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Capturing nighttime symptoms in Parkinson disease: Technical development and experimental verification of inertial sensors for nocturnal hypokinesia. 捕捉帕金森病的夜间症状:用于夜间运动不足的惯性传感器的技术发展和实验验证。
Q Medicine Pub Date : 2016-01-01 DOI: 10.1682/JRRD.2015.04.0062
Roongroj Bhidayasiri, Jirada Sringean, Poonpak Taechalertpaisarn, Chusak Thanawattano

Although nocturnal hypokinesia represents one of the most common nocturnal disabilities in Parkinson disease (PD), it is often a neglected problem in daily clinical practice. We have developed a portable ambulatory motion recorder (the NIGHT-Recorder), which consists of 16-bit triaxial integrated microelectromechanical system inertial sensors that are specifically designed to measure movements, register the position of the body with respect to gravity, and provide information on rotations on the longitudinal axis while lying in bed. The signal processing uses the forward derivative method to identify rolling over and getting out of bed as primary indicators. The prototype was tested on six PD pairs to measure their movements for one night. Using predetermined definitions, 134 movements were captured consisting of rolling over 115 times and getting out of bed 19 times. Patients with PD rolled over significantly fewer times than their spouses (p = 0.03), and the position change was significantly smaller in patients with PD (p = 0.03). Patients with PD rolled over at a significantly slower speed (p = 0.03) and acceleration (p = 0.03) than their spouses. In contrast, patients with PD got out of bed significantly more often than their spouses (p = 0.02). It is technically feasible to develop an easy-to-use, portable, and accurate device that can assist physicians in the assessment of nocturnal movements of patients with PD.

虽然夜间运动不足是帕金森病(PD)最常见的夜间残疾之一,但在日常临床实践中往往被忽视。我们开发了一种便携式动态运动记录仪(NIGHT-Recorder),它由16位三轴集成微机电系统惯性传感器组成,专门用于测量运动,记录身体相对于重力的位置,并提供躺在床上时纵向轴上的旋转信息。信号处理采用正导数法识别翻身和下床为主要指标。这个原型在六对PD身上测试了一个晚上,测量了他们的运动。使用预先确定的定义,捕获了134个动作,包括翻身115次和起床19次。PD患者侧翻次数明显少于配偶(p = 0.03), PD患者侧翻次数明显小于配偶(p = 0.03)。PD患者的侧翻速度(p = 0.03)和加速度(p = 0.03)明显低于其配偶。相比之下,PD患者起床次数明显多于其配偶(p = 0.02)。开发一种易于使用、便携、准确的设备,帮助医生评估PD患者的夜间活动,在技术上是可行的。
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引用次数: 23
Transfer component skill deficit rates among Veterans who use wheelchairs. 使用轮椅的退伍军人的转移组件技能缺乏率。
Q Medicine Pub Date : 2016-01-01 DOI: 10.1682/JRRD.2015.02.0023
Alicia M Koontz, Chung-Ying Tsai, Nathan S Hogaboom, Michael L Boninger

The purpose of this study was to quantify the deficit rates for transfer component skills in a Veteran cohort and explore the relationship between deficit rates and subject characteristics. Seventy-four men and 18 women performed up to four transfers independently from their wheelchair to a mat table while a therapist evaluated their transfer techniques using the Transfer Assessment Instrument. The highest deficit rates concerned the improper use of handgrips (63%). Other common problems included not setting the wheelchair up at the proper angle (50%) and not removing the armrest (58%). Veterans over 60 yr old and Veterans with moderate shoulder pain were more likely to set up their wheelchairs inappropriately than younger Veterans (p = 0.003) and Veterans with mild shoulder pain (p = 0.004). Women were less likely to remove their armrests than men (p = 0.03). Subjects with disabilities other than spinal cord injury were less inclined to set themselves up for a safe and easy transfer than the subjects with spinal cord injury (p ≤ 0.001). The results provide insight into the disparities present in transfer skills among Veterans and will inform the development of future transfer training programs both within and outside of the Department of Veterans Affairs.

