SCH: Smart User-Effective Data-Enabled (SUEDE) Shoe for Ankle Injury Prevention
SCH:用于预防脚踝损伤的智能用户有效数据启用 (SUEDE) 鞋
基本信息
- 批准号:10672394
- 负责人:
- 金额:$ 25.86万
- 依托单位:
- 依托单位国家:美国
- 项目类别:
- 财政年份:2021
- 资助国家:美国
- 起止时间:2021-09-22 至 2025-07-31
- 项目状态:未结题
- 来源:
- 关键词:AddressAdherenceAlgorithmsAnkleAnkle InjuriesAtrophicBehavioralBehavioral SciencesBenchmarkingBiomechanicsChronicClinicClinicalClinical TrialsDataDevelopmentDevicesEffectivenessEngineeringEnsureEvaluationFeedbackGoalsHealthIndividualInjuryInstructionIntuitionLong-Term EffectsLower ExtremityMechanicsMindMissionModelingMotionMuscleNational Institute of Arthritis, and Musculoskeletal, and Skin DiseasesNonlinear DynamicsObservational StudyPatientsPerformancePersonsPhysical activityPopulations at RiskPreventionPrevention strategyPublic HealthQuality of lifeRecommendationRecording of previous eventsRecurrenceResearchRiskShoesSportsSprainSystemSystems DevelopmentSystems IntegrationTimebehavioral adherencebiomechanical modelclinically relevantclinically significantcomputerized data processingdesigndisabilityexperiencefollow-upfoothuman-in-the-loopimprovedinjury preventioninnovationintelligent algorithmintervention effectmachine learning algorithmmobile applicationmusculoskeletal injurynovel strategiespatient orientedprediction algorithmpreservationpreventrisk predictionsensorsoft tissuetheorieswearable sensor technologywireless
项目摘要
The proposed research is relevant to public health and well aligned with the mission of NIAMS because it
addresses the substantial need to improve effectiveness in prevention of ankle sprains, one of the most
common musculoskeletal injuries that can significantly impact physical activity and quality of life. While
external passive supports, such as ankle taping and bracing, are the most widely used approaches to
prevent ankle sprains, their long-term use makes patients overly reliant on the passive and constant
support, which leads to ankle muscle and soft tissue atrophy. Furthermore, this approach not only restricts
inversion-eversion motion but also dorsiflexion-plantarflexion motion, which in turn may alter natural
lower-extremity biomechanics. This project seeks to study a unique smart shoe system, using integrated
scientific solutions of engineering, computing and behavioral science, to overcome these limitations and
provide enhanced support for individuals at risk of ankle injury. Our specific aims are: (1) to design and
implement a smart shoe system that integrates robust, real-time estimation of biomechanical data and
activity recognition from wearable sensors with soft actuators capable of actively adjusting the stiffness of
the ankle brace; (2) to quantify and model ankle stiffness and foot loading trajectory in healthy individuals
as well as in people at risk of ankle sprains; (3) to integrate an injury prediction algorithm and a
closed-loop feedback controller that provides active ankle support to prevent sprains; and (4) to refine the
developed algorithms for free-living use and design an intuitive mobile user interface that provides
summative injury risk metrics in real-time. We will validate and evaluate the proposed smart shoe system
by closely engaging with clinical partners to ensure the system is tailored toward optimal clinical
integration in mind. The smart shoe system is clinically significant because it will allow clinicians to better
understand foot-ankle mechanics and their correlation to ankle injury risk during various physical activities
and help them provide effective and summative feedback to the users in a timely manner to promote their
adherence to ankle injury prevention strategies. Successful development of the system and rigorous
assessment of its patient- and clinic-centered perceived utility will lay the groundwork for follow-up clinical
trials specifically aimed at investigating the long-term effect of interventions on preserving/promoting ankle
health and enhancing behavioral adherence to clinical recommendations.
RELEVANCE (See instructions):
This research addresses the substantial need to improve effectiveness in prevention of ankle sprains by
introducing a smart shoe system that actively supports the ankle as needed without hindering natural
ankle motion and provides an intuitive user interface with injury risk metrics to promote user adherence to
clinical prescriptions. This solution is expected to substantially enhance the effectiveness of the current
practice of passive ankle bracing or taping and contribute to the long-term goal of promoting ankle health.
