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Dynamic control simulation of a new joint model with energy recovery during walking, using magnetorheological fluids, for lower limb prosthesis 利用磁流变液体对下肢假肢行走时具有能量回收功能的新型关节模型进行动态控制模拟
IF 2.2 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-08-22 DOI: 10.1007/s40430-024-05126-z
Ionel Cristian Vladu, Cristina Floriana Pană, Cristian Copilusi, Dorian Cojocaru, Liviu Florin Manta, Alexandru Marin Mariniuc

Researchers can now utilize new materials to create innovative models for lower limb prostheses and explore novel ways to use them for efficient dynamic control. To achieve user-friendliness, one area of research focuses on recovering and reusing kinetic walking energy for dynamic control. This paper proposes a new design for a magnetorheological (MR) valve, along with a rotary actuator which offers a dynamic control for a lower limb prosthesis. The design will allow the storage of the energy during heel and mid-foot contact phases and to utilize it during toe support to lift the foot off the ground and establish a balance for the lower limb prosthesis. The energy is transferred through a magnetorheological hydraulic circuit and stored using a pneumatic system. The speed of energy transfer is regulated by magnetorheological valves. A series of MR valve designs were proposed and evaluated experimentally, which allowed the identification of the most suitable variant in the targeted application context. The design of the lower limb prosthesis was simulated using SolidWorks, and its dynamic behavior was analyzed in ANSYS.

现在,研究人员可以利用新材料为下肢假肢创建创新模型,并探索利用新材料实现高效动态控制的新方法。为了实现用户友好性,一个研究领域的重点是回收和再利用行走动能进行动态控制。本文提出了一种磁流变(MR)阀的新设计,以及一种可为下肢假肢提供动态控制的旋转致动器。该设计可在脚跟和脚中部接触阶段储存能量,并在脚趾支撑阶段利用能量将脚抬离地面,为下肢假肢建立平衡。能量通过磁流变液压回路传输,并通过气动系统储存。能量传递的速度由磁流变阀调节。我们提出了一系列磁流变阀设计方案并进行了实验评估,从而确定了最适合目标应用环境的变体。使用 SolidWorks 对下肢假肢的设计进行了模拟,并使用 ANSYS 对其动态行为进行了分析。
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引用次数: 0
Motion planning method and experimental research of medical moxibustion robot of double manipulator arms 双机械臂医用艾灸机器人的运动规划方法与实验研究
IF 2.2 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-08-22 DOI: 10.1007/s40430-024-05139-8
Zhengyao Yi, Haoming Li, Jiasheng Zhu, Bingxing Feng, Jie Cao, Xianshu Lu, Baocheng Wang

In order to alleviate the contradiction between the increasing demand of seafarers for moxibustion physiotherapy and the shortage of moxibustion doctors, a medical double-arm moxibustion robot was designed by using a six-degree-of-freedom mechanical arm and a four-degree-of-freedom mechanical arm to simulate traditional Chinese medicine moxibustion techniques. The robot coordinate system was established by D-H parameter method, and the forward and inverse kinematics of the robot model were calculated. The robot model was established and simulated by Robotics Toolbox in MATLAB. The angular velocity and angular acceleration curves of each joint and the trajectory and displacement of the robot end were obtained, and the feasibility of robot trajectory planning was verified. Through the preliminary design, the collaborative process of task assignment for double moxibustion robot was established. The simulation test bench was built to further simulate the temperature of human epidermis, and the relationship between the end distance of moxibustion robot and the heating of human epidermis was determined. The simulation and experimental results show that: a) The robot does not appear serious impact or stutter phenomenon in the simulation process, and the kinematics performance is good, which verifies the feasibility of the robot model; and b) during the simulation test, the heating temperature of human epidermis can be maintained at 43 °C, which realizes the expected moxibustion temperature of patients and verifies the effectiveness of the robot model.

