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2018 7th IEEE International Conference on Biomedical Robotics and Biomechatronics (Biorob)最新文献

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Optimizing Activity Recognition in Stroke Survivors for Wearable Exoskeletons 优化可穿戴外骨骼中风幸存者的活动识别
Fanny Recher, O. Baños, C. Nikamp, L. Schaake, C. Baten, J. Buurke
Stroke affects the mobility, hence the quality of life of people victim of this cerebrovascular disease. Part of research has been focusing on the development of exoskeletons bringing support to the user's joints to improve their gait and to help regaining independence in daily life. One example is Xosoft, a soft modular exoskeleton currently being developed in the framework of the European project of the same name. On top of its assistive properties, the soft exoskeleton will provide therapeutic feedback via the analysis of kinematic data stemming from inertial sensors mounted on the exoskeleton. Prior to these analyses however, the activities performed by the user must be known in order to have sufficient behavioral context to interpret the data. Four activity recognition chains, based on machine learning algorithm, were implemented to automatically identify the nature of the activities performed by the user. To be consistent with the application they are being used for (i.e. wearable exoskeleton), focus was made on reducing energy consumption by configuration minimization and bringing robustness to these algorithms. In this study, movement sensor data was collected from eleven stroke survivors while performing daily-life activities. From this data, we evaluated the influence of sensor reduction and position on the performances of the four algorithms. Moreover, we evaluated their resistance to sensor failures. Results show that in all four activity recognition chains, and for each patient, reduction of sensors is possible until a certain limit beyond which the position on the body has to be carefully chosen in order to maintain the same performance results. In particular, the study shows the benefits of avoiding lower legs and foot locations as well as the sensors positioned on the affected side of the stroke patient. It also shows that robustness can be brought to the activity recognition chain when the data stemming from the different sensors are fused at the very end of the classification process.
中风影响活动能力,从而影响这种脑血管疾病患者的生活质量。部分研究集中在外骨骼的开发上,为使用者的关节提供支持,以改善他们的步态,帮助他们在日常生活中恢复独立。一个例子是Xosoft,这是一种软模块化外骨骼,目前正在欧洲同名项目的框架下开发。除了辅助功能之外,软外骨骼还将通过分析安装在外骨骼上的惯性传感器产生的运动学数据来提供治疗反馈。然而,在进行这些分析之前,必须知道用户执行的活动,以便有足够的行为上下文来解释数据。实现了基于机器学习算法的四个活动识别链,以自动识别用户执行的活动的性质。为了与它们正在使用的应用(即可穿戴外骨骼)保持一致,重点是通过最小化配置来降低能耗,并使这些算法具有鲁棒性。在这项研究中,从11名中风幸存者进行日常生活活动时收集运动传感器数据。根据这些数据,我们评估了传感器约简和位置对四种算法性能的影响。此外,我们还评估了它们对传感器故障的抵抗力。结果表明,在所有四个活动识别链中,对于每个患者,减少传感器是可能的,直到一定的限制,超过这个限制,必须仔细选择身体上的位置,以保持相同的表现结果。特别是,这项研究显示了避免下肢和足部的位置以及放置在中风患者患病一侧的传感器的好处。研究还表明,当在分类过程的最后融合来自不同传感器的数据时,可以给活动识别链带来鲁棒性。
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引用次数: 3
A Low-Back Exoskeleton can Reduce the Erector Spinae Muscles Activity During Freestyle Symmetrical Load Lifting Tasks 低背外骨骼可以减少直立者脊柱肌肉活动在自由式对称负载提升任务
Francesco Lanotte, Lorenzo Grazi, Baojun Chen, N. Vitiello, S. Crea
Low-back wearable robots are emerging tools to provide support to operators during handling of goods and repetitive operations. In this paper, we present and validate a novel control strategy for an active pelvis orthosis, which operates intuitively and effectively to assist workers during lifting operations. The proposed control strategy has a hierarchical architecture: the first layer (the intention-detection module) aims to detect online the onset of the lifting movement; the second layer (the assistive strategy) computes the reference torque profile to assist the movement, after the movement onset is detected; the third layer (the low-level control layer) aims at setting the current to drive the actuators. The control strategy relies on the angle measurements acquired by the encoders integrated in the robotic device and does not need additional sensors to detect the event. The system was tested on a pool of five healthy subjects, who were requested to perform repetitive lifting movements: first, the subject was requested to bend the trunk, grasp the box, lift it up and place it on a table; second, the subject was requested to grasp the object from the table, lower it down, place it on the floor and get up without the load. The tasks were executed with the exoskeleton controlled in transparent and assistive modes. Results show that the assistive action allows to perform the lifting movement faster. Significant reductions of the activity of the Lumbar Erector Spinae muscles were observed in the assistive mode compared to the transparent mode: a 16% reduction was observed when extending the trunk while holding the weight and a 33% reduction when extending the trunk without holding the load.
