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Different Dual-Task Paradigm Reduce Postural Control Ability and Dynamic Stability of Healthy Young Adults during Stair Descent 不同的双重任务范式降低了健康年轻人下楼梯时的姿势控制能力和动态稳定性
IF 2.2 4区 计算机科学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-03-11 DOI: 10.1155/2024/9942042
Jiankang Yang, Shifang Yan, Chuanbao Cao
Objective. This study aimed to compare the impacts of different dual-task paradigms on the postural control ability and dynamic stability of the youth during stair descent. Method. Twenty young adults without regular exercise habits were randomly recruited to perform stair descent tasks with three different paradigms: single-task, cognitive dual-task, and manual dual-task. Kinematic and dynamic data were collected using an 8 Vicon motion analysis system and a Kistler force plate to evaluate postural control ability and dynamic stability during stair descent. Results. The variation trends of lower limb joint moment were similar under the three task models. Compared with a single-task, both dual-task paradigms significantly reduced the mechanical parameters and dynamic stability during stair descent. Conclusion. The dual-task paradigm increases the risk of stair-related falls. Both cognitive and manual tasks have similar impacts on postural control ability and dynamic stability during stair walking. It is recommended that people avoid performing dual tasks during stair descent.
研究目的本研究旨在比较不同的双重任务范式对青少年下楼梯时姿势控制能力和动态稳定性的影响。方法。随机招募 20 名无运动习惯的青少年,让他们以三种不同的范式完成下楼梯任务:单一任务、认知双任务和手动双任务。使用 8 Vicon 运动分析系统和 Kistler 力板收集运动学和动态数据,以评估下楼梯时的姿势控制能力和动态稳定性。结果显示在三种任务模式下,下肢关节力矩的变化趋势相似。与单一任务相比,两种双任务模式都显著降低了下楼梯时的机械参数和动态稳定性。结论双重任务范式会增加在楼梯上跌倒的风险。认知任务和手动任务对楼梯行走时的姿势控制能力和动态稳定性有相似的影响。建议人们在下楼梯时避免执行双重任务。
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引用次数: 0
Adaptive Approximation Sliding-Mode Control of an Uncertain Continuum Robot with Input Nonlinearities and Disturbances 具有输入非线性和干扰的不确定连续机器人的自适应逼近滑模控制
IF 2.2 4区 计算机科学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-03-06 DOI: 10.1155/2024/8533606
Shoulin Xu
This paper develops an adaptive nonsingular fast terminal sliding-mode control (ANFTSMC) scheme for the continuum robot subjected to uncertain dynamics, external disturbances, and input nonlinearities (e.g., actuator deadzones/faults). Concretely, a function approximation technique (FAT) is utilized to estimate unknown robot dynamics and actuator deadzones/faults online. Furthermore, a disturbance observer (DO) is devised to make up for unknown external disturbances. Then, an ANFTSMC scheme combined with FAT and DO is developed, to expedite the restoration of the stability for the continuum robot. The proposed ANFTSMC not only can retain the benefits of traditional terminal sliding-mode control (TSMC), containing easy enforcement, quick response, and robustness to uncertainties but also dispose of the latent singularity for traditional faster TSMC designs. Afterward, the simulation results show that the proposed controller can effectively improve the trajectory tracking accuracy of the continuum robot, and the tracking root-mean-square errors are 0.0115 and 0.0128 rad. Finally, the effectiveness of ANFTSMC scheme is validated by experiments.