本研究的目的是量化退伍军人转移组成技能的失误率,并探讨失误率与被试特征之间的关系。74名男性和18名女性独立完成了多达4次从轮椅到垫子桌的转移,而治疗师使用转移评估工具评估了他们的转移技术。失误率最高的是不当使用握把(63%)。其他常见的问题包括没有把轮椅放在合适的角度(50%)和没有移走扶手(58%)。60岁以上的退伍军人和中度肩痛的退伍军人比年轻的退伍军人和轻度肩痛的退伍军人更容易不恰当地设置轮椅(p = 0.003)。女性移开扶手的可能性低于男性(p = 0.03)。非脊髓损伤的残疾受试者比脊髓损伤的受试者更不倾向于安全、容易地转移自己(p≤0.001)。研究结果揭示了退伍军人转学技能存在的差异,并将为退伍军人事务部内外未来转学培训项目的发展提供信息。
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引用次数: 12
Usability evaluation of low-cost virtual reality hand and arm rehabilitation games. 低成本虚拟现实手和手臂康复游戏的可用性评估。
Q Medicine Pub Date : 2016-01-01 DOI: 10.1682/JRRD.2015.03.0045
Na Jin Seo, Jayashree Arun Kumar, Pilwon Hur, Vincent Crocher, Binal Motawar, Kishor Lakshminarayanan

The emergence of lower-cost motion tracking devices enables home-based virtual reality rehabilitation activities and increased accessibility to patients. Currently, little documentation on patients' expectations for virtual reality rehabilitation is available. This study surveyed 10 people with stroke for their expectations of virtual reality rehabilitation games. This study also evaluated the usability of three lower-cost virtual reality rehabilitation games using a survey and House of Quality analysis. The games (kitchen, archery, and puzzle) were developed in the laboratory to encourage coordinated finger and arm movements. Lower-cost motion tracking devices, the P5 Glove and Microsoft Kinect, were used to record the movements. People with stroke were found to desire motivating and easy-to-use games with clinical insights and encouragement from therapists. The House of Quality analysis revealed that the games should be improved by obtaining evidence for clinical effectiveness, including clinical feedback regarding improving functional abilities, adapting the games to the user's changing functional ability, and improving usability of the motion-tracking devices. This study reports the expectations of people with stroke for rehabilitation games and usability analysis that can help guide development of future games.

低成本运动跟踪设备的出现使基于家庭的虚拟现实康复活动成为可能,并增加了患者的可及性。目前,关于患者对虚拟现实康复的期望的文献很少。这项研究调查了10名中风患者对虚拟现实康复游戏的期望。本研究还通过调查和House of Quality分析评估了三款低成本虚拟现实康复游戏的可用性。这些游戏(厨房、射箭和拼图)是在实验室开发的,旨在鼓励手指和手臂的协调运动。低成本的运动追踪设备,P5 Glove和微软Kinect,被用来记录运动。研究发现,中风患者更喜欢具有临床洞察力和治疗师鼓励的、具有激励性和易于使用的游戏。House of Quality分析显示,游戏应该通过获得临床有效性的证据来改进,包括关于提高功能能力的临床反馈,使游戏适应用户不断变化的功能能力,以及提高动作跟踪设备的可用性。本研究报告了中风患者对康复类游戏的期望,并通过可用性分析帮助指导未来游戏的开发。
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引用次数: 46
Development of a comprehensive Blast-Related Auditory Injury Database (BRAID). 一个综合性爆炸相关听觉损伤数据库(BRAID)的开发。
Q Medicine Pub Date : 2016-01-01 DOI: 10.1682/JRRD.2015.02.0031
Antony R Joseph, Jaime L Horton, Mary C Clouser, Andrew J MacGregor, Michelle Louie, Michael R Galarneau

The Department of Defense Hearing Conservation Program provides specific guidance for service components to prevent occupational hearing loss; however, it does not specifically contend with the unique noise exposures observed in the theater of war, such as blasts and explosions. In order to examine the effects of blast injury on hearing sensitivity, we developed a large database composed of demographic, audiometric, point of injury, and medical outcome data, with the primary aim of developing a long-standing and integrated capability for the surveillance, assessment, and investigation of blast-related hearing outcomes. Methods used to develop the dataset are described. Encompassing more than 16,500 Navy and Marine Corps personnel, the Blast-Related Auditory Injury Database (BRAID) includes individuals with a blast-related injury and nonblast control subjects. Using baseline and postdeployment hearing threshold data, a retrospective analysis of the cohort revealed that the rate of hearing loss for the injured servicemembers was 39%. The BRAID will be useful for studies that assess hearing patterns following deployment-related injury, such as blast exposures, that facilitate exploration of health outcomes and whether they are predictive of audiometric disposition and that help establish hearing loss prevention strategies and program policies for affected military commands and servicemembers.

