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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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引用次数: 0
Sensorless model-based tension control for a cable-driven exosuit. 基于无传感器模型的缆索驱动外衣张力控制。
IF 3.4 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-12-10 eCollection Date: 2024-01-01 DOI: 10.1017/wtc.2024.21
Elena Bardi, Adrian Esser, Peter Wolf, Marta Gandolla, Emilia Ambrosini, Alessandra Pedrocchi, Robert Riener

Cable-driven exosuits have the potential to support individuals with motor disabilities across the continuum of care. When supporting a limb with a cable, force sensors are often used to measure tension. However, force sensors add cost, complexity, and distal components. This paper presents a design and control approach to remove the force sensor from an upper limb cable-driven exosuit. A mechanical design for the exosuit was developed to maximize passive transparency. Then, a data-driven friction identification was conducted on a mannequin test bench to design a model-based tension controller. Seventeen healthy participants raised and lowered their right arms to evaluate tension tracking, movement quality, and muscular effort. Questionnaires on discomfort, physical exertion, and fatigue were collected. The proposed strategy allowed tracking the desired assistive torque with a root mean square error of 0.71 Nm (18%) at 50% gravity support. During the raising phase, the electromyography signals of the anterior deltoid, trapezius, and pectoralis major were reduced on average compared to the no-suit condition by 30, 38, and 38%, respectively. The posterior deltoid activity was increased by 32% during lowering. Position tracking was not significantly altered, whereas movement smoothness significantly decreased. This work demonstrates the feasibility and effectiveness of removing the force sensor from a cable-driven exosuit. A significant increase in discomfort in the lower neck and right shoulder indicated that the ergonomics of the suit could be improved. Overall this work paves the way toward simpler and more affordable exosuits.

电缆驱动的外骨骼服有可能支持运动障碍患者的连续护理。当用缆绳支撑肢体时,力传感器通常用来测量张力。然而,力传感器增加了成本、复杂性和远端部件。提出了一种将力传感器从上肢缆索驱动的外服中移除的设计和控制方法。为了最大限度地提高被动透明度,开发了一种机械设计。然后,在人体试验台上进行数据驱动的摩擦辨识,设计基于模型的张力控制器。17名健康的参与者抬起和放下他们的右臂来评估紧张跟踪、运动质量和肌肉用力。收集了关于不适、体力消耗和疲劳的问卷。该策略允许在50%重力支持下跟踪所需的辅助扭矩,均方根误差为0.71 Nm(18%)。在上升阶段,前三角肌、斜方肌和胸大肌的肌电信号比不穿泳衣的情况下平均分别减少了30%、38%和38%。后三角肌活动在降低过程中增加了32%。位置跟踪没有明显改变,但运动平滑度明显下降。这项工作证明了将力传感器从电缆驱动的外骨骼中移除的可行性和有效性。下颈部和右肩的不适感明显增加,这表明这套服装的人体工程学设计还有待改进。总的来说,这项工作为更简单、更实惠的外装铺平了道路。
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引用次数: 0
Viscous damping of tremor using a wearable robot with an optimized mechanical metamaterial. 使用带有优化机械超材料的可穿戴机器人对震颤进行粘性阻尼。
IF 3.4 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-12-10 eCollection Date: 2024-01-01 DOI: 10.1017/wtc.2024.15
Suhas Raghavendra Kulkarni, Dino Accoto, Domenico Campolo

Pathological tremors can often be debilitating to activities of daily living and significantly affect the quality of life. Such tremulous movements are commonly observed in wrist flexion-extension (FE). To suppress this tremor we present a wearable robot (WR) with a customized mechanical metamaterial (MM) as the physical human-robot interface (pHRI). The MM is optimized to conform to the user's wrist posture and follow the hand's Cartesian trajectory. This is done to minimize the shear between the pHRI and the user's skin and consequently improve wearability. This WR is then used to effect a viscous tremor suppression using the velocity of the user's wrist FE. We present a model for the interaction between the WR and the user with which we develop the viscous damping approach for tremor. This is then evaluated in simulation and using a dedicated test bed. This tremor suppression approach demonstrates an attenuation of 20-30 dB at various tremulous frequencies resulting in significantly lower tremor amplitudes due to the viscous damping.

