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Wearable CNT/PAni/fabric piezoresistive sensor for continuous blood pressure monitoring. 可穿戴CNT/聚苯胺/织物压阻式传感器,用于连续血压监测。
IF 3.4 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2025-02-10 eCollection Date: 2025-01-01 DOI: 10.1017/wtc.2024.31
Milad Barati, Alireza Nikfarjam

Wearable pressure sensors with high sensitivity, fast response time, and low detection limit have great potential for blood pressure monitoring and early diagnosis of hypertension. This article introduces a piezoresistive pressure sensor based on carbon nanotubes (CNTs), polyaniline (PAni), and fabric (CNT/PAni/fabric) for health monitoring applications. This sensor is made by using two layers of linen fabric coated with CNT and PAni. These layers are placed on a polyester fabric substrate. One of the coated layers has a mesh structure, which increases the sensitivity of the sensor and lowers its detection limit. The CNT/PAni/fabric sensor has a high sensitivity of 2.035 kPa-1 at pressures from 0 to 0.2 kPa, a response time of 290 ms, and a detection limit of 1.5 Pa. These features make it suitable for measuring blood pressure. The results obtained by measuring blood pressure using the pulse transit time method on four people, compared with the values obtained using the digital sphygmomanometer, show a discrepancy ranging between 0.019% and 1.62%. Also, the average error and standard deviation for the sensor measurement in systolic and diastolic pressures are 0.56 ± 0.33 and 0.57 ± 0.46, respectively, which shows that measurement with this sensor can be an alternative to existing devices.

穿戴式压力传感器灵敏度高、响应时间快、检出限低,在血压监测和高血压早期诊断方面具有很大的潜力。本文介绍了一种基于碳纳米管(CNTs)、聚苯胺(PAni)和织物(CNT/PAni/织物)的压阻式压力传感器,用于健康监测应用。该传感器由两层涂有碳纳米管和聚苯胺的亚麻织物制成。这些层被放置在聚酯织物基底上。其中一层涂层具有网状结构,这增加了传感器的灵敏度并降低了其检测极限。该CNT/PAni/织物传感器在0 ~ 0.2 kPa的压力范围内具有2.035 kPa-1的高灵敏度,响应时间为290 ms,检测极限为1.5 Pa。这些特点使它适合测量血压。用脉搏传递时间法测量四个人的血压,与数字血压计测量的结果相比,差异在0.019% ~ 1.62%之间。此外,传感器测量收缩压和舒张压的平均误差和标准偏差分别为0.56±0.33和0.57±0.46,这表明该传感器可以替代现有设备进行测量。
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引用次数: 0
An interactive soft robotic hand-task training system with wireless task boards and daily objects on post-stroke rehabilitation. 一种具有无线任务板和日常物品的交互式软机器人手部任务训练系统。
IF 3.4 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2025-02-03 eCollection Date: 2025-01-01 DOI: 10.1017/wtc.2024.10
Xiangqian Shi, Chengyu Yang, Pak Chung Lee, Disheng Xie, Zhongping Ye, Zheng Li, Raymond Kai-Yu Tong

We have developed an interactive system comprising a soft wearable robot hand and a wireless task board, facilitating the interaction between the hand and regular daily objects for task-oriented training in stroke rehabilitation. A ring-reinforced soft actuator (RSA) to accommodate different hand sizes and enable flexion and extension movements was introduced in this paper. Individually controlled finger actuators assist stroke patients during various grasping tasks. A wireless task board was developed to support the training, allowing for the placement of training objects and seamless interaction with the soft robotic hand. Evaluation with seven stroke subjects shows significant improvements in upper limb functions (FMA), hand-motor abilities (ARAT, BBT), and maximum grip strengths after 20 sessions of this task-oriented training. These improvements were observed to persist for at least 3 months post-training. The results demonstrate its potential to enhance stroke rehabilitation and promote hand-motor recovery. This lightweight, user-friendly interactive system facilitates frequent hand practice and easily integrates into regular rehabilitation therapy routines.