本文针对不确定动态、外部干扰和输入非线性(如致动器死区/故障)的连续体机器人,开发了一种自适应非奇异快速终端滑模控制(ANFTSMC)方案。具体来说,利用函数逼近技术(FAT)来在线估计未知的机器人动力学和致动器死区/故障。此外,还设计了一个干扰观测器(DO)来弥补未知的外部干扰。然后,开发出一种与 FAT 和 DO 相结合的 ANFTSMC 方案,以加快连续机器人稳定性的恢复。所提出的 ANFTSMC 不仅保留了传统末端滑模控制(TSMC)的优点,包括易于执行、快速响应和对不确定性的鲁棒性,还消除了传统快速 TSMC 设计的潜在奇异性。随后,仿真结果表明,所提出的控制器能有效提高连续体机器人的轨迹跟踪精度,跟踪均方根误差分别为 0.0115 和 0.0128 rad。最后,实验验证了 ANFTSMC 方案的有效性。
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引用次数: 0
Electromechanical Coupling Model for Ionic Liquid Gel Soft Actuators 离子液体凝胶软致动器的机电耦合模型
IF 2.2 4区 计算机科学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-02-13 DOI: 10.1155/2024/8369544
Chenghong Zhang, Chengguang Zhang, Guangping Tian, Xun Gu
A soft robot is composed of soft materials, which exhibit continuous deformation and driving structure integration and can arbitrarily change shapes and sizes over wide ranges. It shows strong adaptability to unstructured environments and has broad application prospects in military reconnaissance, medical rescues, agricultural production, etc. Soft robots based on ionic electroactive polymers (EAPs) have low-driving voltages, large-actuation displacements, fast responses, light weights, and low powers and have become a hot research field of bionic robots. Ionic liquid gels (ILGs) are new ionic EAPs. In this study, a new soft actuator was designed based on an ILG, and the electromechanical coupling model of an ILG soft actuator was studied in detail. Based on the system transfer function method, a mechatronic coupling model for the soft actuator was developed. According to the material characteristics and current response law of the ILG-containing EAP, an equivalent circuit model was used to describe transfer of the output current and input voltage. Based on the equivalent transformer model for ionic polymer–metal composite (IPMC) actuators proposed by Claudia Bonomo, the electromechanical coupling equation and a driving equation of the ILG soft actuator were established. The least-squares method was used with the coupling model of an ILG soft actuator to identify the system parameters for the model, and the effects of the structural parameters on the end displacement and driving force of the soft actuator were analyzed.
软体机器人由软性材料组成,具有连续变形和驱动结构一体化的特点,可在较大范围内任意改变形状和大小。它对非结构化环境具有很强的适应性,在军事侦察、医疗救援、农业生产等领域具有广阔的应用前景。基于离子电活性聚合物(EAPs)的软机器人具有驱动电压低、作用位移大、响应速度快、重量轻、功率低等特点,已成为仿生机器人的热门研究领域。离子液体凝胶(ILGs)是一种新型离子 EAPs。本研究基于离子液体凝胶设计了一种新型软致动器,并详细研究了离子液体凝胶软致动器的机电耦合模型。基于系统传递函数方法,建立了软致动器的机电耦合模型。根据含 ILG 的 EAP 的材料特性和电流响应规律,使用等效电路模型来描述输出电流和输入电压的传递。根据 Claudia Bonomo 提出的离子聚合物-金属复合材料 (IPMC) 致动器等效变压器模型,建立了 ILG 软致动器的机电耦合方程和驱动方程。利用最小二乘法和 ILG 软致动器耦合模型确定了模型的系统参数,并分析了结构参数对软致动器末端位移和驱动力的影响。
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引用次数: 0
SHAKF-PU: Sage-Husa Adaptive Kalman Filtering-Based Pedestrian Characteristic Parameter Update Mechanism for Enhancing Step Length Estimation in Pedestrian Dead Reckoning. SHAKF-PU:基于 Sage-Husa 自适应卡尔曼滤波的行人特征参数更新机制,用于增强行人惯性推算中的步长估计。
IF 2.2 4区 计算机科学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-02-08 eCollection Date: 2024-01-01 DOI: 10.1155/2024/1150076
Chinyang Henry Tseng, Jiunn-Yih Wu

Step length estimation (SLE) is the core process for pedestrian dead reckoning (PDR) for indoor positioning. Original SLE requires accurate estimations of pedestrian characteristic parameter (PCP) by the linear update, which may cause large distance errors. To enhance SLE, this paper proposes the Sage-Husa adaptive Kalman filtering-based PCP update (SHAKF-PU) mechanism for enhancing SLE in PDR. SHAKF has the characteristic of predicting the trend of historical data; the estimated PCP is closer to the true value than the linear update. Since different kinds of pedestrians can influence the PCP estimation, adaptive PCP estimation is required. Compared with the classical Kalman filter, SHAKF updates its Q and R parameters in each update period so the estimated PCP can be more accurate than other existing methods. The experimental results show that SHAKF-PU reduces the error by 24.86% compared to the linear update, and thus, the SHAKF-PU enhances the indoor positioning accuracy for PDR.