国防部听力保护计划为服务部门提供具体指导,以防止职业性听力损失;然而,它并没有特别与在战区观察到的独特的噪音暴露作斗争,例如爆炸和爆炸。为了研究爆炸损伤对听力敏感性的影响,我们建立了一个由人口统计学、听力学、损伤点和医疗结果数据组成的大型数据库,主要目的是建立一个长期和综合的能力,用于监测、评估和调查爆炸相关听力结果。描述了用于开发数据集的方法。包括超过16,500名海军和海军陆战队人员,爆炸相关听觉损伤数据库(BRAID)包括爆炸相关损伤和非爆炸控制对象的个人。使用基线和部署后的听力阈值数据,对队列进行回顾性分析,发现受伤服务人员的听力损失率为39%。BRAID将用于评估部署相关损伤(如爆炸暴露)后的听力模式的研究,有助于探索健康结果,以及它们是否预测听力学处置,并有助于为受影响的军事指挥和服务人员建立听力损失预防策略和计划政策。
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引用次数: 12
High-density force myography: A possible alternative for upper-limb prosthetic control. 高密度肌力图:上肢假肢控制的一种可能选择。
Q Medicine Pub Date : 2016-01-01 DOI: 10.1682/JRRD.2015.03.0041
Ashkan Radmand, Erik Scheme, Kevin Englehart

Several multiple degree-of-freedom upper-limb prostheses that have the promise of highly dexterous control have recently been developed. Inadequate controllability, however, has limited adoption of these devices. Introducing more robust control methods will likely result in higher acceptance rates. This work investigates the suitability of using high-density force myography (HD-FMG) for prosthetic control. HD-FMG uses a high-density array of pressure sensors to detect changes in the pressure patterns between the residual limb and socket caused by the contraction of the forearm muscles. In this work, HD-FMG outperforms the standard electromyography (EMG)-based system in detecting different wrist and hand gestures. With the arm in a fixed, static position, eight hand and wrist motions were classified with 0.33% error using the HD-FMG technique. Comparatively, classification errors in the range of 2.2%-11.3% have been reported in the literature for multichannel EMG-based approaches. As with EMG, position variation in HD-FMG can introduce classification error, but incorporating position variation into the training protocol reduces this effect. Channel reduction was also applied to the HD-FMG technique to decrease the dimensionality of the problem as well as the size of the sensorized area. We found that with informed, symmetric channel reduction, classification error could be decreased to 0.02%.