低背可穿戴机器人是一种新兴的工具,可以在搬运货物和重复操作时为操作员提供支持。在本文中,我们提出并验证了一种新的控制策略,用于主动骨盆矫形器,该矫形器直观有效地协助工人进行升降操作。所提出的控制策略具有分层结构:第一层(意图检测模块)旨在在线检测升降运动的开始;第二层(辅助策略)在检测到运动开始后计算参考扭矩轮廓以辅助运动;第三层(低级控制层)的目的是设置驱动执行器的电流。该控制策略依赖于集成在机器人装置中的编码器获得的角度测量,而不需要额外的传感器来检测事件。该系统在五名健康受试者中进行了测试,他们被要求进行重复的举起动作:首先,受试者被要求弯曲躯干,抓住盒子,举起它并将其放在桌子上;第二,受试者被要求抓住桌子上的物体,放下它,把它放在地板上,然后在没有负载的情况下站起来。这些任务是在透明和辅助模式下由外骨骼控制的。结果表明,辅助动作可以更快地完成提升动作。与透明模式相比,在辅助模式下观察到腰竖肌活动明显减少:在负重时伸展躯干时观察到16%的减少,在不负重时伸展躯干时减少33%。
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引用次数: 15
Considering Mixing Process of Rocket Solid Propellant Using Mixing Transport Device Simulating Peristaltic Movement of Intestinal Tract 模拟肠道蠕动运动的混合输送装置对火箭固体推进剂混合过程的研究
Kyota Ashigaki, Akihiro Iwasaki, D. Hagiwara, Kai Negishi, Kotaro Matsumoto, Yasuyuki Yamada, H. Habu, Taro Nakamura
In recent years, because the development of space technology has been increasing for the purpose of improving the social infrastructure, the expansion of space transportation systems based on low-cost and high-frequency rockets is important. Solid propellants used in solid-fuel rockets have properties of the compactness, inexpensiveness, and easy-handling. However, solid propellants are highly viscous slurries and highly explosive. As there is no device capable of continuously and safely transporting solid propellant, the process of manufacturing solid propellant is a batch process. We focused on the movement of human intestines that knead and transport with a small force as part of the development process. In this report, we design a mechanism for the mixing process by using a peristaltic mixing transporting device for efficiency and by automating the equipment. Specifically, we conduct two experiments with samples using an adjusted fluid ratio: a comparison experiment on fluidity and a pressure response experiment. We investigate the possibility of automatic control and efficiency by using the factors of pressure and flow rate.
