NONAN GaitPrint: An IMU gait database of healthy young adults

被引:7
|
作者
Wiles, Tyler M. [1 ,2 ]
Mangalam, Madhur [1 ,2 ]
Sommerfeld, Joel H. [1 ,2 ]
Kim, Seung Kyeom [1 ,2 ]
Brink, Kolby J. [1 ,2 ]
Charles, Anaelle Emeline [1 ,2 ]
Grunkemeyer, Alli [1 ,2 ]
Manifrenti, Marilena Kalaitzi [1 ]
Mastorakis, Spyridon [3 ]
Stergiou, Nick [1 ,2 ,4 ]
Likens, Aaron D. [1 ,2 ]
机构
[1] Univ Nebraska Omaha, Div Biomech & Res Dev, Dept Biomech, Omaha, NE 68182 USA
[2] Univ Nebraska Omaha, Ctr Res Human Movement Variabil, Omaha, NE 68182 USA
[3] Univ Nebraska Omaha, Coll Informat Sci & Technol, Omaha, NE 68182 USA
[4] Aristotle Univ Thessaloniki, Dept Phys Educ & Sport Sci, Thessaloniki, Greece
基金
美国国家科学基金会;
关键词
LONG-RANGE CORRELATIONS; CONTINUOUS RELATIVE PHASE; LOCAL DYNAMIC STABILITY; FRACTAL DYNAMICS; STRIDE-INTERVAL; OLDER-ADULTS; INTRALIMB COORDINATION; CONCURRENT VALIDITY; LYAPUNOV EXPONENTS; NONLINEAR DYNAMICS;
D O I
10.1038/s41597-023-02704-z
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
An ongoing thrust of research focused on human gait pertains to identifying individuals based on gait patterns. However, no existing gait database supports modeling efforts to assess gait patterns unique to individuals. Hence, we introduce the Nonlinear Analysis Core (NONAN) GaitPrint database containing whole body kinematics and foot placement during self-paced overground walking on a 200-meter looping indoor track. Noraxon Ultium MotionTM inertial measurement unit (IMU) sensors sampled the motion of 35 healthy young adults (19-35 years old; 18 men and 17 women; mean +/- 1 s.d. age: 24.6 +/- 2.7 years; height: 1.73 +/- 0.78 m; body mass: 72.44 +/- 15.04 kg) over 18 4-min trials across two days. Continuous variables include acceleration, velocity, position, and the acceleration, velocity, position, orientation, and rotational velocity of each corresponding body segment, and the angle of each respective joint. The discrete variables include an exhaustive set of gait parameters derived from the spatiotemporal dynamics of foot placement. We technically validate our data using continuous relative phase, Lyapunov exponent, and Hurst exponent-nonlinear metrics quantifying different aspects of healthy human gait.
引用
收藏
页数:17
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