为缓解海员对艾灸理疗需求日益增长与艾灸医生短缺之间的矛盾,利用六自由度机械臂和四自由度机械臂设计了一种医用双臂艾灸机器人,以模拟传统中医艾灸技术。采用 D-H 参数法建立了机器人坐标系,并计算了机器人模型的正向和反向运动学。利用 MATLAB 中的机器人工具箱建立并仿真了机器人模型。得到了各关节的角速度和角加速度曲线以及机器人末端的运动轨迹和位移,验证了机器人轨迹规划的可行性。通过初步设计,建立了双人艾灸机器人任务分配的协作流程。建立了仿真试验台,进一步模拟了人体表皮的温度,确定了艾灸机器人末端距离与人体表皮发热的关系。仿真和实验结果表明:a) 机器人在仿真过程中没有出现严重的冲击和卡顿现象,运动学性能良好,验证了机器人模型的可行性;b) 在仿真测试过程中,人体表皮的加热温度能保持在 43 ℃,实现了患者预期的艾灸温度,验证了机器人模型的有效性。
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引用次数: 0
Design and programming of a robotic puppetry robot based on natural learner unit pattern generators neural networks 基于自然学习单元模式发生器神经网络的机械木偶机器人设计与编程
IF 2.2 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-08-19 DOI: 10.1007/s40430-024-05134-z
Hamed Shahbazi, Behnam Khodabandeh, Masoud Amirkhani, Amir Hasan Monadjemi

The purpose of this study is to design and construct a novel interactive game. This game is a robotic learning and imitation task. It is based on visual interaction of the player. The cornerstone technique used in this game is natural learner unit pattern generator neural networks (NLUPGNN), which is able to generate required motion trajectories based on imitation learning. The systematic design of these neural networks is the main problem solved in this paper. The unit pattern generators can be divided into two subsystems, a rhythmic system and a discrete system. A special learning algorithm is designed to use these unit pattern generators. The unit pattern generators are connected and coupled to each other to form a network, and their unknown parameters are found by a natural policy gradient learning algorithm. The motion sequences train some nonlinear oscillators, then they reproduce motions for a humanoid robot. As a result, the joints of the humanoid body imitate the movements of the teacher in real time. The main contribution of this work is the development of this learning algorithm, which is able to search the weights and topology of the network simultaneously. The algorithm synchronizes the learning steps by coupling the neurons in the last step.

本研究的目的是设计和制作一个新颖的互动游戏。该游戏是一项机器人学习和模仿任务。它以玩家的视觉互动为基础。该游戏使用的基础技术是自然学习单元模式生成器神经网络(NLUPGNN),它能够在模仿学习的基础上生成所需的运动轨迹。这些神经网络的系统设计是本文要解决的主要问题。单元模式发生器可分为两个子系统,即节奏系统和离散系统。本文设计了一种特殊的学习算法来使用这些单元模式发生器。这些单元模式发生器相互连接并耦合成一个网络,其未知参数通过自然策略梯度学习算法求得。运动序列训练一些非线性振荡器,然后再现仿人机器人的运动。因此,仿人身体的关节可以实时模仿教师的动作。这项工作的主要贡献在于开发了这种学习算法,它能够同时搜索网络的权重和拓扑结构。该算法通过在最后一步耦合神经元来同步学习步骤。
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引用次数: 0
A lumped damage model for unreinforced concrete cracking based on the energy equivalence hypothesis 基于能量等效假说的非钢筋混凝土开裂整体破坏模型
IF 2.2 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-08-19 DOI: 10.1007/s40430-024-05135-y
Rafael Nunes da Cunha, Camila de Sousa Vieira, David Leonardo Nascimento Figueiredo de Amorim

The present paper proposes a new formulation for the LDM framework based on the energy equivalence hypothesis for unreinforced concrete cracking. The proposed model was applied to a beam under a four-point bending test and a real-size waterway tunnel lining, where the numerical results were compared to experimental observations. Regarding the analysed examples, the proposed model presented accurate results. It was possible to observe that the LDM using the energy equivalence hypothesis applied to unreinforced concrete structures leads to results in agreement with experimental references. Therefore, it is possible to assume that the energy equivalence hypothesis can be extended to analyse several structures of different materials under different load conditions under the LDM framework.

