Evaluation of lower-body gait kinematics on outdoor surfaces using wearable sensors

IF 2.4 3区 医学 Q3 BIOPHYSICS
Vaibhav R. Shah , Phillipe C. Dixon , Alexander P. Willmott
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Abstract

The effects of outdoor surfaces on gait are unclear due to difficulties associated with motion tracking outside laboratories. Today, inertial measurement unit (IMU) systems can be deployed to understand the biomechanical adaptations required to navigate real-world environments successfully. This study used IMUs devices to identify lower-limb kinematic adaptations while walking on outdoor surfaces. We hypothesize that gait adaptations between surface types will present as differences in lower-limb joint angles. Thirty able-bodied adults performed walking trials with IMUs on the lower back, thighs, and shanks. Outdoor walking surfaces were flat and even (flateven) (0° grade cement), cobblestone, grass, slope up, slope down, stairs up, and stairs down. A complementary-based sensor fusion algorithm was used to compute hip and knee joint flexion–extension angles, and data were normalized to 100 % of the gait cycle based on foot-strike events. Flateven walking was compared against all other surfaces. Two-sample one-dimensional statistical parametric mapping (1d-SPM) t-tests were used to identify differences between angles (α ≤ 0.05). Significant differences in joint angles were identified when grass, slope up, slope down, stairs up, and stairs down walking were compared with flateven (p ≤ 0.005). Moreover, differences were found between slope and stair conditions (p ≤ 0.004). No significant differences were noted between flateven and cobblestone. This study demonstrates that gait adaptations driven by differences in surface types can be observed using IMU sensors in an outdoor setting.
利用可穿戴传感器评估户外地面上的下半身步态运动学
由于在实验室外进行运动跟踪存在困难,室外路面对步态的影响尚不清楚。如今,可以利用惯性测量单元(IMU)系统来了解在真实世界环境中成功导航所需的生物力学适应性。本研究使用 IMUs 设备来识别在户外表面行走时的下肢运动适应性。我们假设不同表面类型之间的步态适应将表现为下肢关节角度的差异。30 名健全成年人在下背部、大腿和小腿上使用 IMU 进行了行走试验。室外行走的路面包括平整路面(0°坡度水泥路面)、鹅卵石路面、草地路面、上坡路面、下坡路面、上楼梯路面和下楼梯路面。使用基于互补的传感器融合算法来计算髋关节和膝关节的屈伸角度,并根据脚击事件将数据归一化为步态周期的 100%。平地行走与所有其他地面进行了比较。采用二样本一维统计参数映射(1d-SPM)t 检验来确定角度之间的差异(α ≤ 0.05)。当草地、上坡、下坡、上楼梯和下楼梯行走与平地行走进行比较时,发现关节角度存在显著差异(p ≤ 0.005)。此外,斜坡和楼梯条件之间也存在差异(p ≤ 0.004)。平坦路面和鹅卵石路面之间没有明显差异。这项研究表明,在户外环境中使用 IMU 传感器可以观察到由表面类型差异引起的步态适应。
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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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