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Cognitive-based Rehabilitation Platform of Hand Grasp after Spinal Cord Injury using Virtual Reality and Instrumented Wearables

Cognitive-based Rehabilitation Platform of Hand Grasp after Spinal Cord Injury using Virtual Reality and Instrumented Wearables
使用虚拟现实和仪器化可穿戴设备的脊髓损伤后手部抓握认知康复平台
批准号:
10733413
负责人:
NOAM Y. HAREL
金额:
$0.0万
依托单位国家:
美国
项目类别:
财政年份:
2020
资助国家:
美国
项目状态:
已结题
起止时间:
2020-12-01 至 2023-11-30
关键词:
AccelerationAchievementActivities of Daily LivingAuditoryAwardBindingCervicalCervical spinal cord injuryChronicCluster AnalysisCognitionCognitiveConsciousCoupledCuesCustomDevicesElbowElectromyographyEnvironmentEsthesiaFeedbackFeelingFutureGoalsHandHybridsImpairmentIsometric ExerciseLearningLearning SkillLengthLinkMachine LearningMeasuresModalityMotivationMotorMovementMuscleNervous System TraumaNeurosciencesOutcomeParalysedParticipantPathway interactionsPatternPerceptionPerformancePersonsPhysical RehabilitationPhysical therapyPhysical therapy exercisesPositioning AttributeProcessQuality of lifeReal-Time SystemsRehabilitation deviceRehabilitation therapyResearchResistanceSecureSelf-Help DevicesSensoryServicesShapesShoulderSpeedSpinal cord injuryStrokeSubconsciousTactileTechniquesTechnologyTendon structureTestingTherapeuticTimeTouch sensationTrainingTranslatingTraumatic Brain InjuryUpper armVariantVeteransVisualWorkalgorithm trainingarmcognitive enhancementcohortcomputerizedefficacy testingexercise rehabilitationexoskeletonfunctional electrical stimulationfunctional outcomesfunctional restorationgrasphand dysfunctionhand grasphand rehabilitationhaptic feedbackhapticsimprovedinnovationinstrumentinventionmachine learning algorithmmotor learningmultisensoryneuromuscularnoveloperationphysical processpowered exoskeletonpowered prosthesisrehabilitation researchresearch and developmentsensorsensory feedbacksoundsynergismtechnology platformtime intervalvibrationvirtualvirtual realityvirtual reality environmentvisual feedbackwearable device

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PROJECT SUMMARY Spinal cord injury (SCI) at the cervical level impairs hand function and the ability to engage the environment. As a result, the ability to perform activities of daily living can be severely compromised, directly leading to reduced quality of life. Physical therapy is still the primary pathway to restore functional abilities after SCI. The physical rehabilitation process requires commitment by the participant to achieve meaningful gains in function. Rehabilitation approaches that are cognitively engaging can facilitate greater commitment to practice and improved movement learning. We propose to develop innovative platforms that utilize virtual reality (VR) and instrumented wearables that enhance cognitive factors during motor learning of hand grasp and reach after SCI. These factors include greater sense of agency, or perception of control, and multi-sensory feedback. Sense of agency is implicated with greater movement control, and various sensory feedback modalities (visual, audio, and haptic) are proven effective in movement training. However, these factors are not well considered in traditional physical therapy approaches. We have developed two novel cognitive-based platforms for rehabilitating grasp and reach function. We propose to test each platform in Veterans with chronic SCI at the cervical level. In Aim 1, we will investigate how our first platform, the “cognition” glove, may improve functional grasp. This glove includes force and flex sensors that provide inputs to a machine learning algorithm trained to predict when secure grasp is achieved. The glove alerts the user of secure grasp through onboard sensory modules providing visual (LED), audio (beeper), and tactile (vibrator) feedback. During training, feedback is provided at gradually shorter time-intervals to progressively induce agency based on the neuroscience principle of ‘intentional binding’. This principle suggests that with greater agency, one perceives their action (i.e., secure grasp) is more coupled in time to a sensory consequence (i.e., glove feedback). Our glove is user-ready, and now has compatibility with customized VR applications to provide enhanced sensory feedback through engaging and customized visual and sound alerts. We hypothesize that enhanced feedback in VR will produce even greater improvements in grasp performance than onboard feedback alone. In Aim 2, we investigate how Veterans with SCI may learn greater arm muscle control during virtual reaching. We have developed a “sensory” brace that provides isometric resistance to one arm to elicit electromyography (EMG) patterns that can drive a virtual arm. The person receives visual feedback from VR and muscle tendon haptic feedback from the brace during training. Tendon stimulation can elicit movement sensations that modulate muscle activation patterns. The VR feedback will provide conscious movement training cues while vibration feedback will subconsciously elicit more distinct EMG patterns based on cluster analysis. We hypothesize that the promotion of distinct EMG patterns, achieved by maximizing inter-cluster distances, will improve performance of a reach-to-touch task. Performance of both the grasp and reach task in each Aim is assessed according to metrics that describe the timing, efficiency, and accuracy of movement. For a future MERIT proposal, we intend to integrate these platforms to train better operation of powered assistive devices, including a hybrid (motor power and functional electrical stimulation of muscle) exoskeleton of the hand. Importantly, the concept of strengthening cognitive agency and learning of movement using wearable technology, multi-sensory feedback, and virtual reality during physical training will be applicable to all forms of neuromuscular impairment, including stroke and traumatic brain injury in addition to SCI. Our team is ideally positioned to take the next steps in developing, translating, and applying this technological approach, which matches the Rehabilitation Research and Development Service’s goals.
期刊论文(2)
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会议论文
DOI: 10.3390/s21041173
发表时间: 2021-02-07
期刊: Sensors (Basel, Switzerland)
影响因子: --
作者: [Liu M, Wilder S, Sanford S, Saleh S, Harel NY, Nataraj R]
通讯作者: Nataraj R
Hand dominance in the performance and perceptions of virtual reach control.
手在虚拟触及控制的性能和感知中占主导地位。
DOI: 10.1016/j.actpsy.2022.103494
发表时间: 2022
期刊: Acta psychologica
影响因子: 1.8
作者: [Nataraj,Raviraj, Sanford,Sean, Liu,Mingxiao, Harel,NoamY]
通讯作者: Harel,NoamY
Cognitive-based Rehabilitation Platform of Hand Grasp after Spinal Cord Injury using Virtual Reality and Instrumented Wearables
  • 批准号:
    10326389
  • 项目类别:
  • 资助金额:
    $0.0万
  • 财政年份:
    2020
  • 负责人:
    NOAM Y. HAREL
  • 依托单位:
海外基金