病理性震颤通常会使日常生活活动衰弱,并严重影响生活质量。这种震颤运动常见于腕屈伸(FE)。为了抑制这种震颤,我们提出了一种可穿戴机器人(WR),它具有定制的机械超材料(MM)作为物理人机界面(pHRI)。MM经过优化,符合用户的手腕姿势,并遵循手的笛卡尔轨迹。这样做是为了尽量减少pHRI和用户皮肤之间的剪切,从而提高可穿戴性。然后使用该WR来使用用户手腕FE的速度来抑制粘性震颤。我们提出了一个WR和用户之间相互作用的模型,利用该模型我们开发了用于震颤的粘性阻尼方法。然后在模拟和使用专用测试平台中对其进行评估。在不同的震颤频率下,这种震颤抑制方法显示出20-30 dB的衰减,由于粘性阻尼,导致震颤幅度显著降低。
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引用次数: 0
Design, modeling, and preliminary evaluation of a simple wrist-hand stretching orthosis for neurologically impaired patients. 为神经受损患者设计简易腕手伸展矫形器,并对其进行建模和初步评估。
IF 3.4 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-12-10 eCollection Date: 2024-01-01 DOI: 10.1017/wtc.2024.22
Elissa D Ledoux, Nithin S Kumar, Eric J Barth

This work studies upper-limb impairment resulting from stroke or traumatic brain injury and presents a simple technological solution for a subset of patients: a soft, active stretching aid for at-home use. To better understand the issues associated with existing associated rehabilitation devices, customer discovery conversations were conducted with 153 people in the healthcare ecosystem (60 patients, 30 caregivers, and 63 medical providers). These patients fell into two populations: spastic (stiff, clenched hands) and flaccid (limp hands). Focusing on the first category, a set of design constraints was developed based on the information collected from the customer discovery. With these constraints in mind, a powered wrist-hand stretching orthosis (exoskeleton) was designed and prototyped as a preclinical study (T0 basic science research) to aid in recovery. The orthosis was tested on two patients for proof-of-concept, one survivor of stroke and one of traumatic brain injury. The prototype was able to consistently open both patients' hands. A mathematical model was developed to characterize joint stiffness based on experimental testing. Donning and doffing times for the prototype averaged 76 and 12.5 s, respectively, for each subject unassisted. This compared favorably to times shown in the literature. This device benefits from simple construction and low-cost materials and is envisioned to become a therapy device accessible to patients in the home. This work lays the foundation for phase 1 clinical trials and further device development.

这项工作研究了由中风或创伤性脑损伤引起的上肢损伤,并为一部分患者提供了一种简单的技术解决方案:一种柔软的、主动的在家使用的拉伸辅助装置。为了更好地了解与现有相关康复设备相关的问题,我们与医疗保健生态系统中的153人(60名患者、30名护理人员和63名医疗提供者)进行了客户发现对话。这些患者分为两类:痉挛性(僵硬、握紧的手)和弛缓性(软弱的手)。专注于第一类,基于从客户发现中收集的信息开发了一组设计约束。考虑到这些限制,我们设计并制作了一个动力腕手伸展矫形器(外骨骼)作为临床前研究(基础科学研究)来帮助康复。该矫正器在两名患者身上进行了概念验证测试,其中一名是中风幸存者,另一名是创伤性脑损伤患者。这个模型能够持续地张开两个病人的手。在实验测试的基础上,建立了表征关节刚度的数学模型。在无人帮助的情况下,每位受试者的平均穿衣时间和脱衣时间分别为76秒和12.5秒。这与文献中显示的时间相比是有利的。该设备得益于简单的结构和低成本的材料,并被设想成为患者在家中可以使用的治疗设备。这项工作为1期临床试验和进一步的设备开发奠定了基础。
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引用次数: 0
Can back exosuits simultaneously increase lifting endurance and reduce musculoskeletal disorder risk? 背部防弹衣能否同时提高搬运耐力和降低肌肉骨骼疾病风险?
IF 3.4 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-11-28 eCollection Date: 2024-01-01 DOI: 10.1017/wtc.2024.8
K M Rodzak, P R Slaughter, D N Wolf, C C Ice, S J Fine, K E Zelik