步长估计(SLE)是室内定位行人惯性推算(PDR)的核心过程。原始 SLE 需要通过线性更新来准确估计行人特征参数(PCP),这可能会导致较大的距离误差。为了增强 SLE,本文提出了基于 Sage-Husa 自适应卡尔曼滤波的 PCP 更新(SHAKF-PU)机制,以增强 PDR 中的 SLE。SHAKF 具有预测历史数据趋势的特点,与线性更新相比,估计的 PCP 更接近真实值。由于不同类型的行人会影响 PCP 估计,因此需要自适应 PCP 估计。与经典卡尔曼滤波器相比,SHAKF 在每个更新周期都会更新 Q 和 R 参数,因此估计的 PCP 比其他现有方法更准确。实验结果表明,与线性更新相比,SHAKF-PU 的误差减少了 24.86%,因此,SHAKF-PU 提高了 PDR 的室内定位精度。
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引用次数: 0
Nanoparticle Delivery in Microvascular after Cerebral Ischemia: A Simulation Study 脑缺血后微血管中的纳米粒子输送:模拟研究
IF 2.2 4区 计算机科学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-02-07 DOI: 10.1155/2024/6637846
Peiqian Chen, Bing Dong, Weiwu Yao
Nanodrug delivery systems have been used in the diagnosis and treatment of ischemic stroke. However, the delivery mechanisms of nanoparticles within microvascular after cerebral ischemia have not been systematically revealed. This study aims to investigate the binding of different nanoparticles to the walls of ischemic brain microvascular through numerical simulations. In this study, 3D models of cerebral microvascular based on ischemic pathological changes are constructed. After building the mesh of microvascular, computational fluid dynamics is used to simulate blood flow and nanoparticle delivery. The simulation results show that the total amount of binding nanoparticles with small size is higher than that with large size. The large-sized nanoparticles are more easily delivered to the stenosis. The density of the nanoparticles has no significant effect on delivery. Furthermore, the study finds that the presence of red blood cells can significantly enhance the delivery efficiency of nanoparticles. In addition to evaluating the forces exerted on the nanoparticles, the impact of the binding affinity of the modified ligand on nanoparticles to the target receptor on delivery is investigated. In summary, selecting suitable nanoparticles according to different targets will improve the delivery efficiency of nanodrugs. The microvascular delivery model of nanoparticles proposed in this study may be helpful in the design of nanoparticles for diagnosis and treatment of cerebral ischemia.
纳米药物输送系统已被用于缺血性中风的诊断和治疗。然而,纳米颗粒在脑缺血后微血管内的输送机制尚未被系统揭示。本研究旨在通过数值模拟研究不同纳米粒子与缺血性脑微血管壁的结合。本研究构建了基于缺血病理变化的脑微血管三维模型。建立微血管网格后,利用计算流体动力学模拟血流和纳米粒子的输送。模拟结果表明,小尺寸纳米粒子的结合总量高于大尺寸纳米粒子。大尺寸的纳米粒子更容易输送到狭窄处。纳米粒子的密度对输送没有明显影响。此外,研究还发现,红细胞的存在能显著提高纳米粒子的输送效率。除了评估纳米粒子所受的力之外,还研究了纳米粒子上的修饰配体与目标受体的结合亲和力对递送的影响。总之,根据不同的靶点选择合适的纳米颗粒将提高纳米药物的递送效率。本研究提出的纳米颗粒微血管递送模型可能有助于设计用于诊断和治疗脑缺血的纳米颗粒。
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引用次数: 0
A Study of Racket Weight Adaptation in Advanced and Beginner Badminton Players 羽毛球高级和初级运动员对球拍重量适应性的研究
IF 2.2 4区 计算机科学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-01-25 DOI: 10.1155/2024/8908294
Zhengye Pan, Lushuai Liu, Xingman Li, Yunchao Ma
The jump smash is the most aggressive manoeuvre in badminton. Racket parameters may be the key factor affecting the performance of jump smash. Previous studies have focused only on the biomechanical characteristics of athletes or on racket parameters in isolation, with less observation of the overall performance of the human-racket system. This study aims to explore the effects of different racket weights on neuromuscular control strategies in advanced and beginner players. Nonnegative matrix factorisation (NMF) was used to extract the muscle synergies of players when jumping smash using different rackets (3U, 5U), and K-means clustering was used to obtain the fundamental synergies. Uncontrolled manifold (UCM) analyses were used to establish links between synergy and motor performance, and surface electromyography (sEMG) was mapped to each spinal cord segment. The