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2019 IEEE 16th International Conference on Rehabilitation Robotics (ICORR)最新文献

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A high-resolution tongue-based joystick to enable robot control for individuals with severe disabilities 一个高分辨率的基于舌头的操纵杆,使机器人控制严重残疾的个人
Pub Date : 2019-06-01 DOI: 10.1109/ICORR.2019.8779434
M. Mohammadi, H. Knoche, M. Gaihede, B. Bentsen, L. Struijk
Assistive robotic arms have shown the potential to improve the quality of life of people with severe disabilities. However, a high performance and intuitive control interface for robots with 6-7 DOFs is still missing for these individuals. An inductive tongue computer interface (ITCI) was recently tested for control of robots and the study illustrated potential in this field. The paper describes the investigation of the possibility of developing a high performance tongue-based joystick-like controller for robots through two studies. The first compared different methods for mapping the 18 sensor signals to a 2D coordinate, as a touchpad. The second evaluated the performance of a novel approach for emulating an analog joystick by the ITCI based on the ISO9241-411 standard. Two subjects performed a multi-directional tapping test using a standard analog joystick, the ITCI system held in hand and operated by the other hand, and finally by tongue when mounted inside the mouth. Throughput was measured as the evaluation parameter. The results show that the contact on the touchpads can be localized by almost 1 mm accuracy. The effective throughput of ITCI system for the multi-directional tapping test was 2.03 bps while keeping it in the hand and 1.31 bps when using it inside the mouth.
辅助机械臂已经显示出改善重度残疾人生活质量的潜力。然而,对于这些人来说,一个高性能和直观的6-7自由度机器人控制界面仍然缺失。最近,一种感应舌头计算机接口(ITCI)被用于机器人控制的测试,该研究表明了该领域的潜力。本文通过两项研究,描述了开发高性能的基于舌头的类操纵杆机器人控制器的可能性。第一组比较了将18个传感器信号映射到2D坐标(作为触摸板)的不同方法。第二部分评估了ITCI基于ISO9241-411标准模拟模拟操纵杆的新方法的性能。两名受试者使用标准模拟操纵杆进行多向轻击测试,另一只手握住ITCI系统,另一只手操作,最后安装在口腔内时用舌头操作。以吞吐量作为评价参数。结果表明,触摸板上的接触可以定位精度接近1 mm。ITCI系统进行多向轻叩测试时,手拿时有效吞吐率为2.03 bps,口含时有效吞吐率为1.31 bps。
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引用次数: 12
Performance Evaluation of EEG/EMG Fusion Methods for Motion Classification 脑电/肌电融合运动分类方法的性能评价
Pub Date : 2019-06-01 DOI: 10.1109/ICORR.2019.8779465
Jacob Tryon, Evan Friedman, A. L. Trejos
Wearable robotic systems have shown potential to improve the lives of musculoskeletal disorder patients; however, to be used practically, they require a reliable method of control. The user needs to be able to indicate that they wish to move in a way that feels intuitive and comfortable. One proposed method for detecting motion intention is through the combined use of muscle activity, known as electromyography (EMG), and brain activity, known as electroencephalography (EEG). Other groups have developed various methods of fusing EEG/EMG signals for classification of motion intention, but a comprehensive evaluation of their performance has yet to be completed. This work evaluates EEG/EMG fusion methods during elbow flexion–extension motion while varying parameters, such as speed of motion, weight held, and muscle fatigue. Overall, the use of EEG/EMG fusion was found to not be more accurate than using just EMG alone $(86.81 pm 3.98$%), with some fusion methods demonstrating equivalent performance to EMG $(p=1.000)$. EEG/EMG fusion was, however, demonstrated to be less sensitive to changes in motion parameters, allowing it to perform more consistently across different speed/weight combinations. The results of this work provide further justification for the use of EEG/EMG fusion for control of a wearable robotic device.