The objectives of this case series study were to test whether an elastic back exosuit could increase a wearer's endurance when lifting heavy objects and to assess whether lifting more cancels out the exosuit's risk reduction benefits. We found that 88% of participants increased their lifting repetitions while wearing an exosuit, with endurance increases ranging from 28 to 75%. We then used these empirical data with an ergonomic assessment model based on fatigue failure principles to estimate the effects on cumulative back damage (an indicator of low back disorder risk) when an exosuit is worn and more lifts are performed. Participants exhibited 27-93% lower cumulative back damage when wearing an exosuit. These results confirmed that wearing an exosuit increased participants' lifting capacity without canceling out injury risk reduction benefits. Back exosuits may make it possible to simultaneously boost productivity and reduce musculoskeletal disorder risks, which is relevant to workers in civilian and defense sectors.

本案例系列研究的目的是测试弹性背部外伤服是否能提高穿着者在搬运重物时的耐力,并评估搬运更多的东西是否会抵消外伤服降低风险的好处。我们发现,88%的参与者在穿上外衣后增加了举重的重复次数,耐力增加了28%到75%。然后,我们将这些经验数据与基于疲劳失效原理的人体工程学评估模型一起使用,以估计当穿着外穿服并进行更多提升时对累积背部损伤(腰背部疾病风险的指标)的影响。参与者在穿上外套后,背部累积损伤降低了27-93%。这些结果证实,穿着外穿服增加了参与者的举重能力,但不会抵消减少受伤风险的好处。背部紧身衣可以同时提高生产力和降低肌肉骨骼疾病的风险,这与民用和国防部门的工人有关。
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引用次数: 0
Enhancing prosthetic hand control: A synergistic multi-channel electroencephalogram. 增强假手控制能力:多通道脑电图的协同作用
IF 3.4 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-11-28 eCollection Date: 2024-01-01 DOI: 10.1017/wtc.2024.13
Pooya Chanu Maibam, Dingyi Pei, Parthan Olikkal, Ramana Kumar Vinjamuri, Nayan M Kakoty

Electromyogram (EMG) has been a fundamental approach for prosthetic hand control. However it is limited by the functionality of residual muscles and muscle fatigue. Currently, exploring temporal shifts in brain networks and accurately classifying noninvasive electroencephalogram (EEG) for prosthetic hand control remains challenging. In this manuscript, it is hypothesized that the coordinated and synchronized temporal patterns within the brain network, termed as brain synergy, contain valuable information to decode hand movements. 32-channel EEGs were acquired from 10 healthy participants during hand grasp and open. Synergistic spatial distribution pattern and power spectra of brain activity were investigated using independent component analysis of EEG. Out of 32 EEG channels, 15 channels spanning the frontal, central and parietal regions were strategically selected based on the synergy of spatial distribution pattern and power spectrum of independent components. Time-domain and synergistic features were extracted from the selected 15 EEG channels. These features were employed to train a Bayesian optimizer-based support vector machine (SVM). The optimized SVM classifier could achieve an average testing accuracy of 94.39 .84% using synergistic features. The paired t-test showed that synergistic features yielded significantly higher area under curve values (p < .05) compared to time-domain features in classifying hand movements. The output of the classifier was employed for the control of the prosthetic hand. This synergistic approach for analyzing temporal activities in motor control and control of prosthetic hands have potential contributions to future research. It addresses the limitations of EMG-based approaches and emphasizes the effectiveness of synergy-based control for prostheses.

