为。通过结合强化学习(RL)和复合突变策略(CMS),种群中的每个个体在完成原始算法阶段后,都会经历额外的自我完善步骤,称为 RLRUN。也就是说,RUN 群体中的每个个体都要经过智能训练,在解决不同问题时,利用 RL 在 CMS 中独立选择三种不同的差异化策略。为了验证 RLRUN 的竞争力,我们使用 IEEE CEC 2017 基准套件进行了全面的实证测试。与 13 种传统算法和 10 种先进算法进行了广泛的对比实验。实验结果表明,RLRUN 在收敛精度和速度方面表现出色,甚至超过了一些冠军算法。此外,本研究还引入了 RLRUN 的二进制版本,命名为 bRLRUN,用于特征选择问题。在包括 UCI 数据集和 SBCB 机器学习库微阵列数据集在内的 24 个高维数据集中,与一些算法相比,bRLRUN 在分类准确率和所选特征子集数量上都名列前茅。总之,所提出的算法证明了它在复杂数据集的高维特征选择方面具有很强的竞争优势。
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引用次数: 0
Hybrid Nonlinear Model Predictive Motion Control of a Heavy-duty Bionic Caterpillar-like Robot 重型仿生卡特彼勒机器人的混合非线性模型预测运动控制
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-06-24 DOI: 10.1007/s42235-024-00570-y
Dongyi Li, Kun Lu, Yong Cheng, Huapeng Wu, Heikki Handroos, Songzhu Yang, Yu Zhang, Hongtao Pan

This paper investigates the motion control of the heavy-duty Bionic Caterpillar-like Robot (BCR) for the maintenance of the China Fusion Engineering Test Reactor (CFETR). Initially, a comprehensive nonlinear mathematical model for the BCR system is formulated using a physics-based approach. The nonlinear components of the model are compensated through nonlinear feedback linearization. Subsequently, a fuzzy-based regulator is employed to enhance the receding horizon optimization process for achieving optimal results. A Deep Neural Network (DNN) is trained to address disturbances. Consequently, a novel hybrid controller incorporating Nonlinear Model Predictive Control (NMPC), the Fuzzy Regulator (FR), and Deep Neural Network Feedforward (DNNF), named NMPC-FRDNNF is developed. Finally, the efficacy of the control system is validated through simulations and experiments. The results indicate that the Root Mean Square Error (RMSE) of the controller with FR and DNNF decreases by 33.2 and 48.9%, respectively, compared to the controller without these enhancements. This research provides a theoretical foundation and practical insights for ensuring the future highly stable, safe, and efficient maintenance of blankets.

本文研究了用于中国聚变工程试验堆(CFETR)维护的重型仿生卡特彼勒机器人(BCR)的运动控制。首先,采用基于物理的方法为 BCR 系统建立了一个全面的非线性数学模型。模型中的非线性成分通过非线性反馈线性化得到补偿。随后,采用基于模糊的调节器来增强后退视界优化过程,以获得最佳结果。深度神经网络(DNN)经过训练,可以解决干扰问题。因此,开发出了一种新型混合控制器,其中包含非线性模型预测控制(NMPC)、模糊调节器(FR)和深度神经网络前馈(DNNF),命名为 NMPC-FRDNNF。最后,通过模拟和实验验证了控制系统的功效。结果表明,与未采用 FR 和 DNNF 的控制器相比,采用 FR 和 DNNF 的控制器的均方根误差(RMSE)分别降低了 33.2% 和 48.9%。这项研究为确保未来毯子的高度稳定、安全和高效维护提供了理论基础和实践启示。
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引用次数: 0
Intelligent Optimization of Particle-Jamming-Based Variable Stiffness Module Design Using a Grey-box Model Based on Virtual Work Principle 利用基于虚拟工作原理的灰箱模型对基于粒子干扰的变刚度模块设计进行智能优化
IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-06-24 DOI: 10.1007/s42235-024-00563-x
Hao Huang, Zhenyun Shi, Ziyu Liu, Tianmiao Wang, Chaozong Liu

Soft grippers are favored for handling delicate objects due to their compliance but often have lower load capacities compared to rigid ones. Variable Stiffness Module (VSM) offer a solution, balancing flexibility and load capacity, for which particle jamming is an effective technology for stiffness-tunable robots requiring safe interaction and load capacity. Specific applications, such as rescue scenarios, require quantitative analysis to optimize VSM design parameters, which previous analytical models cannot effectively handle. To address this, a Grey-box model is proposed to analyze the mechanical response of the particle-jamming-based VSM by combining a White-box approach based on the virtual work principle with a Black-box approach that uses a shallow neural network method. The Grey-box model demonstrates a high level of accuracy in predicting the VSM force-height mechanical response curves, with errors below 15% in almost 90% of the cases and a maximum error of less than 25%. The model is used to optimize VSM design parameters, particularly those unexplored combinations. Our results from the load capacity and force distribution comparison tests indicate that the VSM, optimized through our methods, quantitatively meets the practical engineering requirements.

柔性机械手因其顺应性而在处理易碎物体时受到青睐,但与刚性机械手相比,其负载能力往往较低。可变刚度模块(VSM)提供了一种兼顾灵活性和负载能力的解决方案,对于需要安全交互和负载能力的刚度可调机器人来说,粒子干扰是一种有效的技术。具体应用(如救援场景)需要定量分析来优化 VSM 设计参数,而以往的分析模型无法有效处理这些问题。为此,我们提出了一种灰箱模型,通过将基于虚拟工作原理的白箱方法与使用浅层神经网络方法的黑箱方法相结合,分析基于粒子干扰的 VSM 的机械响应。灰箱模型在预测 VSM 力-高度机械响应曲线方面具有很高的准确性,近 90% 的情况下误差低于 15%,最大误差低于 25%。该模型可用于优化 VSM 设计参数,尤其是那些尚未探索的组合参数。载荷能力和力分布对比试验的结果表明,通过我们的方法优化的 VSM 在数量上满足了实际工程要求。
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引用次数: 0
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Journal of Bionic Engineering
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