可穿戴机器人系统已经显示出改善肌肉骨骼疾病患者生活的潜力;然而,要实际使用,它们需要可靠的控制方法。用户需要能够表明他们希望以一种直观和舒适的方式移动。一种被提出的检测运动意图的方法是通过肌肉活动(称为肌电图(EMG))和大脑活动(称为脑电图(EEG))的结合使用。其他研究小组已经开发了多种融合脑电/肌电信号的运动意图分类方法,但尚未完成对其性能的综合评价。本研究评估了手肘屈伸运动中脑电图/肌电图融合方法在不同参数下的表现,如运动速度、负重和肌肉疲劳。总的来说,使用脑电图/肌电图融合并不比单独使用肌电图更准确(86.81 pm 3.98$%),一些融合方法的表现与肌电图相当(p=1.000)$。然而,脑电图/肌电图融合被证明对运动参数的变化不太敏感,这使得它在不同的速度/重量组合中表现得更加一致。这项工作的结果为使用脑电图/肌电图融合来控制可穿戴机器人设备提供了进一步的理由。
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引用次数: 18
Energy Density and Hysteresis Comparison in Natural Rubber Tube Springs for Wearable Exoskeleton Applications 可穿戴外骨骼用天然橡胶管弹簧的能量密度和迟滞比较
Pub Date : 2019-06-01 DOI: 10.1109/ICORR.2019.8779400
J. Perry, Abhishek Rathod
Wearable exoskeletons show promise as a means for compensating lost function as well as for providing optimal assistance for maximal therapeutic benefit during everyday tasks. Development of lightweight spring systems for efficient storage and return are proposed as a key component in the successful deployment of wearable exoskeletons for individuals with neurological deficits. Both spring steel and natural rubber are common materials used in energy storage, but have not been directly compared by metrics such as energy storage density, energy storage efficiency, and hysteresis. In this work, we perform cyclic loading tests on spring steel extension springs of varying wire diameter and natural rubber tubing of varying wall thicknesses. We then use measured load-extension profiles to illustrate and compute metrics to better quantify the energy storing capabilities of each material and their appropriateness for use as energy storing and returning components in wearable robotic applications. Results show that natural rubber has a higher capacity for energy storage per unit weight in comparison to steel springs. Hysteresis is also higher in natural rubber and can be dramatically reduced by applying adequate pre-strain at levels greater than the anticipated strain during use.
可穿戴外骨骼作为一种补偿丧失功能的手段,以及在日常任务中提供最大治疗效益的最佳辅助,显示出了希望。轻量级弹簧系统的开发,有效的存储和返回被认为是一个关键组成部分,在可穿戴外骨骼成功部署的个人神经缺陷。弹簧钢和天然橡胶都是储能中常用的材料,但在储能密度、储能效率和迟滞等指标上还没有直接的比较。在这项工作中,我们对不同钢丝直径的弹簧钢延伸弹簧和不同壁厚的天然橡胶管进行了循环加载试验。然后,我们使用测量的负载扩展曲线来说明和计算指标,以更好地量化每种材料的能量存储能力,以及它们在可穿戴机器人应用中作为能量存储和返回组件的适用性。结果表明,与钢弹簧相比,天然橡胶具有更高的单位重量储能能力。天然橡胶的迟滞也较高,在使用过程中,通过施加大于预期应变的适当预应变,可以显著减少迟滞。
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引用次数: 0
Movement related activity in the μ band of the human EEG during a robot-based proprioceptive task 机器人本体感觉任务中人类脑电图μ波段运动相关活动
Pub Date : 2019-06-01 DOI: 10.1109/ICORR.2019.8779552
F. Marini, J. Zenzeri, Valentina Pippo, P. Morasso, C. Campus
Innovative research in the fields of prosthetic, neurorehabilitation, motor control and human physiology has been focusing on the study of proprioception, the sense through which we perceive the position and movement of our body, and great achievements have been obtained regarding its assessment and characterization. However, how proprioceptive signals are combined with other sensory modalities and processed by the central nervous system to form a conscious body image, is still unknown. Such a crucial question was addressed in this study, which involved 23 healthy subjects, by combining a robot-based proprioceptive test with a specific analysis of electroencephalographic activity (EEG) in the $mu$ frequency band (8-12 Hz). We observed important activation in the motor area contralateral to the moving hand, and besides, a substantial bias in brain activation and proprioceptive acuity when visual feedback was provided in addition to the proprioceptive information during movement execution. In details, brain activation and proprioceptive acuity were both higher in case of movements performed with visual feedback. Remarkably, we also found a correlation between the level of activation in the brain motor area contralateral to the moving hand and the value of proprioceptive acuity.