本文基于能量等效假说,针对非钢筋混凝土裂缝提出了一种新的 LDM 框架公式。提出的模型被应用于四点弯曲试验下的梁和实际尺寸的水道隧道衬砌,并将数值结果与实验观察结果进行了比较。在分析的实例中,所提出的模型得出了准确的结果。可以看出,采用能量等效假设的 LDM 适用于非钢筋混凝土结构,得出的结果与实验结果一致。因此,可以认为在 LDM 框架下,能量等效假设可以扩展到分析不同荷载条件下不同材料的多个结构。
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引用次数: 0
Fault diagnosis method for rolling bearings based on BICNN under complex operating conditions 复杂工作条件下基于 BICNN 的滚动轴承故障诊断方法
IF 2.2 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-08-17 DOI: 10.1007/s40430-024-05105-4
Xiaoyan Duan, Jiashuo Shi, Chunli Lei, Zhengtian Zhao

To address the issues of poor noise resistance and insufficient generalization performance in traditional fault diagnosis methods, an end-to-end rolling bearing fault diagnosis method based on bidirectional interactive convolutional neural network (BICNN) is proposed. Firstly, the bearing vibration signal is directly input into the wide convolutional kernel for rapid feature extraction, reducing the interference of high-frequency noise. Secondly, a modified rectified linear unit (M-ReLU) activation function is designed to solve the problem of “neuron death” in the ReLU activation function. Then, a bidirectional interactive feature extraction module is constructed, and the features extracted are input into the bidirectional interactive feature extraction module to capture the channel and spatial feature information simultaneously. Next, the extracted information is imported the presented feature enhancement module to achieve more valuable information transmission and accumulation. Finally, a small convolutional kernel is applied to further extract feature information, and a global average pooling layer is used to replace the fully connected layer, reducing the number of parameters while avoiding the problem of model overfitting. The softmax is utilized to classify the types of bearing faults. Two different data sets are adopted to validate the fault diagnosis performance of BICNN model under − 4 dB and variable operating conditions. Experimental results show that the average recognition accuracy reaches 97.71% under variable load and 98.25% under variable speeds, which is higher than other comparison methods. It is verified that the proposed method has higher diagnostic accuracy and generalization ability in complex working conditions.

针对传统故障诊断方法抗噪声能力差、泛化性能不足等问题,提出了一种基于双向交互卷积神经网络(BICNN)的端到端滚动轴承故障诊断方法。首先,将轴承振动信号直接输入宽卷积核进行快速特征提取,减少了高频噪声的干扰。其次,设计了一种改进的整流线性单元(M-ReLU)激活函数,以解决 ReLU 激活函数中的 "神经元死亡 "问题。然后,构建双向交互式特征提取模块,并将提取的特征输入双向交互式特征提取模块,以同时获取信道和空间特征信息。接着,将提取的信息导入所呈现的特征增强模块,以实现更有价值的信息传输和积累。最后,应用小卷积核进一步提取特征信息,并使用全局平均池化层取代全连接层,在减少参数数量的同时避免模型过拟合问题。利用 softmax 对轴承故障类型进行分类。采用两个不同的数据集来验证 BICNN 模型在 - 4 dB 和多变运行条件下的故障诊断性能。实验结果表明,在变负载和变转速条件下,平均识别准确率分别达到 97.71% 和 98.25%,高于其他比较方法。验证了所提出的方法在复杂工况下具有更高的诊断精度和泛化能力。
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引用次数: 0
Model-free adaptive variable impedance control of gait rehabilitation exoskeleton 步态康复外骨骼的无模型自适应变阻抗控制
IF 2.2 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-08-16 DOI: 10.1007/s40430-024-05115-2
Mehdi Bakhtiari, Mohammad Reza Haghjoo, Mostafa Taghizadeh