最近开发了几种具有高度灵巧控制能力的多自由度上肢假肢。然而,不充分的可控性限制了这些设备的采用。引入更稳健的控制方法可能会带来更高的接受率。本研究探讨了高密度肌力图(HD-FMG)用于假肢控制的适用性。HD-FMG使用高密度的压力传感器阵列来检测由前臂肌肉收缩引起的残肢和窝之间压力模式的变化。在这项工作中,HD-FMG在检测不同的手腕和手势方面优于标准的基于肌电图(EMG)的系统。在手臂处于固定、静态位置的情况下,采用HD-FMG技术对8种手部和手腕运动进行分类,误差为0.33%。相比之下,文献中报道的基于多通道肌电信号的方法的分类误差在2.2%-11.3%之间。与肌电图一样,HD-FMG的位置变化可能会引入分类误差,但将位置变化纳入训练方案可以减少这种影响。通道缩减也被应用于HD-FMG技术,以降低问题的维度以及被感测区域的大小。我们发现,通过知情的、对称的通道缩减,分类误差可以降低到0.02%。
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引用次数: 94
Functional performance differences between the Genium and C-Leg prosthetic knees and intact knees. Genium和C-Leg假膝与完整膝关节功能性能的差异。
Q Medicine Pub Date : 2016-01-01 DOI: 10.1682/JRRD.2014.06.0149
MJ Highsmith, JT Kahle, Cress ME Miro RM, DJ Lura
Microprocessor prosthetic knees (MPKs) have advanced technologically, offering new features to decrease impairment and activity limitations for persons with transfemoral amputation (TFA). The Genium knee is functionally untested, and functional differences between it and intact knees are unknown. This study sought to determine whether Genium use improves functional performance compared with the C-Leg. A randomized experimental crossover design was used, with a cross-section of five nonamputee controls for comparison to normal. Twenty community-ambulating persons with TFA were trained and tested for accommodation with study components. All subjects (n = 25) were assessed using the Continuous-Scale Physical Functional Performance-10 (CS-PFP10) assessment. Subjects with TFA used both MPK systems. Genium use improved upper-body flexibility, balance, and endurance domain scores (7.0%-8.4%, p
微处理器假膝(mpk)具有先进的技术,为经股截肢(TFA)患者提供了减少损伤和活动限制的新功能。Genium膝关节未经过功能测试,其与完整膝关节的功能差异尚不清楚。本研究旨在确定与C-Leg相比,使用Genium是否能改善功能表现。采用随机实验交叉设计,选取5名非截肢者作为对照,与正常人进行对比。对20名在社区活动的TFA患者进行了培训和测试,以确定其住宿是否包含研究内容。所有受试者(n = 25)采用连续量表身体功能表现-10 (CS-PFP10)评估。TFA患者同时使用两种MPK系统。与c腿相比,Genium的使用提高了上肢灵活性、平衡性和耐力域得分(7.0%-8.4%,p
{"title":"Functional performance differences between the Genium and C-Leg prosthetic knees and intact knees.","authors":"MJ Highsmith, JT Kahle, Cress ME Miro RM, DJ Lura","doi":"10.1682/JRRD.2014.06.0149","DOIUrl":"https://doi.org/10.1682/JRRD.2014.06.0149","url":null,"abstract":"Microprocessor prosthetic knees (MPKs) have advanced technologically, offering new features to decrease impairment and activity limitations for persons with transfemoral amputation (TFA). The Genium knee is functionally untested, and functional differences between it and intact knees are unknown. This study sought to determine whether Genium use improves functional performance compared with the C-Leg. A randomized experimental crossover design was used, with a cross-section of five nonamputee controls for comparison to normal. Twenty community-ambulating persons with TFA were trained and tested for accommodation with study components. All subjects (n = 25) were assessed using the Continuous-Scale Physical Functional Performance-10 (CS-PFP10) assessment. Subjects with TFA used both MPK systems. Genium use improved upper-body flexibility, balance, and endurance domain scores (7.0%-8.4%, p </= 0.05) compared with the C-Leg. Only in the endurance domain did Genium users score significantly lower than nonamputees (22.4%, p = 0.05). Comparing the C-Leg with nonamputees, CS-PFP10 total (2.0%-24.4%, p = 0.03) and all domains except upper-body strength were lower than nonamputees (-13.4% to -28.9%, p </= 0.05). Nonetheless, regardless of knee condition, subjects with TFAs did not equal or surpass nonamputees in any functional domain, suggesting room for improvements in TFA functional performance.","PeriodicalId":50065,"journal":{"name":"Journal of Rehabilitation Research and Development","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2016-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1682/JRRD.2014.06.0149","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"67551522","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 15
Interagency partnership to deliver Veteran-Directed Home and Community-Based Services: Interviews with Aging and Disability Network agency personnel regarding their experience with partner Department of Veterans Affairs medical centers. 提供退伍军人指导的家庭和社区服务的机构间合作伙伴关系:对老龄和残疾网络机构人员的采访,了解他们与合作伙伴退伍军人事务部医疗中心的经验。
Q Medicine Pub Date : 2016-01-01 DOI: 10.1682/JRRD.2015.02.0019
K. Thomas, S. Allen
Veteran-Directed Home and Community-Based Services (VD-HCBS) is a consumer-directed program that began in 2009 and is jointly administered in a partnership between the Veterans Health Administration and the Administration for Community Living. The objective of this article is to describe the Aging and Disability Network agency (ADNA) personnel's perceptions of the implementation of the VD-HCBS program with partner Department of Veterans Affairs medical centers (VAMCs). Qualitative interviews with 26 ADNA VD-HCBS personnel across the country were transcribed, coded, and analyzed. Results suggest that the majority of ADNA personnel interviewed perceive the collaboration experience to be positive. Interviewees reported several key mechanisms for facilitating a successful partnership, including frequent communication, training in VAMC billing procedures, having a designated VAMC staff person for the program, and active involvement of the VAMC from the onset of VD-HCBS program development. Findings have implications for other interagency partnerships formed to deliver services to vulnerable Veterans.
退伍军人指导的家庭和社区服务(VD-HCBS)是一个以消费者为导向的项目,始于2009年,由退伍军人健康管理局和社区生活管理局共同管理。本文的目的是描述老龄化和残疾网络机构(ADNA)人员对与合作伙伴退伍军人事务部医疗中心(VAMCs)实施VD-HCBS计划的看法。对全国26名ADNA VD-HCBS人员的定性访谈进行转录、编码和分析。结果表明,大多数受访的ADNA人员认为合作体验是积极的。受访者报告了促进合作成功的几个关键机制,包括频繁的沟通,VAMC计费程序的培训,为该项目指定VAMC工作人员,以及VAMC从dvd - hcbs项目开发开始就积极参与。研究结果对其他为弱势退伍军人提供服务的机构间伙伴关系也有影响。
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引用次数: 13
Prediction of Skeletal Medial-Lateral for transfemoral ischial containment sockets. 经股骨坐骨包容窝的内外侧骨预测。
Q Medicine Pub Date : 2016-01-01 DOI: 10.1682/JRRD.2015.03.0036
Michael P Dillon, Richard G D Fernandez, Bircan Erbas, Chris Briggs, Matthew Quigley