我们开发了一种互动系统,包括一个柔软的可穿戴机器人手和一个无线任务板,促进手和日常物品之间的互动,用于中风康复的任务导向训练。介绍了一种可适应不同手型大小并能进行屈伸运动的环增强软执行器(RSA)。单独控制的手指驱动器协助中风患者在各种抓取任务。开发了一个无线任务板来支持训练,允许放置训练对象并与柔软的机器人手进行无缝交互。对7名中风受试者的评估显示,经过20次任务导向训练后,上肢功能(FMA)、手部运动能力(ARAT、BBT)和最大握力均有显著改善。这些改善在训练后至少持续3个月。结果表明其具有增强脑卒中康复和促进手部运动恢复的潜力。这个轻量级的,用户友好的互动系统,方便频繁的手部练习,很容易整合到常规康复治疗程序。
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引用次数: 0
From the idea to the user: a pragmatic multifaceted approach to testing occupational exoskeletons. 从想法到用户:一个实用的多方面的方法来测试职业外骨骼。
IF 3.4 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2025-01-30 eCollection Date: 2025-01-01 DOI: 10.1017/wtc.2024.28
Christian Di Natali, Tommaso Poliero, Matteo Sposito, Vasco Fanti, Sergio Leggieri, Darwin G Caldwell

Assessment of occupational exoskeletons should ideally include longitudinal and multistage studies in real working scenarios to prove their effectiveness and sustainability in real in-field contexts and to help generalize the findings for specific scenarios. This work presents a comprehensive assessment methodology implemented as a multistage experimental campaign for rail industry workers using a back-support exoskeleton (StreamEXO). This work demonstrates that a sector/task-specific exoskeleton developed to address work task-specific requirements generates beneficial performance and user experience results. The experimental work in this paper involves collecting data from nine workers over multiple days of testing. During this testing, workers did not report hindrances to their work operations, with an acceptance rate of 86%. In addition, worker fatigue was reduced by 16.9% as measured through metabolic consumption, and 51% when assessed by perceived effort. This work supports the hypothesis that sector/task-specific exoskeletons when tailored to meet the needs of workers and the work tasks can produce demonstrable benefits in real industrial sectors.

职业外骨骼的评估理想情况下应包括在实际工作场景中的纵向和多阶段研究,以证明其在实际现场环境中的有效性和可持续性,并有助于将研究结果推广到具体场景。这项工作提出了一种综合评估方法,作为铁路行业工人使用背支撑外骨骼(StreamEXO)的多阶段实验活动实施。这项工作表明,为满足特定工作任务的需求而开发的特定部门/任务外骨骼可以产生有益的性能和用户体验结果。本文的实验工作包括在多天的测试中收集9名工人的数据。在这次测试中,工人没有报告他们的工作操作的障碍,接受率为86%。此外,通过代谢消耗测量,工人疲劳减少了16.9%,通过感知努力评估,工人疲劳减少了51%。这项工作支持了一个假设,即特定部门/任务的外骨骼在满足工人和工作任务的需求时可以在实际工业部门产生明显的效益。
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引用次数: 0
Synergistic grasp analysis: A cross-sectional exploration using a multi-sensory data glove. 协同抓取分析:使用多感官数据手套的横断面探索。
IF 3.4 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2025-01-23 eCollection Date: 2025-01-01 DOI: 10.1017/wtc.2024.25
Subhash Pratap, Kazuaki Ito, Shyamanta M Hazarika