This paper addresses the challenges of control and human–robot interaction for lower-limb gait rehabilitation exoskeletons. To enhance the robustness of the control against unknown but bounded uncertainties, we propose a model-free adaptive sliding mode control strategy enhanced by a variable impedance approach. The adaptation law prevents the overestimation of control gain in the presence of uncertainty and ensures the sliding condition to mitigate the effects of unknown uncertainties. The variable impedance approach also allows the impedance of the entire system to adapt dynamically over the gait cycle and maintain the accuracy of the robot in tracking desired joint trajectories. We provide a detailed stability proof using Lyapunov theory and demonstrate the finite-time convergence of the defined sliding surface. The proposed strategy does not require knowledge of model parameters, resulting in reduced computational complexity. A lower extremity rehabilitation exoskeleton model was utilized as an illustrative example. To demonstrate the effectiveness of the proposed approach, we conducted several simulations using a lower-limb rehabilitation exoskeleton model. Comparative evaluations were performed against conventional control methods such as the conventional sliding mode and computed torque controllers. The results indicate the effective performance of the proposed controller in the presence of impedance, in reducing the detrimental effects of interaction forces and model uncertainty, as well as accurately tracking the desired gait trajectories.

本文探讨了下肢步态康复外骨骼的控制和人机交互难题。为了增强控制对未知但有界的不确定性的鲁棒性,我们提出了一种无模型自适应滑模控制策略,并通过可变阻抗方法加以强化。自适应法则可防止在存在不确定性的情况下高估控制增益,并确保滑动条件以减轻未知不确定性的影响。可变阻抗方法还允许整个系统的阻抗在步态周期内动态适应,并保持机器人跟踪所需关节轨迹的精度。我们利用 Lyapunov 理论提供了详细的稳定性证明,并演示了所定义滑动面的有限时间收敛性。所提出的策略无需了解模型参数,从而降低了计算复杂度。以一个下肢康复外骨骼模型为例进行了说明。为了证明所提方法的有效性,我们使用下肢康复外骨骼模型进行了多次模拟。与传统控制方法(如传统滑动模式和计算扭矩控制器)进行了比较评估。结果表明,在存在阻抗的情况下,所提出的控制器能有效降低相互作用力和模型不确定性的不利影响,并能准确跟踪所需的步态轨迹。
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引用次数: 0
Theoretical modeling and error analysis of a compliant Y-shaped mechanism including beam joint stiffness and stress topology for size optimization of six-axis force/moment sensors 为优化六轴力/力矩传感器的尺寸,对包括梁连接刚度和应力拓扑在内的顺应式 Y 型机构进行理论建模和误差分析
IF 2.2 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-08-16 DOI: 10.1007/s40430-024-05099-z
Mithat Can Özin, Bilsay Sümer, İlker Murat Koç

The novel compliant Y-shaped mechanisms have mechanical advantages for the multi-axis force/moment sensor since they yield more elastic deformation and more voltage output for strain gauge measurements compared to their common alternative cross-beam structures. This study includes stress topology and natural frequency approximations of the y-shaped structure by taking into account elastic beams and the stiffness of the beam connections. Subsequently, the stiffness and strain output accuracy of the model greatly improved compared to previous studies. The accuracy of the theoretical model is examined in a sensor dimension range by statistical error and parameter analysis. Comparing with the finite element model, results show that the percent error of the theoretical model is 2% for strain, 5% for stiffness, 3% for first natural frequency, and 8% for equivalent stresses, with all correlations above 98%. Comparing the optimization results with the literature, although the y-shaped structure shows similar mechanical behavior with the cross-beam structure, the voltage output of the y-shaped structure is increased up to (100%) for force/moment axes. Moreover, the optimization process with MATLAB GlobalSearch lasts approximately 1 s for the theoretical model and 8 h for the finite element model.