Accurate measurement of the pelvis is critical for well-fitting and comfortable ischial containment sockets. The "Skeletal Medial-Lateral (ML)" is intrusive and unreliable to measure in vivo. This study aimed to determine how accurately the Skeletal ML could be predicted and to identify which measurements were significant predictors. Computed tomography scans were randomly sampled from a cadaveric database (n = 200). Inclusion criteria were age > 20 yr; lower-limb alignment that replicated the anatomical position; and no evidence of osteological trauma, implants, or bony growths. Multivariate linear regression models were developed to predict the Skeletal ML based on a suite of independent variables, including sex, body mass, and distance between pelvic landmarks. The regression model explained 76% of the variance in the Skeletal ML (p < 0.001). Variables that contributed significantly to the prediction of the Skeletal ML (p < 0.05) included body mass, sex, inter-greater trochanter distance, pelvic depth, and age. Significant predictors of the Skeletal ML dimension characterize variation in subcutaneous adipose tissue thickness and pelvic morphology. The Skeletal ML could be predicted with relatively small errors (standard error of the estimate = 7 mm) that could be easily and reliably adjusted during socket fitting. Further research is needed to test the predictive tool in a real-world setting.

骨盆的精确测量对于合适和舒适的坐骨收容窝是至关重要的。“骨骼内外侧(ML)”是侵入性的,在体内测量是不可靠的。本研究旨在确定预测骨骼ML的准确性,并确定哪些测量值是重要的预测因子。计算机断层扫描从尸体数据库中随机取样(n = 200)。入选标准:年龄> 20岁;复制解剖位置的下肢对齐;也没有骨外伤,植入物或骨生长的证据。建立多元线性回归模型,基于一套独立变量,包括性别、体重和骨盆标志之间的距离来预测骨骼ML。回归模型解释了76%的骨骼ML方差(p < 0.001)。对骨骼ML预测有显著贡献的变量包括体重、性别、大转子间距离、骨盆深度和年龄(p < 0.05)。骨骼ML尺寸的重要预测因子表征了皮下脂肪组织厚度和骨盆形态的变化。骨骼ML可以预测相对较小的误差(估计的标准误差= 7 mm),可以在套接过程中轻松可靠地调整。需要进一步的研究来在现实环境中测试预测工具。
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引用次数: 1
Reliability and validity of the Microsoft Kinect for assessment of manual wheelchair propulsion. 微软Kinect用于评估手动轮椅推进的可靠性和有效性。
Q Medicine Pub Date : 2016-01-01 DOI: 10.1682/JRRD.2015.10.0198
Rachel Milgrom, Matthew Foreman, John Standeven, Jack R Engsberg, Kerri A Morgan