在假肢、神经康复、运动控制和人体生理学领域的创新研究一直集中在本体感觉的研究上,本体感觉是我们感知身体位置和运动的感觉,在本体感觉的评估和表征方面取得了很大的成就。然而,本体感觉信号如何与其他感觉方式结合,并由中枢神经系统处理形成有意识的身体图像,仍然是未知的。在这项涉及23名健康受试者的研究中,通过将基于机器人的本体感觉测试与8-12 Hz频段的脑电图活动(EEG)的具体分析相结合,解决了这一关键问题。我们观察到运动手对侧运动区域的重要激活,此外,在运动执行过程中,除了本体感觉信息外,还提供视觉反馈时,大脑激活和本体感觉灵敏度存在实质性偏差。具体来说,在有视觉反馈的情况下,大脑激活和本体感觉敏锐度都更高。值得注意的是,我们还发现了运动手对侧大脑运动区域的激活水平与本体感觉敏锐度之间的相关性。
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引用次数: 0
Indirect Robotic Movement Shaping through Motor Cost Influence 通过电机成本影响的间接机器人运动成形
Pub Date : 2019-06-01 DOI: 10.1109/ICORR.2019.8779430
Justin Fong, V. Crocher, Y. Tan, D. Oetomo
Movement patterns are commonly disrupted after a neurological incident. The correction and recovery of these movement patterns is part of therapeutic practice, and should be considered in the development of robotic device control strategies. This is an area which has limited exploration in rehabilitation robotics literature. This work presents a new strategy aiming at influencing the cost associated with a movement, based on the principle of optimal motor control. This approach is unique, in that it does not directly modify the movement pattern, but instead encourages this altered movement. This ‘Indirect Shaping Control’ is applied in a preliminary experiment using an end-effector based device with 5 healthy subjects. The study concludes that such an approach may encourage changes in movement patterns which do persist to out-of-robot reaching actions, but this was not consistent over all subjects and further experiments are required.
运动模式通常在神经事件后被打乱。这些运动模式的纠正和恢复是治疗实践的一部分,应该在机器人设备控制策略的发展中加以考虑。这是一个在康复机器人文献中探索有限的领域。这项工作提出了一种新的策略,旨在影响与运动相关的成本,基于最优电机控制原理。这种方法是独特的,因为它不直接改变运动模式,而是鼓励这种改变的运动。这种“间接成形控制”应用于5名健康受试者的基于末端执行器的装置的初步实验中。该研究的结论是,这种方法可能会鼓励运动模式的变化,这种变化确实会持续到机器人之外的动作,但这并不适用于所有的受试者,还需要进一步的实验。
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引用次数: 3
Effects of Focal Vibration and Robotic Assistive Therapy on Upper Limb Spasticity in incomplete Spinal Cord Injury 局部振动和机器人辅助治疗对不完全性脊髓损伤上肢痉挛的影响
Pub Date : 2019-06-01 DOI: 10.1109/ICORR.2019.8779566
Tijana Jevtic Vojinovic, Emma Linley, A. Zivanovic, R. Loureiro
Vibration stimulation seems to be an affordable easy-to-use rehabilitation tool. Focal muscle vibration (FV) has potential to reduce spasticity and enhance muscle strength and performance. Combined with robotic assisted movement therapy, the rehabilitation can benefit from improvement of more than one aspect. For example, FV could firstly decrease abnormally increased muscle tone and joint rigidity by tackling volitional control for easier robotic movement exercise. Exactly this approach is evaluated within a clinical trial presented in this paper. FV were applied to relaxed spastic wrist flexor and extensor muscles for 15min. Subsequently, the wrist was engaged in a robotic-assisted game-playing. Results from two cases who completed the trial showed short-term decrease in wrist stiffness as assessed by clinical spasticity measurement Modified Ashworth Scale (MAS). Active range of motion (AROM) and engineering joint stiffness (JS) measurements were estimated using a robotic apparatus and the results complemented previous observations. The AROM increased and JS decreased for both cases when compared at the beginning and at the end of each interventional session. These results are a part of an ongoing clinical trial but show promise for reducing repercussions of spasticity in incomplete spinal cord injury.