与常见的横梁结构相比,新颖的 Y 型顺从机构具有机械优势,可产生更大的弹性变形和更多的应变计测量电压输出,因此适用于多轴力/力矩传感器。本研究通过考虑弹性横梁和横梁连接的刚度,对 y 型结构进行了应力拓扑和固有频率近似。因此,与之前的研究相比,该模型的刚度和应变输出精度大大提高。通过统计误差和参数分析,检验了理论模型在传感器尺寸范围内的精度。结果显示,与有限元模型相比,理论模型的应变误差为 2%,刚度误差为 5%,第一固有频率误差为 3%,等效应力误差为 8%,相关性均高于 98%。将优化结果与文献进行比较,尽管 y 型结构与横梁结构表现出相似的力学行为,但 y 型结构的力/力矩轴电压输出增加了(100%)。此外,使用 MATLAB GlobalSearch 对理论模型进行优化的时间约为 1 秒,而对有限元模型进行优化的时间约为 8 小时。
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引用次数: 0
An investigation on ensemble machine learning algorithms for nonlinear stability response of a two-dimensional FG nanobeam 二维 FG 纳米束非线性稳定性响应的集合机器学习算法研究
IF 2.2 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-08-16 DOI: 10.1007/s40430-024-05093-5
Aiman Tariq, Büşra Uzun, Babür Deliktaş, Mustafa Özgür Yaylı

In this paper, the nonlinear buckling analysis of two-dimensional functionally graded nanobeams is investigated using ensemble machine learning (ML) techniques and semi-analytical approach based on Fourier series and Stokes’ transformation. Ensemble models such as XG boosting, gradient boosting, light gradient boosting, adaptive boosting, random forest, and extra trees regressor are utilized to explore the complex relationship between different input features and the buckling loads of the nanobeams. The training data for these models are derived from the nonlinear strain gradient theory. Performance of ML models are evaluated using multiple metrics such as R2, MAE, MAPE, MSE and RMSE and visual representation techniques like Taylor plots, scatter plots, and box plots. Model interpretation using SHAP analysis is also employed for studying the impact and significance of each input feature on buckling loads. Among all the established models, light gradient boosting demonstrated superior performance in predicting the buckling loads accurately. It is shown that the ensemble ML models can accurately estimate the buckling loads of a two-dimensional functionally graded nanobeam with R2 value of 0.999 given the adequate amount of training data.

本文采用基于傅里叶级数和斯托克斯变换的集合机器学习(ML)技术和半分析方法,研究了二维功能分级纳米梁的非线性屈曲分析。利用 XG 提升、梯度提升、轻梯度提升、自适应提升、随机森林和额外树回归器等集合模型来探索不同输入特征与纳米梁屈曲载荷之间的复杂关系。这些模型的训练数据来自非线性应变梯度理论。使用 R2、MAE、MAPE、MSE 和 RMSE 等多种指标以及泰勒图、散点图和箱形图等可视化表示技术对 ML 模型的性能进行评估。此外,还采用 SHAP 分析法对模型进行解释,以研究每个输入特征对屈曲载荷的影响和重要性。在所有已建立的模型中,轻梯度提升模型在准确预测屈曲载荷方面表现出色。研究表明,在训练数据量充足的情况下,集合 ML 模型可以准确估计二维功能分级纳米梁的屈曲载荷,R2 值为 0.999。
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引用次数: 0
Investigating correlation effects of uncertain input variables in reliability-oriented sensitivity analysis for planar linkage mechanism 在面向可靠性的平面连杆机构灵敏度分析中研究不确定输入变量的相关效应
IF 2.2 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-08-15 DOI: 10.1007/s40430-024-05082-8
Jingwen Song, Shuang Zhang, Pengfei Wei