近年来,由于以改善社会基础设施为目的,空间技术的发展日益加强,以低成本、高频率火箭为基础的空间运输系统的扩展具有重要意义。固体燃料火箭中使用的固体推进剂具有体积小、价格便宜、使用方便等特点。然而,固体推进剂是高粘性浆料和高爆炸性。由于没有能够连续、安全输送固体推进剂的装置,固体推进剂的生产过程是间歇式的。我们专注于人类肠道的运动,以微小的力量进行揉捏和运输,作为开发过程的一部分。在本报告中,我们设计了一种混合过程的机制,采用了蠕动混合输送装置,以提高效率,并实现了设备的自动化。具体来说,我们对调整液比的样品进行了两个实验:流动性对比实验和压力响应实验。探讨了利用压力和流量因素实现自动控制和效率的可能性。
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引用次数: 4
Gesture Recognition with Sensor Data Fusion of Two Complementary Sensing Methods* 两种互补传感方法的传感器数据融合手势识别*
M. Landgraf, I. S. Yoo, J. Sessner, Maximilian Mooser, Dominik Kaufmann, David Mattejat, S. Reitelshöfer, J. Franke
This paper presents the further development of a Dielectric Elastomer Sensor (DES) based gesture recognition system by sensor data fusion of two complementary sensor systems. The combination of two independent sensor systems with different physical principles enables a reliable recognition of hand and arm movements, which can be used to distinguish the origin of the movement, which means whether it is initiated actively by the nervous system or passively by external forces. The voluntary movements of the hand with the corresponding activity of the forearm muscles are registered with a noninvasive electromyography sensor system of the Myo gesture control armband. The steady-state positions of the passively positioned arm are detected with flexible DES stretching over the arm joints. In this paper, the solution approach as well as the experimental setup for a wearable gesture recognition system based on sensor data fusion of the sensors is presented. Promising results show the capability of combining the advantages of each sensor by fusion of the two different sensor data. This system can be used in various applications such as rehabilitation monitoring or intuitive control of robot systems.
本文提出了一种基于介电弹性体传感器(DES)的手势识别系统的进一步发展,该系统将两个互补传感器系统的传感器数据融合在一起。两个具有不同物理原理的独立传感器系统的结合,可以可靠地识别手和手臂的运动,可以用来区分运动的起源,即它是由神经系统主动发起的还是由外力被动发起的。手部的随意运动与前臂肌肉的相应活动通过Myo手势控制臂带的无创肌电传感器系统进行记录。被动定位的手臂的稳态位置是通过在手臂关节上伸展的柔性DES来检测的。本文提出了一种基于传感器数据融合的可穿戴手势识别系统的解决方法和实验装置。结果表明,通过融合两种不同的传感器数据,可以将每个传感器的优势结合起来。该系统可用于各种应用,如康复监测或机器人系统的直观控制。
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引用次数: 6
Exploration of Gait Parameters Affecting the Accuracy of Force Myography-Based Gait Phase Detection* 步态参数对基于力肌图的步态相位检测精度的影响研究*
Xianta Jiang, L. Tory, Mahta Khoshnam, Kelvin H. T. Chu, C. Menon
Gait analysis has been considered in various scenarios to provide information about the ambulatory physical activity. In this regard, studying gait phases can provide valuable information about the quality of gait. Force myography (FMG) techniques have been successfully employed to detect gait events using pattern recognition methods. This paper explores how the accuracy of detecting gait phases is correlated with the parameters of gait and FMG signal. To this end, FMG data were collected from 11 volunteers walking on a treadmill with a custom-designed FMG ankle band. The collected FMG data were classified into four gait phases using Linear Discriminant Analysis (LDA) algorithm. The correlation between the error in classification and the parameters of gait and FMG signal was then investigated. The results show that in comparison with other studied parameters, variations in stride length have the most impact on the accuracy of gait phase classification with a coefficient of determination (R2) of 0.80. Such an effect is more pronounced when signal power-related features, such as root mean square (RMS), are used in the classification algorithm. This study provides insight into the factors affecting the accuracy of FMG-based techniques for gait analysis and is a preliminary step towards developing high performance FMG-based wearable ambulatory activity monitoring systems.