This paper investigates hand grasping, a fundamental activity in daily living, by examining the forces and postures involved in the lift-and-hold phases of grasping. We introduce a novel multi-sensory data glove, integrated with resistive flex sensors and capacitive force sensors, to measure the intricate dynamics of hand movement. The study engaged five subjects to capture a comprehensive dataset that includes contact forces at the fingertips and joint angles, furnishing a detailed portrayal of grasp mechanics. Focusing on grasp synergies, our analysis delved into the quantitative relationships between the correlated forces among the fingers. By manipulating one variable at a time-either the object or the subject-our cross-sectional approach yields rich insights into the nature of grasp forces and angles. The correlation coefficients for finger pairs presented median values ranging from 0.5 to nearly 0.9, indicating varying degrees of inter-finger coordination, with the thumb-index and index-middle pairs exhibiting particularly high synergy. The findings, depicted through spider charts and correlation coefficients, reveal significant patterns of cooperative finger behavior. These insights are crucial for the advancement of hand mechanics understanding and have profound implications for the development of assistive technologies and rehabilitation devices.

本文调查了手抓,在日常生活中的基本活动,通过检查的力量和姿势,涉及到抓的举起和持有阶段。我们介绍了一种新型的多感官数据手套,集成了电阻式弯曲传感器和电容式力传感器,用于测量手部运动的复杂动力学。该研究涉及五名受试者,以获取一个全面的数据集,其中包括指尖和关节角度的接触力,提供了抓握力学的详细描述。着眼于抓握的协同作用,我们的分析深入研究了手指间相关力之间的定量关系。通过一次操作一个变量(对象或主体),我们的横断面方法对抓取力和角度的本质产生了丰富的见解。手指对的相关系数中位数在0.5 ~近0.9之间,表明手指间的协调程度不同,其中拇指-指数和指数-中间对表现出特别高的协同性。研究结果通过蜘蛛图和相关系数来描述,揭示了手指合作行为的重要模式。这些见解对于手部力学理解的进步至关重要,对辅助技术和康复设备的发展具有深远的影响。
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引用次数: 0
A feasibility study on using soft insoles for estimating 3D ground reaction forces with incorporated 3D-printed foam-like sensors. 结合3D打印泡沫样传感器,使用软鞋垫估算3D地面反作用力的可行性研究。
IF 3.4 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2025-01-23 eCollection Date: 2025-01-01 DOI: 10.1017/wtc.2024.23
Nick Willemstein, Saivimal Sridar, Herman van der Kooij, Ali Sadeghi

Sensorized insoles provide a tool for gait studies and health monitoring during daily life. For users to accept such insoles, they need to be comfortable and lightweight. Previous research has demonstrated that sensorized insoles can estimate ground reaction forces (GRFs). However, these insoles often assemble commercial components restricting design freedom and customization. Within this work, we incorporated four 3D-printed soft foam-like sensors to sensorize an insole. To test the insoles, we had nine participants walk on an instrumented treadmill. The four sensors behaved in line with the expected change in pressure distribution during the gait cycle. A subset of this data was used to identify personalized Hammerstein-Wiener (HW) models to estimate the 3D GRFs while the others were used for validation. In addition, the identified HW models showed the best estimation performance (on average root mean squared (RMS) error 9.3%, =0.85 and mean absolute error (MAE) 7%) of the vertical, mediolateral, and anteroposterior GRFs, thereby showing that these sensors can estimate the resulting 3D force reasonably well. These results were comparable to or outperformed other works that used commercial force-sensing resistors with machine learning. Four participants participated in three trials over a week, which showed a decrease in estimation performance over time but stayed on average 11.35% RMS and 8.6% MAE after a week with the performance seeming consistent between days two and seven. These results show promise for using 3D-printed soft piezoresistive foam-like sensors with system identification regarding the viability for applications that require softness, lightweight, and customization such as wearable (force) sensors.