Time-dependent reliability-oriented sensitivity analysis (ROSA) is a potent technique utilized to assess the impact of uncertain random input variables on the time-dependent reliability of planar linkage mechanisms. However, in cases where these random variables exhibit significant correlation behavior, the existing time-dependent ROSA indices will mislead the decision-makers in distinguishing between distinct types of uncertainty effects. To tackle this problem, this study commences by examining the connotations of main and total effect indices for correlated variables. Three new time-dependent ROSA indices are proposed in this work, specifically, the individual uncorrelated effect index, the total correlated effect index, and the individual interaction effect index, which enable a comprehensive exploration of the diverse effects of correlated random variables on the time-dependent reliability of planar linkage mechanisms. Additionally, efficient computational procedure is developed by combining the envelope function method with Monte Carlo simulation to estimate the proposed time-dependent ROSA indices. Finally, the proposed approach is applied to a four-bar mechanism and a rack-and-pinion steering linkage for illustrating the necessity and superiority of exploring the correlation effects in identifying failure sources with ROSA approaches.

随时间变化的可靠性导向灵敏度分析(ROSA)是一种有效的技术,用于评估不确定的随机输入变量对平面连杆机构随时间变化的可靠性的影响。然而,当这些随机变量表现出明显的相关性时,现有的随时间变化的 ROSA 指数会误导决策者区分不同类型的不确定性影响。为解决这一问题,本研究首先研究了相关变量的主要效应指数和总效应指数的内涵。本文提出了三个新的随时间变化的 ROSA 指数,即个体非相关效应指数、总体相关效应指数和个体交互效应指数,从而全面探讨了相关随机变量对平面联动机构随时间变化的可靠性的不同影响。此外,通过将包络函数法与蒙特卡罗模拟相结合,开发了高效的计算程序,以估算所提出的随时间变化的 ROSA 指数。最后,将提出的方法应用于一个四杆机构和一个齿轮齿条式转向连杆机构,以说明在使用 ROSA 方法识别故障源时探索相关效应的必要性和优越性。
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引用次数: 0
Experimental and numerical research on back pressure characteristics of a new structured back pressure valve 新型结构背压阀背压特性的实验和数值研究
IF 2.2 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-08-14 DOI: 10.1007/s40430-024-05112-5
Debiao Li, Yukuan Gu, Chutan Xue, Zhanyu Yang, Shen Zhang, Hao Song, Liping Wei

As an important element to maintain pressure stability in pipelines, back pressure valves play a vital role in high-pressure fluid control. With the continuous development of high-pressure flow control technology, the performance and adaptability of back pressure valves put forward higher requirements. At present, domestic and foreign back pressure valve products have problems such as poor adaptability to fluid media, insufficient wear resistance and easy to jam. Aiming at these problems, a new type of back pressure valve with jeweled ball seat structure is developed in this study, and the effects of opening degree, initial pump flow and stroke on the internal flow field and performance of the back pressure valve are investigated using water as the flow medium. Numerical simulation and experimental verification show that the inlet pressure can be up to 30 MPa, and under the highest pressure design condition, the fluid pressure flowing through the flow path between the spools will be reduced from high pressure to atmospheric pressure, with a jet appearing in the center of the outlet and a vortex forming in the area near the outlet wall of the slit.

背压阀作为维持管道压力稳定的重要元件,在高压流体控制中发挥着至关重要的作用。随着高压流体控制技术的不断发展,对背压阀的性能和适应性提出了更高的要求。目前,国内外背压阀产品存在流体介质适应性差、耐磨性不足、易卡死等问题。针对这些问题,本研究开发了一种宝石球座结构的新型背压阀,并以水为流动介质,研究了开度、泵初始流量和冲程对背压阀内部流场和性能的影响。数值模拟和实验验证表明,进口压力可达 30 MPa,在最高压力设计条件下,流经阀芯之间流道的流体压力将从高压降至常压,出口中心出现射流,靠近狭缝出口壁的区域形成漩涡。
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引用次数: 0
期刊
Journal of The Brazilian Society of Mechanical Sciences and Engineering
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