步态分析已被考虑在各种情况下,以提供有关动态身体活动的信息。在这方面,研究步态阶段可以提供有关步态质量的有价值的信息。肌力图(FMG)技术已经成功地应用于使用模式识别方法检测步态事件。本文探讨了步态相位检测精度与步态参数和FMG信号之间的关系。为此,研究人员从11名志愿者身上收集了FMG数据,这些志愿者戴着特制的FMG踝带在跑步机上行走。采用线性判别分析(LDA)算法将采集到的FMG数据划分为4个步态阶段。研究了分类误差与步态参数和FMG信号的相关性。结果表明,与其他研究参数相比,步长变化对步态相位分类精度的影响最大,其决定系数(R2)为0.80。当在分类算法中使用与信号功率相关的特征,如均方根(RMS)时,这种效果更加明显。这项研究提供了影响基于fmg的步态分析技术准确性的因素,是开发高性能基于fmg的可穿戴动态活动监测系统的初步步骤。
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引用次数: 9
Near Surface Effects on the Flagellar Propulsion of Soft Robotic Sperms 软机械精子鞭毛推进的近表面效应
I. Khalil, M. Hafez, A. Klingner, S. Scheggi, Barbara Adel, S. Misra
In this work, we investigate the near surface effects on the flagellar propulsion of externally actuated soft robotic sperms. A group of $pmb{250}-mu text{m}$ -long robotic sperms are fabricated using electrospinning, and the influence of a nearby wall on their flagellar propulsion is modeled and characterized inside a fluidic chip with channels of varying width. Our experimental results show that the swimming speed of the robotic sperm decreases by a factor of 2 when its distance to a nearby surface is decreased by 50%, at frequency and precision angle of 5 Hz and 15°, respectively. We also show that the reduction in swimming speed can be mitigated by adapting the beating frequency and the precision angle of the tail and head of the robotic sperm during flagellar propulsion. We also demonstrate point-to-point closed-loop control along a reference trajectory inside a channel of varying width and achieve maximum steady-state error of $pmb{5.6}mu text{m}$ t,
在这项工作中,我们研究了近表面效应对鞭毛推进的外部驱动软机器人精子。利用静电纺丝技术制造了一组$pmb{250}-mu text{m}$长的机器人精子,并在具有不同宽度通道的流控芯片内对其鞭毛推进力的影响进行了建模和表征。实验结果表明,在频率和精度角分别为5 Hz和15°的情况下,当机器人精子与附近表面的距离减少50%时,其游动速度将降低2倍。我们还表明,游动速度的降低可以通过调整鞭毛推进过程中机器人精子的拍打频率和尾部和头部的精确角度来减轻。我们还演示了在变宽通道内沿参考轨迹的点对点闭环控制,并实现了最大稳态误差$pmb{5.6}mu text{m}$ t。
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引用次数: 2
Automated Assistive Therapy Device for Patients with Neurological Diseases 神经系统疾病患者自动辅助治疗装置
M. Klöckner, S. Leonhardt, Peter Meisterjahn, Stefan Theuerkorn, B. Kuhlenkötter, Michael Krampe
In this paper we describe the development of an automated therapy device for the use in neurological rehabilitation. The movement patterns of the therapy device belong to a manual therapy method which is based on hippotherapy. This manual therapy method can be used for patients with high movement restrictions because the patient can exercise in a lying position. Those parts of the development of the automated therapy device which we describe in this paper include the movement analysis of the manual therapy method, the mechanic dimensioning, the modeling and the path planning. Furthermore, we illustrate the implementation of our approach into a demonstrator and partially present our validation. The paper serves to demonstrate the clear advantages of developing and using automated assistive therapy devices in neurological rehabilitation.