传感鞋垫为日常生活中的步态研究和健康监测提供了一种工具。要让用户接受这样的鞋垫,它们需要舒适和轻便。先前的研究表明,感应鞋垫可以估计地面反作用力(GRFs)。然而,这些鞋垫通常装配商业组件,限制了设计自由和定制。在这项工作中,我们结合了四个3d打印的柔软泡沫状传感器来感应鞋垫。为了测试鞋垫,我们让九名参与者在一个带仪器的跑步机上行走。这四个传感器的行为与步态周期中压力分布的预期变化一致。这些数据的一个子集用于识别个性化的Hammerstein-Wiener (HW)模型,以估计3D GRFs,而其他数据用于验证。此外,所识别的HW模型对垂直、中外侧和正后方的grf的估计性能最佳(平均均方根误差9.3%,=0.85,平均绝对误差7%),从而表明这些传感器可以很好地估计所得到的三维力。这些结果与使用商业力感电阻和机器学习的其他工作相当或优于其他工作。四名参与者在一周内参加了三次试验,结果显示,随着时间的推移,他们的估计表现有所下降,但一周后平均RMS和MAE分别保持在11.35%和8.6%,第2天和第7天的表现似乎是一致的。这些结果表明,3d打印软压阻泡沫样传感器具有系统识别能力,适用于需要柔软、轻便和定制的应用,如可穿戴(力)传感器。
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引用次数: 0
Learning dynamics of muscle synergies during non-biomimetic control maps. 非仿生控制地图中肌肉协同作用的学习动力学。
IF 3.4 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2025-01-20 eCollection Date: 2025-01-01 DOI: 10.1017/wtc.2024.24
King Chun Tse, Patricia Capsi-Morales, Cristina Piazza

Advanced myoelectric prostheses feature multiple degrees of freedom (DoFs) and sophisticated control algorithms that interpret user motor intentions as commands. While enhancing their capability to assist users in a wide range of daily activities, these control solutions still pose challenges. Among them, the need for extensive learning periods and users' limited control proficiency. To investigate the relationship between these challenges and the limited alignment of such methods with human motor control strategies, we examine motor learning processes in two different control maps testing a synergistic myoelectric system. In particular, this work employs a DoF-wise synergies control algorithm tested in both intuitive and non-intuitive control mappings. Intuitive mapping aligns body movements with control actions to replicate natural limb control, whereas non-intuitive mapping (or non-biomimetic) lacks a direct correlation between aspects, allowing one body movement to influence multiple DoFs. The latter offers increased design flexibility through redundancy, which can be especially advantageous for individuals with motor disabilities. The study evaluates the effectiveness and learning process of both control mappings with 10 able-bodied participants. The results revealed distinct patterns observed while testing the two maps. Furthermore, muscle synergies exhibited greater stability and distinction by the end of the experiment, indicative of varied learning processes.

先进的肌电假肢具有多个自由度(DoFs)和复杂的控制算法,可以将用户的运动意图解释为命令。虽然这些控制解决方案增强了它们在广泛的日常活动中帮助用户的能力,但仍然存在挑战。其中,需要较长的学习周期和用户有限的控制熟练程度。为了研究这些挑战与这些方法与人类运动控制策略的有限一致性之间的关系,我们在测试协同肌电系统的两种不同控制图中检查了运动学习过程。特别地,这项工作采用了一种dof智能协同控制算法,在直观和非直观的控制映射中进行了测试。直观映射将身体运动与控制动作对齐,以复制自然肢体控制,而非直观映射(或非仿生)缺乏各方面之间的直接相关性,允许一个身体运动影响多个自由度。后者通过冗余提供了更高的设计灵活性,这对有运动障碍的个人尤其有利。本研究以10名身体健全的参与者为对象,评估了这两种控制映射的有效性和学习过程。结果揭示了在测试这两张地图时观察到的不同模式。此外,肌肉协同作用在实验结束时表现出更大的稳定性和差异性,表明不同的学习过程。
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引用次数: 0
Smart interfaces to assist the operator in the context of industry 4.0 with a 5S human-centric approach. 智能接口,以5S为中心,在工业4.0的背景下协助操作员。
IF 3.4 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-12-23 eCollection Date: 2024-01-01 DOI: 10.1017/wtc.2024.17
Mario Rojas, Javier Maldonado-Romo, Juana Isabel Mendez, Pedro Ponce, Arturo Molina