肌电图(EMG)已成为假肢控制的基本方法。然而,它受到残余肌肉功能和肌肉疲劳的限制。目前,探索大脑网络的时间变化并准确分类假手控制的无创脑电图(EEG)仍然是一个挑战。在这篇论文中,我们假设大脑网络中协调和同步的时间模式,被称为大脑协同,包含有价值的信息来解码手的运动。采集10名健康受试者在握手和张开时的32通道脑电图。利用脑电独立分量分析研究了脑活动的协同空间分布模式和功率谱。在32个脑电通道中,基于空间分布模式和独立分量功率谱的协同作用,对跨越额叶、中央和顶叶的15个通道进行了策略选择。从选取的15个脑电信号通道中提取时域特征和协同特征。利用这些特征训练基于贝叶斯优化器的支持向量机(SVM)。优化后的SVM分类器使用协同特征,平均测试准确率达到94.39.84%。配对t检验显示,协同特征在曲线值下产生显著更高的面积(p
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引用次数: 0
Center of mass acceleration during walking: comparison between IMU and camera-based motion capture methodologies. 行走过程中的质心加速度:IMU和基于摄像机的运动捕捉方法的比较。
IF 3.4 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2024-11-22 eCollection Date: 2024-01-01 DOI: 10.1017/wtc.2024.12
Jasmine Y Liang, Li-Shan Chou

Placing an inertial measurement unit (IMU) at the 5th lumbar vertebra (L5) is a frequently employed method to assess the whole-body center of mass (CoM) motion during walking. However, such a fixed position approach does not account for instantaneous changes in body segment positions that change the CoM. Therefore, this study aimed to assess the congruence between CoM accelerations obtained from these two methods. The CoM positions were calculated based on trajectory data from 49 markers placed on bony landmarks, and its accelerations were computed using the finite-difference algorithm. Concurrently, accelerations were obtained with an IMU placed at L5, a proxy CoM position. Data were collected from 16 participants. Bland-Altman Limits of Agreement and Statistical Parametric Mapping approaches were used to examine the similarity and differences between accelerations directly obtained from the IMU and those derived from position data of the L5 marker (ML5) and whole-body CoM during a gait cycle. The correlation was moderate between IMU and CoM accelerations (r = 0.58) and was strong between IMU and ML5 or between CoM and ML5 accelerations (r = 0.76). There were significant differences in magnitudes between CoM and ML5 and between CoM and IMU accelerations along the anteroposterior and mediolateral directions during the early loading response, mid-stance, and terminal stance to pre-swing. Such comprehensive understanding of the similarity or discrepancy between CoM accelerations acquired by a single IMU and a camera-based motion capture system could further improve the development of wearable sensor technology for human movement analysis.

在第5腰椎(L5)放置惯性测量单元(IMU)是一种常用的评估步行时全身质心(CoM)运动的方法。然而,这种固定位置的方法并没有考虑到体段位置的瞬时变化会改变CoM。因此,本研究旨在评估这两种方法获得的CoM加速度之间的一致性。基于放置在骨骼地标上的49个标记的轨迹数据计算CoM位置,并使用有限差分算法计算其加速度。同时,将IMU放置在L5(代理CoM位置)处获得加速度。数据收集自16名参与者。使用Bland-Altman一致极限和统计参数映射方法来检查在步态周期中直接从IMU获得的加速度与从L5标记(ML5)和全身CoM的位置数据获得的加速度之间的相似性和差异性。IMU与CoM之间的相关性中等(r = 0.58), IMU与ML5或CoM与ML5之间的相关性较强(r = 0.76)。CoM和ML5以及CoM和IMU在早期加载响应、中位和终位与预摆时沿正位和中外侧方向的加速度的大小存在显著差异。对单个IMU和基于摄像机的运动捕捉系统获取的CoM加速度之间的相似或差异的全面理解,可以进一步促进用于人体运动分析的可穿戴传感器技术的发展。
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