study found significant differences (<span><svg height="9.2729pt" style="vertical-align:-0.6370001pt" version="1.1" viewbox="-0.0498162 -8.6359 21.464 9.2729" width="21.464pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="matrix(.013,0,0,-0.013,0,0)"></path></g><g transform="matrix(.013,0,0,-0.013,13.833,0)"></path></g></svg><span></span><span><svg height="9.2729pt" style="vertical-align:-0.6370001pt" version="1.1" viewbox="25.0461838 -8.6359 21.919 9.2729" width="21.919pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="matrix(.013,0,0,-0.013,25.096,0)"></path></g><g transform="matrix(.013,0,0,-0.013,31.336,0)"></path></g><g transform="matrix(.013,0,0,-0.013,34.3,0)"><use xlink:href="#g113-49"></use></g><g transform="matrix(.013,0,0,-0.013,40.54,0)"></path></g></svg>)</span></span> in the postural muscles of skilled players and significant differences (<span><svg height="9.2729pt" style="vertical-align:-0.6370001pt" version="1.1" viewbox="-0.0498162 -8.6359 21.464 9.2729" width="21.464pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="matrix(.013,0,0,-0.013,0,0)"><use xlink:href="#g113-81"></use></g><g transform="matrix(.013,0,0,-0.013,13.833,0)"><use xlink:href="#g117-91"></use></g></svg><span></span><span><svg height="9.2729pt" style="vertical-align:-0.6370001pt" version="1.1" viewbox="25.0461838 -8.6359 28.182 9.2729" width="28.182pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="matrix(.013,0,0,-0.013,25.096,0)"><use xlink:href="#g113-49"></use></g><g transform="matrix(.013,0,0,-0.013,31.336,0)"><use xlink:href="#g113-47"></use></g><g transform="matrix(.013,0,0,-0.013,34.3,0)"><use xlink:href="#g113-49"></use></g><g transform="matrix(.013,0,0,-0.013,40.54,0)"><use xlink:href="#g113-49"></use></g><g transform="matrix(.013,0,0,-0.013,46.78,0)"></path></g></svg>)</span></span> in the upper-limb muscles of beginners when the racket weight was increased. Advanced players adapt to the increase in racket weight
跳砸是羽毛球运动中最具攻击性的动作。球拍参数可能是影响跳砸表现的关键因素。以往的研究仅关注运动员的生物力学特征或球拍参数,而较少观察人-球拍系统的整体性能。本研究旨在探索不同球拍重量对高级和初级运动员神经肌肉控制策略的影响。研究使用非负矩阵因式分解(NMF)来提取运动员使用不同球拍(3U、5U)进行跳砸时的肌肉协同作用,并使用 K-means 聚类来获得基本协同作用。利用非控制流形(UCM)分析建立协同作用与运动表现之间的联系,并将表面肌电图(sEMG)映射到每个脊髓节段。研究发现,当球拍重量增加时,熟练运动员的姿势肌肉和初学者的上肢肌肉存在明显差异()。高级运动员主要通过调整第三协同作用的激活时间来适应球拍重量的增加。高级运动员的联合协同作用主要集中在后挥杆,而初学者的联合协同作用主要集中在前挥杆。这表明,高级运动员可能更善于利用姿势肌肉及其与上肢肌肉的协调来适应不同的球拍。此外,运动经验可以帮助运动员更快地适应更重的球拍,而这种适应主要是通过调整协同作用的时间相位和协变特性来实现的,而不是通过增加协同作用的数量。
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引用次数: 0
Assessment of Load Manual Lifting among Shelf-Stoking Workers in Chain Stores: A Cross-Sectional Study 连锁店货架摞货工人的负重手动搬运评估:横断面研究
IF 2.2 4区 计算机科学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-01-17 DOI: 10.1155/2024/2324416
Alireza Choobineh, Elahe Dortaj, Mohsen Razeghi, Haleh Ghaem, Hadi Daneshmandi
In Iranian stores, shelf workers, in addition to shelf-stocking, perform diverse tasks, such as working as a cashier, cleaning, barcode reading, labeling goods, and entering the price with the portable data terminal (PDT). Therefore, this study aimed to investigate the prevalence of work-related musculoskeletal symptoms (WMSs) and assess load manual lifting among shelf-stoking workers. This cross-sectional study was conducted among 101 shelf-stoking workers (60 males and 41 females) in chain stores at Shiraz city, Iran. The subjects were selected by cluster sampling from chain stores in Shiraz city, namely Refah, Canbo, Soroush, and Tirazis. Then, the required number of samples was selected and entered into the study from each cluster in proportion. The Persian version of the Nordic Musculoskeletal Questionnaire and the National Institute of Occupational Safety and Health–variable