This paper explores the integration of haptic gloves and virtual reality (VR) environments to enhance industrial training and operational efficiency within the framework of Industry 4.0 and Industry 5.0. It examines the alignment of these technologies with the Sustainable Development Goals (SDGs), mainly focusing on SDG 8 (Decent Work and Economic Growth) and SDG 9 (Industry, Innovation, and Infrastructure). By incorporating a human-centric approach, the study leverages haptic gloves to provide realistic feedback and immersive experiences in virtual training environments. The gloves enable intuitive interaction, enhancing the training efficacy and reducing real-world operational errors. Using the 5S principles-Social, Sustainable, Sensing, Smart, and Safe-this research evaluates the system's impact across various dimensions. The findings indicate significant improvements in user comfort, productivity, and overall well-being, alongside enhanced sustainability and operational efficiency. However, challenges related to realistic hand-object interactions and algorithmic enhancements were identified. The study underscores the importance of continuous improvement and cross-disciplinary collaboration to advance the usability and effectiveness of these technologies. Future research should focus on customization, AI-driven adaptability, sustainability, real-world scalability, and comprehensive impact assessment to further develop smart interfaces in industrial settings. This integration represents a transformative opportunity to enhance workplace safety, skills development, and contribute to global sustainable development goals.

本文探讨了触觉手套和虚拟现实(VR)环境的集成,以提高工业4.0和工业5.0框架下的工业培训和操作效率。报告考察了这些技术与可持续发展目标(SDG)的一致性,主要关注可持续发展目标8(体面劳动和经济增长)和可持续发展目标9(产业、创新和基础设施)。通过结合以人为本的方法,该研究利用触觉手套在虚拟训练环境中提供真实的反馈和沉浸式体验。这种手套可以实现直观的交互,提高训练效率,减少实际操作错误。利用5S原则——社会、可持续、感知、智能和安全——本研究评估了系统在各个方面的影响。研究结果表明,在可持续性和运营效率提高的同时,用户舒适度、生产力和整体幸福感也有了显著提高。然而,与现实的手-物体交互和算法增强相关的挑战被确定。该研究强调了持续改进和跨学科合作的重要性,以提高这些技术的可用性和有效性。未来的研究应侧重于定制化、人工智能驱动的适应性、可持续性、现实世界的可扩展性和综合影响评估,以进一步开发工业环境中的智能接口。这种整合为加强工作场所安全、技能发展和促进全球可持续发展目标提供了一个变革性的机会。
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引用次数: 0
The effect of active exoskeleton support with different lumbar-to-hip support ratios on spinal musculoskeletal loading and lumbar kinematics during lifting. 不同腰髋支撑比的主动外骨骼支撑对举重过程中脊柱肌肉骨骼负荷和腰椎运动学的影响。
IF 3.4 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-12-23 eCollection Date: 2024-01-01 DOI: 10.1017/wtc.2024.7
Niels P Brouwer, Ali Tabasi, Feng Hu, Idsart Kingma, Wietse van Dijk, Mohamed Irfan Mohamed Refai, Herman van der Kooij, Jaap H van Dieën

While active back-support exoskeletons can reduce mechanical loading of the spine, current designs include only one pair of actuated hip joints combined with a rigid structure between the pelvis and trunk attachments, restricting lumbar flexion and consequently intended lifting behavior. This study presents a novel active exoskeleton including actuated lumbar and hip joints as well as subject-specific exoskeleton control based on a real-time active low-back moment estimation. We evaluated the effect of exoskeleton support with different lumbar-to-hip (L/H) support ratios on spine loading, lumbar kinematics, and back muscle electromyography (EMG). Eight healthy males lifted 15 kg loads using three techniques without exoskeleton (NOEXO) and with exoskeleton: minimal impedance mode (MINIMP), L/H support ratio in line with a typical L/H net moment ratio (R0.8), lower (R0.5) and higher (R2.0) L/H support ratio than R0.8, and a mechanically fixed lumbar joint (LF; simulating hip joint-only exoskeleton designs). EMG-driven musculoskeletal model results indicated that R0.8 and R0.5 yielded significant reductions in spinal loading (4-11%, p < .004) across techniques when compared to MINIMP, through reducing active moments (14-30%) while not affecting lumbar flexion and passive moments. R2.0 and LF significantly reduced spinal loading (8-17%, p < .001; 22-26%, p < .001, respectively), however significantly restricted lumbar flexion (3-18%, 24-27%, respectively) and the associated passive moments. An L/H support ratio in line with a typical L/H net moment ratio reduces spinal loading, while allowing normal lifting behavior. High L/H support ratios (e.g., in hip joint-only exoskeleton designs) yield reductions in spinal loading, however, restrict lifting behavior, typically perceived as hindrance.

