A Subject-Specific Approach to Detect Fatigue-Related Changes in Spine Motion Using Wearable Sensors

被引:10
作者
Chan, Victor C. H. [1 ]
Beaudette, Shawn M. [1 ,2 ]
Smale, Kenneth B. [1 ]
Beange, Kristen H. E. [1 ,3 ]
Graham, Ryan B. [1 ]
机构
[1] Univ Ottawa, Sch Human Kinet, 200 Lees Ave, Ottawa, ON K1S 5L5, Canada
[2] Brock Univ, Dept Kinesiol, 1812 Sir Isaac Brock Way, St Catharines, ON L2S 3A1, Canada
[3] Carleton Univ, Dept Syst & Comp Engn, 1125 Colonel By Dr, Ottawa, ON K1S 5B6, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
muscle fatigue; inertial measurement units; composite index; subject-specific; spine; LOW-BACK-PAIN; LOCAL DYNAMIC STABILITY; WORK-RELATED MUSCULOSKELETAL; HEALTH-CARE WORKERS; MUSCLE FATIGUE; TRUNK COORDINATION; MEASUREMENT UNITS; AFFECTS PELVIS; RISK-FACTORS; PREVALENCE;
D O I
10.3390/s20092646
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
An objective method to detect muscle fatigue-related kinematic changes may reduce workplace injuries. However, heterogeneous responses to muscle fatigue suggest that subject-specific analyses are necessary. The objectives of this study were to: (1) determine if wearable inertial measurement units (IMUs) could be used in conjunction with a spine motion composite index (SMCI) to quantify subject-specific changes in spine kinematics during a repetitive spine flexion-extension (FE) task; and (2) determine if the SMCI was correlated with measures of global trunk muscle fatigue. Spine kinematics were measured using wearable IMUs in 10 healthy adults during a baseline set followed by 10 sets of 50 spine FE repetitions. After each set, two fatigue measures were collected: perceived level of fatigue using a visual analogue scale (VAS), and maximal lift strength. SMCIs incorporating 10 kinematic variables from 2 IMUs (pelvis and T8 vertebrae) were calculated and used to quantify subject-specific changes in movement. A main effect of set was observed (F (1.7, 15.32) = 10.42, p = 0.002), where the SMCI became significantly greater than set 1 starting at set 4. Significant correlations were observed between the SMCI and both fatigue VAS and maximal lift strength at the individual and study level. These findings support the use of wearable IMUs to detect subject-specific changes in spine motion associated with muscle fatigue.
引用
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页数:15
相关论文
共 58 条
[1]  
Aaronson L S, 1999, Image J Nurs Sch, V31, P45
[2]  
[Anonymous], STATE OF THE ART REP
[3]  
[Anonymous], 1988, STAT POWER ANAL BEHA
[4]  
[Anonymous], 2000, INT C MACH LEARN
[5]  
[Anonymous], ACTA MED MEDIAN
[6]  
[Anonymous], 2017, P 26 C INT SOC BIOM
[7]  
[Anonymous], BIOMECHANICS MOTOR C
[8]   Biomechanical analysis of risk factors for work-related musculoskeletal disorders during repetitive lifting task in construction workers [J].
Antwi-Afari, M. F. ;
Li, H. ;
Edwards, D. J. ;
Parn, E. A. ;
Seo, J. ;
Wong, A. Y. L. .
AUTOMATION IN CONSTRUCTION, 2017, 83 :41-47
[9]   Local dynamic stability of the spine and its coordinated lower joints during repetitive Lifting: Effects of fatigue and chronic low back pain [J].
Asgari, Naser ;
Sanjari, Mohammad Ali ;
Esteki, Ali .
HUMAN MOVEMENT SCIENCE, 2017, 54 :339-346
[10]  
BAECKE JAH, 1982, AM J CLIN NUTR, V36, P936