lifting index method were used to collect the required data. Data were analyzed by SPSS software version 22 using the Mann–Whitney U test, Spearman’s correlation coefficient, and linear regression. Ankles/feet, lower back, and knees had the highest prevalence of WMSs among the participants. About 70.3% of workers had a VLI higher than 1. There was an association between gender and VLI. The VLI was higher in males than females. The study’s findings revealed that the medians of the VLI were significantly different among participants with/without upper back symptoms during 12 months prior to the study and among participants with/without lower back symptoms during 7 days prior to the study. According to the linear regression analysis, gender and lower back symptoms during 7 days prior to the study remained in the model and were associated with the VLI. The findings revealed that the back region of the shelf-stoking workers is prone to work-related musculoskeletal disorders. In addition, based on the results, gender and lower back symptoms during the 7 days prior to the study were predicting variables for VLI. This study provides an overview of pain/discomfort and postural load in shelf-stoking workers. Since the principles of ergonomics for the placement and layout of shelves are the same in all stores, the findings of the present study can be used in other stores.
在伊朗的商店里,货架工人除了负责货架存货外,还从事多种工作,如收银、清洁、阅读条形码、给商品贴标签以及使用便携式数据终端(PDT)输入价格。因此,本研究旨在调查与工作相关的肌肉骨骼症状(WMSs)的发生率,并评估货架堆放工人的手动搬运负荷。这项横断面研究在伊朗设拉子市连锁店的 101 名货架戳货工人(60 名男性和 41 名女性)中进行。研究对象从设拉子市的连锁店(即 Refah、Canbo、Soroush 和 Tirazis)中分组抽取。然后,按比例从每个群组中选取所需的样本数量并将其输入研究中。在收集所需数据时,使用了波斯语版的北欧肌肉骨骼问卷和国家职业安全与健康研究所的变量提升指数法。数据分析采用 SPSS 软件 22 版,使用曼-惠特尼 U 检验、斯皮尔曼相关系数和线性回归。在参与者中,脚踝/脚掌、腰部和膝盖的 WMS 患病率最高。约 70.3% 的工人的 VLI 值高于 1。男性的 VLI 值高于女性。研究结果显示,在研究前 12 个月内有/没有上背部症状的参与者之间,以及在研究前 7 天内有/没有下背部症状的参与者之间,VLI 的中位数存在显著差异。根据线性回归分析,性别和研究前 7 天的下背部症状仍保留在模型中,并与 VLI 相关。研究结果表明,上架工人的背部容易发生与工作有关的肌肉骨骼疾病。此外,根据研究结果,性别和研究前 7 天内的下背部症状是 VLI 的预测变量。这项研究概述了货架戳货工人的疼痛/不适和姿势负荷。由于货架摆放和布局的人体工程学原则在所有商店都是相同的,因此本研究的结果可用于其他商店。
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引用次数: 0
3D Kinematics of Male and Female Soccer Players for a Variety of Game-Specific Skills 男女足球运动员各种特定比赛技能的三维运动学研究
IF 2.2 4区 计算机科学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-01-08 DOI: 10.1155/2024/9588416
Danyon Loud, Paul Grimshaw, Richard Kelso
Soccer is played by a variety of individuals with varying abilities. The complicated lower limb movements involved within the game often lead to knee and ankle injuries, with anterior cruciate ligament injuries being the most severe with regard to rehabilitation time and ongoing health risks. This research explores the biomechanical kinematics of male and female soccer players on synthetic grass to determine whether trends in lower limb biomechanics over a variety of movements could explain injury risk. Both male and female players (n = 10) aged between 19 and 24 years performed running-based and stationary-start movements. Biomechanical measurements at the hip, knee, and ankle were recorded. Observations showed that specific differences in joint angles were largely dependent on the movements performed; however, for male players, on average, across all movements, 84.6% and 72.6% of the variation in joint angles could be explained by internal/external rotation at the hip and knee, respectively. For female players, internal/external knee rotation, as well as hip abduction and adduction, accounted for 83.6% and 80.2% of the variation in joint angles, respectively, across all the tested movements. This highlights the importance of hip mechanics and knee alignment for players when performing a variety of movements.