虽然主动背部支撑外骨骼可以减少脊柱的机械负荷,但目前的设计只包括一对驱动的髋关节,结合骨盆和躯干附件之间的刚性结构,限制腰椎屈曲,从而限制预期的抬起行为。这项研究提出了一种新型的主动外骨骼,包括驱动腰椎和髋关节,以及基于实时主动下背部力矩估计的受试者特定外骨骼控制。我们评估了不同腰髋(L/H)支撑比的外骨骼支撑对脊柱负荷、腰椎运动学和背部肌肉肌电图(EMG)的影响。8名健康男性采用无外骨骼(NOEXO)和有外骨骼的三种技术:最小阻抗模式(MINIMP), L/H支撑比符合典型的L/H净力矩比(R0.8),低于(R0.5)和高于(R2.0) L/H支撑比R0.8,机械固定腰椎关节(LF;模拟髋关节的外骨骼设计)。肌电驱动的肌肉骨骼模型结果显示,R0.8和R0.5显著降低了脊柱负荷(4-11%,p
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引用次数: 0
Identifying internal and external shoulder rotation using a kirigami-based shoulder patch. 使用基于叽里格米的肩部贴片识别肩部内旋和外旋。
IF 3.4 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-12-16 eCollection Date: 2024-01-01 DOI: 10.1017/wtc.2024.20
Amani A Alkayyali, Conrad P F Cowan, Callum J Owen, Emmanuel Giannas, Susann Wolfram, Ulrich Hansen, Alanson P Sample, Roger J H Emery, Max Shtein, David B Lipps

Internal and external rotation of the shoulder is often challenging to quantify in the clinic. Existing technologies, such as motion capture, can be expensive or require significant time to setup, collect data, and process and analyze the data. Other methods may rely on surveys or analog tools, which are subject to interpretation. The current study evaluates a novel, engineered, wearable sensor system for improved internal and external shoulder rotation monitoring, and applies it in healthy individuals. Using the design principles of the Japanese art of kirigami (folding and cutting of paper to design 3D shapes), the sensor platform conforms to the shape of the shoulder with four on-board strain gauges to measure movement. Our objective was to examine how well this kirigami-inspired shoulder patch could identify differences in shoulder kinematics between internal and external rotation as individuals moved their humerus through movement patterns defined by Codman's paradox. Seventeen participants donned the sensor while the strain gauges measured skin deformation patterns during the participants' movement. One-dimensional statistical parametric mapping explored differences in strain voltage between the rotations. The sensor detected distinct differences between the internal and external shoulder rotation movements. Three of the four strain gauges detected significant temporal differences between internal and external rotation (all p < .047), particularly for the strain gauges placed distal or posterior to the acromion. These results are clinically significant, as they suggest a new class of wearable sensors conforming to the shoulder can measure differences in skin surface deformation corresponding to the underlying humerus rotation.