振动刺激似乎是一种负担得起的易于使用的康复工具。局灶性肌肉振动(FV)具有减少痉挛和增强肌肉力量和性能的潜力。结合机器人辅助运动疗法,康复可以从多个方面得到改善。例如,FV首先可以通过解决意志控制来降低异常增加的肌肉张力和关节刚性,从而使机器人运动更容易。确切地说,这种方法是评估在临床试验中提出的论文。FV应用于松弛痉挛的腕屈伸肌15min。随后,手腕参与了机器人辅助的游戏。完成试验的两例患者的结果显示,通过临床痉挛测量修正Ashworth量表(MAS)评估,腕关节僵硬度短期降低。主动活动范围(AROM)和工程关节刚度(JS)测量使用机器人设备估计,结果补充了先前的观察结果。在每次干预开始和结束时,两种情况下的AROM增加,JS减少。这些结果是正在进行的临床试验的一部分,但显示出减少不完全性脊髓损伤痉挛的影响的希望。
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引用次数: 4
Reaching in Several Realities: Motor and Cognitive Benefits of Different Visualization Technologies 到达几个现实:不同的可视化技术的运动和认知的好处
Pub Date : 2019-06-01 DOI: 10.1109/ICORR.2019.8779366
Nicolas Wenk, Joaquin Penalver-Andres, Rara Palma, Karin A. Buetler, R. Müri, T. Nef, L. Marchal-Crespo
There is increasing interest in using virtual reality (VR) in robotic neurorehabilitation. However, the use of conventional VR displays (i.e., computer screens), implies several transformations between the real movements in 3D and their 2D virtual representations that might negatively impact the rehabilitation interventions. In this study, we compared the impact on movement quality and cognitive load of novel vs. standard visualization technologies: i) Immersive VR (IVR) head-mounted display (HMD), ii) Augmented reality (AR) HMD, and iii) Computer screen. Twenty healthy participants performed simultaneously a motor and a cognitive task. Goal-oriented reaching movements were recorded using an HTC Vive controller. The cognitive load was assessed by the accuracy on a simultaneous counting task.The movement quality improved when visualizing the movements in IVR, compared to the computer screen. These improvements were more evident for locations that required movements in several dimensions. We found a trend to higher movement quality in AR than Screen, but worse than IVR. No significant difference was observed between modalities for the cognitive load. These results provide encouraging evidence that VR interventions using HMDs might be more suited for reaching tasks in several dimensions than a computer screen. Technical limitations might still limit the beneficial effects of AR, both in movement quality and cognitive load.