在本文中,我们描述了一种用于神经康复的自动治疗装置的开发。该治疗装置的运动方式属于一种基于海马疗法的手工治疗方法。这种手工疗法可以用于运动受限程度高的患者,因为患者可以躺着运动。本文主要介绍了人工治疗方法的运动分析、机械尺寸的确定、建模和路径规划等部分。此外,我们在演示中演示了我们的方法的实现,并部分展示了我们的验证。本文旨在证明开发和使用自动辅助治疗装置在神经康复中的明显优势。
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引用次数: 1
A Perturbation-based Gait Training with Multidirectional Waist-Pulls Generalizes to Split-Belt Treadmill Slips 基于微扰的多方向腰拉步态训练推广到分离式带跑步机滑倒
D. Martelli, Jiyeon Kang, S. Agrawal
Gait disorders and subsequent falls are major causes of chronic disability. Most falls occur during walking when an individual fails to recover from a loss of balance. We have developed an innovative cable-driven robot that delivers unpredictable waist-pull perturbations while walking on a treadmill. In previous experiments, we showed that a training session with repeated waist-pulls induces acute motor adaptations in gait and balance recovery reactions. To date, it is unknown if the effects can be transferred to different types of external balance perturbations. This study aims to investigate if the exposure to repeated waist-pulls can improve the recovery reactions to slips. Fourteen healthy young adults were assigned to either an Experimental (EG) or a Control Group (CG). The EG was trained with multidirectional waist-pull perturbations of various intensities. The CG walked for a comparable amount of time on the treadmill with cables on, but without experiencing any waist-pull. Before and after the training, all participants were exposed to three slip-like perturbations by suddenly accelerating one belt of the treadmill in the forward direction. The Margin of Stability (MoS) was evaluated while reacting to the perturbations. At post-training, the EG showed increased stability in reaction to the waist-pull and slip-like perturbations. In contrast, the reaction to slip-like disturbances of the CG remained unchanged. A single session of gait training comprised of repeated waist-pulls showed immediate transfer to split-belt treadmill slips. The findings of this pilot study are encouraging for developing new fall prevention therapies.
步态障碍和随后的跌倒是慢性残疾的主要原因。大多数跌倒发生在走路时,当一个人不能从失去平衡中恢复过来时。我们开发了一种创新的缆绳驱动机器人,当它在跑步机上行走时,会产生不可预测的腰部牵引力扰动。在之前的实验中,我们证明了反复的腰拉训练会引起步态和平衡恢复反应的急性运动适应。迄今为止,尚不清楚这种影响是否可以转移到不同类型的外部平衡扰动。本研究旨在探讨反复拉腰是否能改善滑倒后的恢复反应。14名健康的年轻人被分为实验组(EG)和对照组(CG)。用不同强度的多方向腰拉扰动训练EG。CG在跑步机上带着电缆走了相当长的时间,但没有任何腰拉的感觉。在训练之前和之后,所有的参与者都暴露在三种类似滑动的扰动中,即突然加速跑步机的一条带向前。在对扰动作出反应时,评估了稳定裕度(MoS)。在训练后,EG显示出对腰拉和滑样扰动反应的稳定性增加。相比之下,对CG滑移扰动的反应保持不变。一个由重复的腰部拉扯组成的单一阶段的步态训练显示立即转移到分离带跑步机滑倒。这项初步研究的结果对开发新的预防跌倒疗法是令人鼓舞的。
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引用次数: 7
Design and Preliminary Testing of MOVit: a Novel Exercise-Enabling Control Interface for Powered Wheelchair Users MOVit的设计与初步测试:一种新型轮椅运动控制界面
J. Lobo-Prat, Gerard Moreso, Yinchu Dong, Christopher Lew, Nariman Sharifrazi, S. Radom-Aizik, D. Reinkensmeyer
The sedentary lifestyle of powered wheelchair users has a deleterious effect on their health. If they could exercise while driving their chair, like many manual wheelchair users do, they could potentially improve their health through integrated daily exercise. This paper presents the development of MOVit, a novel, arm exercise-enabling, wheelchair control interface, and the results of three preliminary tests with unimpaired subjects. MOVit consists of two custom-made, instrumented mobile arm supports that replace the armrests of a normal powered wheelchair. Instead of using a joystick to drive the wheelchair, the user moves the arm supports with their arms using a cyclical motion, while the software simulates a “virtual lever drive” chair. MOVit was first tested in a stationary setting with five unimpaired individuals (two expert users and three naïve users) to determine if they could achieve increasing levels of exercise by increasing movement amplitude and frequency. Secondly, driving performance using MOVit was evaluated with the same subjects on a long, straight track. Third, maneuverability with MOVit was evaluated for the expert users. In the stationary setting heart rate and oxygen consumption significantly increased as the level of exercise intensity increased. Driving performance for the long, straight track was comparable to the performance achieved using a standard joystick for the two expert users but was worse for the three novice users due to poor clutching inefficiency. The expert users achieved a level of maneuverability with MOVit comparable to that with a joystick. In conclusion, MOVit can modulate exercise intensity during powered wheelchair driving with a maneuverability comparable to that achieved with a standard joystick.
