典型日常活动中近似身体重心的垂直位移:利用气压和惯性数据的基于过渡的互补滤波方法

IF 2.4 3区 医学 Q3 BIOPHYSICS
Alessandra Audisio , Daniele Fortunato , Paolo Tasca, Marco Caruso, Andrea Cereatti
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引用次数: 0

摘要

通过监测日常生活活动中身体重心的运动,有可能收集个人功能能力的信息,并量化关键能力,如下肢力量、姿势控制和动态稳定性。为此,附着在下背部的可穿戴惯性测量单元可以为分析现实条件下的CoM运动提供实用的解决方案。然而,基于加速度计的测量容易漂移,限制了其长期监测的适用性。为了减轻这些影响,可以集成小型化的高分辨率气压计,以提供稳定的直接高度测量。在这项研究中,我们开发并验证了一种在日常活动中重建质心垂直位移的方法(基于过渡的互补滤波)。该方法分为两步:首先,确定质心发生垂直位移的过渡区间,然后在这些过渡区间内应用互补滤波器估计垂直位移。20名健康受试者在下背部佩戴惯性单元和气压计进行验证,并以基于标记的立体摄影测量系统作为参考。参与者完成了一系列模仿典型家庭活动的运动任务,包括站立、坐着、躺着、蹲着和爬楼梯。该方法具有较高的准确度,均方根误差中位数为0.02 m,一致性相关系数中位数为98%。这些发现强调了其稳健性和临床实用性,为改善康复策略和提高患者预后铺平了道路。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Vertical displacement of the approximated body center of mass during typical daily activities: A transition-based complementary filter method using barometric and inertial data
By monitoring the movement of the body’s centre of mass during daily-living activities, it is possible to gather information on an individual’s functional capacity and quantify key abilities such as lower limb strength, postural control and dynamic stability. To this end, a wearable inertial measurement unit attached to the lower back can offer a practical solution for analysing CoM movement in real-world conditions. However, accelerometer-based measurements are prone to drift, limiting their suitability for long-term monitoring. To mitigate these effects, miniaturized high-resolution barometers can be integrated to provide stable direct height measurements. In this study, we developed and validated a method for the reconstruction of the vertical displacement of the centre of mass during daily activities (Transition-Based Complementary Filter). The method consisted of two steps: first, the transition intervals within which vertical displacements of the centre of mass occur are identified, then, within these intervals, the complementary filter is applied to estimate the vertical displacement. Validation was carried out on twenty healthy subjects wearing an inertial unit and a barometer on the lower back, while a marker-based stereophotogrammetry system served as reference. Participants performed a series of motor tasks replicating typical home-based activities, including standing, sitting, lying, squatting, and stair climbing. The method demonstrated high accuracy, achieving a median root mean square error of 0.02 m and a median concordance correlation coefficient of 98 %. These findings underscore its robustness and clinical utility, paving the way for improved rehabilitation strategies and enhanced patient outcomes.
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来源期刊
Journal of biomechanics
Journal of biomechanics 生物-工程:生物医学
CiteScore
5.10
自引率
4.20%
发文量
345
审稿时长
1 months
期刊介绍: The Journal of Biomechanics publishes reports of original and substantial findings using the principles of mechanics to explore biological problems. Analytical, as well as experimental papers may be submitted, and the journal accepts original articles, surveys and perspective articles (usually by Editorial invitation only), book reviews and letters to the Editor. The criteria for acceptance of manuscripts include excellence, novelty, significance, clarity, conciseness and interest to the readership. Papers published in the journal may cover a wide range of topics in biomechanics, including, but not limited to: -Fundamental Topics - Biomechanics of the musculoskeletal, cardiovascular, and respiratory systems, mechanics of hard and soft tissues, biofluid mechanics, mechanics of prostheses and implant-tissue interfaces, mechanics of cells. -Cardiovascular and Respiratory Biomechanics - Mechanics of blood-flow, air-flow, mechanics of the soft tissues, flow-tissue or flow-prosthesis interactions. -Cell Biomechanics - Biomechanic analyses of cells, membranes and sub-cellular structures; the relationship of the mechanical environment to cell and tissue response. -Dental Biomechanics - Design and analysis of dental tissues and prostheses, mechanics of chewing. -Functional Tissue Engineering - The role of biomechanical factors in engineered tissue replacements and regenerative medicine. -Injury Biomechanics - Mechanics of impact and trauma, dynamics of man-machine interaction. -Molecular Biomechanics - Mechanical analyses of biomolecules. -Orthopedic Biomechanics - Mechanics of fracture and fracture fixation, mechanics of implants and implant fixation, mechanics of bones and joints, wear of natural and artificial joints. -Rehabilitation Biomechanics - Analyses of gait, mechanics of prosthetics and orthotics. -Sports Biomechanics - Mechanical analyses of sports performance.
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