Concurrent validity and test-retest reliability of the Microsoft Kinect in quantification of manual wheelchair propulsion were examined. Data were collected from five manual wheelchair users on a roller system. Three Kinect sensors were used to assess test-retest reliability with a still pose. Three systems were used to assess concurrent validity of the Kinect to measure propulsion kinematics (joint angles, push loop characteristics): Kinect, Motion Analysis, and Dartfish ProSuite (Dartfish joint angles were limited to shoulder and elbow flexion). Intraclass correlation coefficients revealed good reliability (0.87-0.99) between five of the six joint angles (neck flexion, shoulder flexion, shoulder abduction, elbow flexion, wrist flexion). ICCs suggested good concurrent validity for elbow flexion between the Kinect and Dartfish and between the Kinect and Motion Analysis. Good concurrent validity was revealed for maximum height, hand-axle relationship, and maximum area (0.92-0.95) between the Kinect and Dartfish and maximum height and hand-axle relationship (0.89-0.96) between the Kinect and Motion Analysis. Analysis of variance revealed significant differences (p < 0.05) in maximum length between Dartfish (mean 58.76 cm) and the Kinect (40.16 cm). Results pose promising research and clinical implications for propulsion assessment and overuse injury prevention with the application of current findings to future technology.

对微软Kinect在手动轮椅推进量化中的并发效度和重测信度进行了检验。数据收集自5个使用轮椅的人。三个Kinect传感器被用来评估静止姿势的重测可靠性。三个系统被用来评估Kinect的并发有效性,以测量推进运动学(关节角度、推环特性):Kinect、Motion Analysis和Dartfish ProSuite (Dartfish关节角度仅限于肩部和肘关节屈曲)。颈屈、肩屈、肩外展、肘屈、腕屈6个关节角度中5个关节的类内相关系数均具有良好的信度(0.87 ~ 0.99)。ICCs表明Kinect和Dartfish以及Kinect和Motion Analysis对肘关节屈曲有良好的并发效度。Kinect与Dartfish的最大高度、手轴关系和最大面积的并发效度为0.92 ~ 0.95,Kinect与Motion Analysis的最大高度和手轴关系的并发效度为0.89 ~ 0.96。方差分析显示,Dartfish(平均58.76 cm)和Kinect (40.16 cm)的最大长度存在显著差异(p < 0.05)。研究结果为推进力评估和过度使用损伤预防提供了有希望的研究和临床意义,并将当前的研究结果应用于未来的技术。
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引用次数: 9
Effect of clinical parameters on the control of myoelectric robotic prosthetic hands. 临床参数对肌电机械假手控制的影响。
Q Medicine Pub Date : 2016-01-01 DOI: 10.1682/JRRD.2014.09.0218
Manfredo Atzori, Arjan Gijsberts, Claudio Castellini, Barbara Caputo, Anne-Gabrielle Mittaz Hager, Simone Elsig, Giorgio Giatsidis, Franco Bassetto, Henning Müller

Improving the functionality of prosthetic hands with noninvasive techniques is still a challenge. Surface electromyography (sEMG) currently gives limited control capabilities; however, the application of machine learning to the analysis of sEMG signals is promising and has recently been applied in practice, but many questions still remain. In this study, we recorded the sEMG activity of the forearm of 11 male subjects with transradial amputation who were mentally performing 40 hand and wrist movements. The classification performance and the number of independent movements (defined as the subset of movements that could be distinguished with >90% accuracy) were studied in relationship to clinical parameters related to the amputation. The analysis showed that classification accuracy and the number of independent movements increased significantly with phantom limb sensation intensity, remaining forearm percentage, and temporal distance to the amputation. The classification results suggest the possibility of naturally controlling up to 11 movements of a robotic prosthetic hand with almost no training. Knowledge of the relationship between classification accuracy and clinical parameters adds new information regarding the nature of phantom limb pain as well as other clinical parameters, and it can lay the foundations for future "functional amputation" procedures in surgery.

用非侵入性技术改善假手的功能仍然是一个挑战。目前,表面肌电图(sEMG)的控制能力有限;然而,将机器学习应用于表面肌电信号的分析是很有前途的,并且最近已经在实践中得到了应用,但仍然存在许多问题。在这项研究中,我们记录了11名经桡骨截肢的男性受试者在心理上进行40个手和手腕动作时前臂的肌电信号活动。研究了分类性能和独立动作数量(定义为能够以>90%的准确率区分的动作子集)与截肢相关临床参数的关系。分析表明,随着幻肢感觉强度、剩余前臂比例和颞部距离的增加,分类准确率和独立运动次数显著增加。分类结果表明,在几乎没有训练的情况下,机器人假肢可以自然地控制多达11个动作。了解分类准确性与临床参数之间的关系,增加了关于幻肢痛的性质以及其他临床参数的新信息,可以为未来外科“功能性截肢”手术奠定基础。
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引用次数: 46
期刊
Journal of Rehabilitation Research and Development
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