踢足球的人各不相同,能力也各不相同。足球运动中涉及的复杂下肢运动经常导致膝关节和踝关节受伤,其中前十字韧带受伤最为严重,需要花费大量时间进行康复治疗,并对健康造成持续威胁。本研究探讨了男女足球运动员在人造草地上的生物力学运动学,以确定下肢生物力学在各种运动中的趋势是否能解释受伤风险。年龄在 19 至 24 岁之间的男女球员(n = 10)均进行了跑步和静止起跑动作。对髋关节、膝关节和踝关节的生物力学测量结果进行了记录。观察结果表明,关节角度的具体差异在很大程度上取决于所做的动作;然而,对于男性球员来说,在所有动作中,平均分别有 84.6% 和 72.6% 的关节角度变化可以用髋关节和膝关节的内/外旋来解释。对于女运动员来说,在所有测试动作中,膝关节内/外旋以及髋关节外展和内收分别占关节角度变化的 83.6% 和 80.2%。这凸显了髋关节力学和膝关节对齐对球员完成各种动作的重要性。
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引用次数: 0
Force Tracking Control of Lower Extremity Exoskeleton Based on a New Recurrent Neural Network 基于新型递归神经网络的下肢外骨骼力跟踪控制
IF 2.2 4区 计算机科学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-01-06 DOI: 10.1155/2024/5870060
Yuxuan Cao, Jie Chen, Li Gao, Jiqing Luo, Jinyun Pu, Shengli Song
The lower extremity exoskeleton can enhance the ability of human limbs, which has been used in many fields. It is difficult to develop a precise force tracking control approach for the exoskeleton because of the dynamics model uncertainty, external disturbances, and unknown human–robot interactive force lied in the system. In this paper, a control method based on a novel recurrent neural network, namely zeroing neural network (ZNN), is proposed to obtain the accurate force tracking. In the framework of ZNN, an adaptive RBF neural network (ARBFNN) is employed to deal with the system uncertainty, and a fixed-time convergence disturbance observer is designed to estimate the external disturbance of the exoskeleton electrohydraulic system. The Lyapunov stability method is utilized to prove the convergence of all the closed-loop signals and the force tracking is guaranteed. The proposed control scheme’s (ARBFNN-FDO-ZNN) force tracking performances are presented and contrasted with the exponential reaching law-based sliding mode controller (ERL-SMC). The proposed scheme is superior to ERL-SMC with fast convergence speed and lower tracking error peak. Finally, experimental tests are conducted to verify the efficacy of the proposed controller for solving accurate force tracking control issues.
下肢外骨骼可增强人体肢体的能力,已在许多领域得到应用。由于系统中存在动力学模型的不确定性、外部干扰和未知的人机交互力,因此很难开发出精确的外骨骼力跟踪控制方法。本文提出了一种基于新型递归神经网络(即归零神经网络(ZNN))的控制方法,以获得精确的力跟踪。在 ZNN 框架下,采用自适应 RBF 神经网络(ARBFNN)来处理系统的不确定性,并设计了一个固定时间收敛扰动观测器来估计外骨骼电液系统的外部扰动。利用 Lyapunov 稳定性方法证明了所有闭环信号的收敛性,并保证了力的跟踪。介绍了所提出的控制方案(ARBFNN-FDO-ZNN)的力跟踪性能,并与基于指数达成律的滑模控制器(ERL-SMC)进行了对比。所提出的方案优于 ERL-SMC,收敛速度快,跟踪误差峰值更低。最后,通过实验测试验证了所提控制器在解决精确力跟踪控制问题方面的功效。
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引用次数: 0
Retracted: Educational Data Mining by Optimally Fusing Shallow and Deep Features 撤回:通过优化融合浅层和深层特征进行教育数据挖掘
IF 2.2 4区 计算机科学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2023-12-20 DOI: 10.1155/2023/9759207
Applied Bionics and Biomechanics
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引用次数: 0
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Applied Bionics and Biomechanics
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