拟议的研究与公共卫生相关,并且与 NIAMS 的使命非常一致,因为它
解决了提高预防脚踝扭伤有效性的巨大需求,脚踝扭伤是最严重的问题之一
常见的肌肉骨骼损伤,可显着影响身体活动和生活质量。尽管
外部被动支撑,例如脚踝绑扎和支撑,是最广泛使用的方法
预防脚踝扭伤,长期使用会使患者过度依赖被动和持续
支撑,从而导致踝关节肌肉和软组织萎缩。此外,这种做法不仅限制了
内翻-外翻运动以及背屈-跖屈运动,这反过来可能会改变自然
下肢生物力学。该项目旨在研究一种独特的智能鞋系统,使用集成
工程、计算和行为科学的科学解决方案,以克服这些限制
为有脚踝受伤风险的个人提供增强的支持。我们的具体目标是:(1)设计和
实施一个智能鞋系统,该系统集成了生物力学数据的稳健、实时估计和
具有软执行器的可穿戴传感器的活动识别,能够主动调整物体的刚度
脚踝支架; (2) 对健康个体的踝关节僵硬度和足部负荷轨迹进行量化和建模
以及有脚踝扭伤风险的人; (3) 集成损伤预测算法和
闭环反馈控制器,提供主动脚踝支撑以防止扭伤; (4) 细化
开发了用于自由生活的算法,并设计了直观的移动用户界面,提供
实时总结性伤害风险指标。我们将验证和评估所提出的智能鞋系统
通过与临床合作伙伴密切合作,确保系统针对最佳临床进行定制
整合于心。智能鞋系统具有临床意义,因为它可以让临床医生更好地
了解足踝力学及其与各种体育活动期间踝关节受伤风险的相关性
并帮助他们及时向用户提供有效的总结性反馈,以促进他们的
遵守踝关节损伤预防策略。系统开发成功,严谨
对其以患者和临床为中心的感知效用进行评估将为后续临床奠定基础
专门旨在调查干预措施对保留/促进踝关节的长期效果的试验
健康并增强对临床建议的行为依从性。
相关性(参见说明):
这项研究解决了提高预防踝关节扭伤有效性的迫切需要
推出智能鞋系统,可根据需要主动支撑脚踝,而不妨碍自然
踝关节运动,并提供直观的用户界面和受伤风险指标,以促进用户遵守
临床处方。该解决方案预计将大大提高当前的效率
练习被动脚踝支撑或绑带,有助于实现促进脚踝健康的长期目标。
项目成果
期刊论文数量(5)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
专利数量(0)
Deep Learning: Predicting Environments From Short-Time Observations of Postural Balance.
- DOI:10.1109/tbme.2022.3170850
- 发表时间:2022-11
- 期刊:
- 影响因子:0
- 作者:
- 通讯作者:
Characterizing postural balance on 2-dimensional compliant surfaces with directional virtual time-to-contact.
通过定向虚拟接触时间表征二维顺应表面上的姿势平衡。
- DOI:10.1016/j.humov.2023.103134
- 发表时间:2023
- 期刊:
- 影响因子:2.1
- 作者:Phan,Vu;Paing,SoeLin;Lee,Hyunglae
- 通讯作者:Lee,Hyunglae
Introduction to a Twin Dual-Axis Robotic Platform for Studies of Lower Limb Biomechanics.
- DOI:10.1109/jtehm.2023.3271446
- 发表时间:2023
- 期刊:
- 影响因子:3.4
- 作者:
- 通讯作者:
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Hyunglae Lee其他文献
Hyunglae Lee的其他文献
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{{ truncateString('Hyunglae Lee', 18)}}的其他基金
SCH: Smart User-Effective Data-Enabled (SUEDE) Shoe for Ankle Injury Prevention
SCH:用于预防脚踝损伤的智能用户有效数据启用 (SUEDE) 鞋
- 批准号:
10492756 - 财政年份:2021
- 资助金额:
$ 25.86万 - 项目类别:
SCH: Smart User-Effective Data-Enabled (SUEDE) Shoe for Ankle Injury Prevention
SCH:用于预防脚踝损伤的智能用户有效数据启用 (SUEDE) 鞋
- 批准号:
10435766 - 财政年份:2021
- 资助金额:
$ 25.86万 - 项目类别:
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