Closing the Wearable Gap-Part III: Use of Stretch Sensors in Detecting Ankle Joint Kinematics During Unexpected and Expected Slip and Trip Perturbations

被引:16
作者
Chander, Harish [1 ]
Stewart, Ethan [1 ]
Saucier, David [2 ]
Phuoc Nguyen [2 ]
Luczak, Tony [3 ]
Ball, John E. [2 ]
Knight, Adam C. [1 ]
Smith, Brian K. [3 ]
Burch, Reuben F. [3 ]
Prabhu, R. K. [4 ]
机构
[1] Mississippi State Univ, Dept Kinesiol, Mississippi State, MS 39762 USA
[2] Mississippi State Univ, Elect & Comp Engn, Mississippi State, MS 39762 USA
[3] Mississippi State Univ, Dept Ind Syst Engn, Mississippi State, MS 39762 USA
[4] Mississippi State Univ, Dept Agr & Biomed Engn, Mississippi State, MS 39762 USA
关键词
falls; slips; trips; postural perturbations; wearables; stretch-sensors; ankle kinematics; SMARTPHONE-BASED SOLUTIONS; HEEL CONTACT DYNAMICS; FALL DETECTION; PREVENTION; BALANCE; PERFORMANCE; FOOTWEAR; SYSTEMS; IMPACT; STATE;
D O I
10.3390/electronics8101083
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Background: An induced loss of balance resulting from a postural perturbation has been reported as the primary source for postural instability leading to falls. Hence; early detection of postural instability with novel wearable sensor-based measures may aid in reducing falls and fall-related injuries. The purpose of the study was to validate the use of a stretchable soft robotic sensor (SRS) to detect ankle joint kinematics during both unexpected and expected slip and trip perturbations. Methods: Ten participants (age: 23.7 +/- 3.13 years; height: 170.47 +/- 8.21 cm; mass: 82.86 +/- 23.4 kg) experienced a counterbalanced exposure of an unexpected slip, an unexpected trip, an expected slip, and an expected trip using treadmill perturbations. Ankle joint kinematics for dorsiflexion and plantarflexion were quantified using three-dimensional (3D) motion capture through changes in ankle joint range of motion and using the SRS through changes in capacitance when stretched due to ankle movements during the perturbations. Results: A greater R-squared and lower root mean square error in the linear regression model was observed in comparing ankle joint kinematics data from motion capture with stretch sensors. Conclusions: Results from the study demonstrated that 71.25% of the trials exhibited a minimal error of less than 4.0 degrees difference from the motion capture system and a greater than 0.60 R-squared value in the linear model; suggesting a moderate to high accuracy and minimal errors in comparing SRS to a motion capture system. Findings indicate that the stretch sensors could be a feasible option in detecting ankle joint kinematics during slips and trips.
引用
收藏
页数:15
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