电动轮椅使用者久坐不动的生活方式对他们的健康有害。如果他们能像许多使用手动轮椅的人一样,一边开车一边锻炼,他们就有可能通过日常综合锻炼来改善健康状况。本文介绍了MOVit的发展,这是一种新颖的,手臂运动,轮椅控制界面,以及三次未受损受试者的初步测试结果。MOVit由两个定制的、仪器化的移动臂支架组成,取代了普通电动轮椅的扶手。使用者不再使用操纵杆来驱动轮椅,而是用手臂循环运动来移动手臂支架,而软件则模拟了一个“虚拟杠杆驱动”椅子。MOVit首先在一个固定的环境中进行测试,有5名未受损的人(2名专家用户和3名naïve用户),以确定他们是否可以通过增加运动幅度和频率来提高运动水平。其次,使用MOVit对同一受试者在长直线上的驾驶性能进行评估。第三,对专家用户进行了机动机动可操作性评价。在静止状态下,心率和耗氧量随运动强度的增加而显著增加。在长而直的赛道上,驾驶性能与两位专家用户使用标准操纵杆的性能相当,但对于三位新手用户来说,由于抓握效率低下,驾驶性能更差。专家用户实现了与MOVit相当的操纵杆的可操作性水平。总之,MOVit可以调节动力轮椅驾驶过程中的运动强度,其可操作性可与标准操纵杆媲美。
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引用次数: 2
Intuitive Impedance Modulation in Haptic Control Using Electromyography 直观阻抗调制在肌电触觉控制中的应用
Kees van Teeffelen, D. Dresscher, W. V. Dijk, S. Stramigioli
Humans have multiple ways to adapt their arm dynamics to the task they have to perform. One way of doing this is through co-contraction of antagonist muscles. In telemanipulation this ability is easily lost due to time delays, quantization effects, bandwidth or hardware limitations. In this work a new concept for telemanipulation is presented. The end-point stiffness of a (simulated) telerobot is controlled via a variable impedance controller. The end effector stiffness scales with an estimate of the co-contraction around the elbow of the teleoperator. The telemanipulation concept was evaluated with ten subjects that performed two telemanipulation tasks in six different conditions. Three impedance levels: low, high, and variable, and two delay settings. The first task was on positioning accuracy, the second task on impact minimization. We have shown that low and variable impedance performed significantly better on the force task than high impedance. We have also shown that high and variable impedance performed significantly better on the position task than low impedance. This shows that the human ability to control arm stiffness can effectively be transferred to a telemanipulated robot.
人类有多种方法来调整手臂的动态以适应他们必须执行的任务。一种方法是通过拮抗剂肌肉的共同收缩。在远程操作中,由于时间延迟、量化效应、带宽或硬件限制,这种能力很容易丧失。本文提出了一种新的远程操作概念。通过可变阻抗控制器控制(仿真)遥控机器人的末端刚度。末端执行器的刚度与远程操作者肘部周围的共收缩的估计有关。通过10名被试在6种不同条件下执行2个操作任务来评估远程操作概念。三个阻抗水平:低,高,可变,和两个延迟设置。第一个任务是定位精度,第二个任务是最小化影响。我们已经表明,低阻抗和可变阻抗在力任务上的表现明显优于高阻抗。我们还表明,高阻抗和可变阻抗在位置任务上的表现明显优于低阻抗。这表明人类控制手臂刚度的能力可以有效地转移到远程操纵机器人上。
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引用次数: 7
期刊
2018 7th IEEE International Conference on Biomedical Robotics and Biomechatronics (Biorob)
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