在机器人神经康复中使用虚拟现实(VR)的兴趣越来越大。然而,使用传统的虚拟现实显示器(即计算机屏幕)意味着在3D的真实运动和2D虚拟表示之间进行若干转换,这可能会对康复干预产生负面影响。在这项研究中,我们比较了新型和标准可视化技术对运动质量和认知负荷的影响:i)沉浸式VR (IVR)头戴式显示器(HMD), ii)增强现实(AR)头戴式显示器(HMD), iii)计算机屏幕。20名健康的参与者同时进行一项运动和认知任务。使用HTC Vive控制器记录目标导向的到达动作。认知负荷通过同时计数任务的准确性来评估。与计算机屏幕相比,在IVR中可视化运动时,运动质量得到了改善。这些改进对于需要在多个维度上移动的位置更为明显。我们发现AR的移动质量比Screen高,但比IVR差。认知负荷在不同模式间无显著差异。这些结果提供了令人鼓舞的证据,表明使用头戴式显示器的虚拟现实干预可能比计算机屏幕更适合在几个维度上完成任务。技术限制可能仍然会限制AR的有益效果,无论是在运动质量还是认知负荷方面。
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引用次数: 8
A geometric framework for the estimation of joint stiffness of the human wrist* 用于估计人类手腕关节刚度的几何框架*
Pub Date : 2019-06-01 DOI: 10.1109/ICORR.2019.8779380
D. Formica, Muhammad Azhar, Paolo Tommasino, D. Campolo
Estimating joint stiffness is of paramount importance for studying human motor control and for clinical assessment of neurological diseases. Usually stiffness estimation is performed using cumbersome instrumentations (e.g. robots), and by approximating robot joint angles and torques to the human ones. This paper proposes a methodology and an experimental setup to measure wrist joint stiffness in unstructured environments, with the twofold aim of: 1) providing a geometric framework in order to derive angular displacements and torques at the wrist Flexion/Extension (FE) and Radial/Ulnar Deviation (RUD) axes of rotation, using a subject specific kinematic model; 2) suggesting an experimental setup made of two portable sensors for motion tracking and one load cell, to allow for measurements in out-of-the-lab scenarios. We tested our method on a hardware mockup of wrist kinematics, providing a ground truth for estimated angles and torques at FE and RUD joints. The experimental validation showed average absolute errors in FE and RUD angles of 0.005 rad and 0.0167 rad respectively, and an average error of FE and RUD torques of 0.006 Nm and 0.003 Nm.
关节刚度的估计对于研究人体运动控制和神经系统疾病的临床评估至关重要。通常,刚度估计是使用笨重的仪器(例如机器人)进行的,并且通过将机器人关节的角度和扭矩近似于人类的角度和扭矩。本文提出了一种在非结构化环境中测量手腕关节刚度的方法和实验装置,其目的有两个:1)提供一个几何框架,以便使用受试者特定的运动学模型推导手腕屈伸(FE)和桡尺偏(RUD)旋转轴上的角位移和扭矩;2)提出了一种实验装置,由两个用于运动跟踪的便携式传感器和一个称重传感器组成,以便在实验室外的情况下进行测量。我们在手腕运动学的硬件模型上测试了我们的方法,为FE和RUD关节的估计角度和扭矩提供了一个基本的事实。实验验证表明,FE和RUD角的平均绝对误差分别为0.005 rad和0.0167 rad, FE和RUD扭矩的平均误差分别为0.006 Nm和0.003 Nm。
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引用次数: 4
Ailu: An Affordable Sensorized Toy for Detection of Neuro and Motor Delays in Infants Ailu:一个可负担得起的传感器玩具,用于检测婴儿的神经和运动迟缓
Pub Date : 2019-06-01 DOI: 10.1109/ICORR.2019.8779523
E. Ho, Wilson O. Torres, Laura Prosser, M. Johnson
Early detection of neurodevelopmental disorders in infants is critical for early intervention to improve their long-term function. Integrating natural play with quantitative measurements of developmental milestones may help to quickly and efficiently identify infants at-risk for developmental delays. Ailu is a sensorized toy designed to elicit and measure natural infant play interactions. Ailu is part of the Play and Neuro Development Assessment (PANDA) gym, whose purpose is to serve as a universal and quantitative screening tool for detection of delays. This case study describes design considerations made developing Ailu and evaluates Ailu’s potential in upper limb, lower limb, and parent-guided testing with a 3-month old infant. Ailu can encourage reaching, kicking, and grasping, and will be tested for distinguishing typical and atypical development with further infant trials.