在临床上,肩关节的内外旋通常很难量化。现有的技术,如动作捕捉,可能很昂贵,或者需要大量的时间来设置、收集数据、处理和分析数据。其他方法可能依赖于调查或模拟工具,这些工具需要解释。目前的研究评估了一种新型的、工程化的、可穿戴的传感器系统,用于改善内外肩旋转监测,并将其应用于健康个体。传感器平台采用日本基利伽米艺术的设计原理(折叠和切割纸张来设计3D形状),符合肩膀的形状,配有四个车载应变片来测量运动。我们的目的是检验这种受kirigami启发的肩部贴片在个体通过Codman悖论定义的运动模式移动肱骨时,如何识别肩关节内外旋转之间的运动学差异。17名参与者戴上传感器,而应变计则测量参与者运动时皮肤的变形模式。一维统计参数映射探索了旋转之间应变电压的差异。传感器检测到内部和外部肩膀旋转运动之间的明显差异。四个应变计中的三个检测到内部和外部旋转之间的显着时间差异(所有p
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引用次数: 0
Novel neuromuscular controllers with simplified muscle model and enhanced reflex modulation: A comparative study in hip exoskeletons. 具有简化肌肉模型和增强反射调制功能的新型神经肌肉控制器:髋关节外骨骼比较研究。
IF 3.4 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-12-10 eCollection Date: 2024-01-01 DOI: 10.1017/wtc.2024.11
Ali Reza Manzoori, Sara Messara, Andrea Di Russo, Auke Ijspeert, Mohamed Bouri

Neuromuscular controllers (NMCs) offer a promising approach to adaptive and task-invariant control of exoskeletons for walking assistance, leveraging the bioinspired models based on the peripheral nervous system. This article expands on our previous development of a novel structure for NMCs with modifications to the virtual muscle model and reflex modulation strategy. The modifications consist firstly of simplifications to the Hill-type virtual muscle model, resulting in a more straightforward formulation and reduced number of parameters; and second, using a finer division of gait subphases in the reflex modulation state machine, allowing for a higher degree of control over the shape of the assistive profile. Based on the proposed general structure, we present two controller variants for hip exoskeletons, with four- and five-state reflex modulations (NMC-4 and NMC-5). We used an iterative data-driven approach with two tuning stages (i.e., muscle parameters and reflex gains) to determine the controller parameters. Biological joint torque profiles and optimal torque profiles for metabolic cost reduction were used as references for the final tuning outcome. Experimental testing under various walking conditions demonstrated the capability of both variants for adapting to the locomotion task with minimal parameter adjustments, mostly in terms of timing. Furthermore, NMC-5 exhibited better alignment with biological and optimised torque profiles in terms of timing characteristics and relative magnitudes, resulting in less negative mechanical work. These findings firstly validate the adequacy of the simplified muscle model for assistive controllers, and demonstrate the utility of a more nuanced reflex modulation in improving the assistance quality.

神经肌肉控制器(nmc)利用基于周围神经系统的生物启发模型,为外骨骼的自适应和任务不变控制提供了一种有前途的方法。本文通过对虚拟肌肉模型和反射调节策略的修改,扩展了我们之前开发的nmc新结构。修改首先是对hill型虚拟肌肉模型进行了简化,使公式更加直观,参数数量减少;其次,在反射调制状态机中使用更精细的步态子阶段划分,允许对辅助轮廓形状进行更高程度的控制。基于所提出的一般结构,我们提出了两种用于髋关节外骨骼的控制器变体,具有四态和五态反射调制(NMC-4和NMC-5)。我们使用迭代数据驱动方法,采用两个调谐阶段(即肌肉参数和反射增益)来确定控制器参数。以生物关节转矩曲线和降低代谢成本的最佳转矩曲线作为最终调整结果的参考。在各种步行条件下的实验测试表明,这两种变体都能够以最小的参数调整(主要是在时间方面)适应运动任务。此外,NMC-5在时序特性和相对大小方面与生物和优化扭矩曲线表现出更好的一致性,从而减少了负机械功。这些发现首先验证了简化肌肉模型对辅助控制器的充分性,并证明了更细致的反射调制在提高辅助质量方面的效用。
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Wearable technologies
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