婴儿神经发育障碍的早期发现对于早期干预以改善其长期功能至关重要。将自然玩耍与发育里程碑的定量测量相结合,可能有助于快速有效地识别有发育迟缓风险的婴儿。Ailu是一种传感器玩具,旨在引发和测量自然的婴儿游戏互动。Ailu是玩耍和神经发育评估(PANDA)健身房的一部分,其目的是作为检测延迟的通用和定量筛查工具。本案例研究描述了开发Ailu时的设计考虑,并评估了Ailu在上肢、下肢和3个月大婴儿父母指导测试中的潜力。Ailu可以鼓励伸手,踢腿和抓握,并将通过进一步的婴儿试验来区分典型和非典型发育。
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引用次数: 5
A computational pipeline to find lobule-specific electric field distribution during non-invasive cerebellar stimulation 在非侵入性小脑刺激过程中寻找小叶特异性电场分布的计算管道
Pub Date : 2019-06-01 DOI: 10.1109/ICORR.2019.8779453
Z. Rezaee, Brandon Ruszala, Anirban Dutta
Objective: Cerebellar Transcranial direct current stimulation (ctDCS) of cerebellar lobules is challenging due to the complexity of the cerebellar structure. Therefore, we present a freely available computational pipeline to determine the subject-specific lobule-specific electric field distribution during ctDCS. Methods: The computational pipeline isolates subject-specific cerebellar lobules based on a spatially unbiased atlas template (SUIT) for the cerebellum, and then calculates the lobule-specific electric field distribution during ctDCS. The computational pipeline was tested using Colin27 Average Brain. The 5 cm × 5 cm anode was placed 3 cm lateral to inion, and the same sized cathode was placed on the contralateral supra-orbital area (called Manto montage) and buccinators muscle (called Celnik montage). A published 4x1 HD-ctDCS electrode montage was also implemented for a comparison using analysis of variance. Results: The electric field strength of both the Celnik and the Manto montages affected the lobules Crus II, VIIb, VIII, and IX of the targeted cerebellar hemispheres while Manto montage had a more bilateral effect. The HD-ctDCS montage primarily affected the lobules Crus I, Crus II, VIIb of the targeted cerebellar hemisphere. Discussion: Our freely available subject-specific computational modeling pipeline can be used to analyze lobulespecific electric field distribution to select an optimal ctDCS electrode montage.
目的:小脑经颅直流电刺激(ctDCS)由于小脑结构的复杂性而具有挑战性。因此,我们提出了一个免费的计算管道来确定ctDCS期间特定主题的小叶特定电场分布。方法:基于空间无偏图谱模板(spatial unbiased atlas template, SUIT),计算流水线分离受试者特异性小脑小叶,计算ctDCS过程中小脑特异性电场分布。计算管道使用Colin27 Average Brain进行测试。5cm × 5cm的阳极放置在距轴侧3cm处,同样大小的阴极放置在对侧眶上区域(称为Manto蒙太奇)和扣肌(称为Celnik蒙太奇)上。还使用已发表的4x1 HD-ctDCS电极蒙太奇进行方差分析比较。结果:Celnik和Manto蒙太奇的电场强度均影响目标小脑半球的Crus II, vib, VIII和IX小叶,而Manto蒙太奇具有更多的双边作用。HD-ctDCS蒙太奇主要影响目标小脑半球的Crus I, Crus II, vib小叶。讨论:我们免费提供的特定主题的计算建模管道可用于分析特定区域的电场分布,以选择最佳的ctDCS电极蒙太奇。
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引用次数: 10
期刊
2019 IEEE 16th International Conference on Rehabilitation Robotics (ICORR)
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