Closing the Wearable Gap: Mobile Systems for Kinematic Signal Monitoring of the Foot and Ankle

被引:26
作者
Luczak, Tony [1 ]
Saucier, David [2 ]
Burch, Reuben F., V [1 ]
Ball, John E. [2 ]
Chander, Harish [3 ]
Knight, Adam [3 ]
Wei, Pan [2 ]
Iftekhar, Tashfin [2 ]
机构
[1] Mississippi State Univ, Ind & Syst Engn, Mississippi State, MS 39762 USA
[2] Mississippi State Univ, Elect & Comp Engn, Mississippi State, MS 39762 USA
[3] Mississippi State Univ, Kinesiol, Mississippi State, MS 39762 USA
关键词
liquid metal sensors; Liquid Wire; wearables; athletic training; ankle complex; plantar flexion; resistance-based sensors; human ankle model; sensor substrate; JOINT ANGLE MEASUREMENT; GAIT ANALYSIS; SENSORS; MOTION; ACCURACY; BIOHARNESS(TM); RELIABILITY; VALIDATION; PRESSURE; EXERCISE;
D O I
10.3390/electronics7070117
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Interviews from strength and conditioning coaches across all levels of athletic competition identified their two biggest concerns with the current state of wearable technology: (a) the lack of solutions that accurately capture data from the ground up and (b) the lack of trust due to inconsistent measurements. The purpose of this research is to investigate the use of liquid metal sensors, specifically Liquid Wire sensors, as a potential solution for accurately capturing ankle complex movements such as plantar flexion, dorsiflexion, inversion, and eversion. Sensor stretch linearity was validated using a Micro-Ohm Meter and a Wheatstone bridge circuit. Sensors made from different substrates were also tested and discovered to be linear at multiple temperatures. An ankle complex model and computing unit for measuring resistance values were developed to determine sensor output based on simulated plantar flexion movement. The sensors were found to have a significant relationship between the positional change and the resistance values for plantar flexion movement. The results of the study ultimately confirm the researchers' hypothesis that liquid metal sensors, and Liquid Wire sensors specifically, can serve as a mitigating substitute for inertial measurement unit (IMU) based solutions that attempt to capture specific joint angles and movements.
引用
收藏
页数:24
相关论文
共 64 条
[1]  
Akcetin P.I., 2012, P 2012 20 SIGN PROC
[2]   Batch Fabrication of Customizable Silicone-Textile Composite Capacitive Strain Sensors for Human Motion Tracking [J].
Atalay, Asli ;
Sanchez, Vanessa ;
Atalay, Ozgur ;
Vogt, Daniel M. ;
Haufe, Florian ;
Wood, Robert J. ;
Walsh, Conor J. .
ADVANCED MATERIALS TECHNOLOGIES, 2017, 2 (09)
[3]   An Analysis of the Accuracy of Wearable Sensors for Classifying the Causes of Falls in Humans [J].
Aziz, Omar ;
Robinovitch, Stephen N. .
IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2011, 19 (06) :670-676
[4]   Knee Angle Estimation based on IMU data and Artificial Neural Networks [J].
Bennett, Christopher L. ;
Odom, Crispin ;
Ben-Asher, Matan .
29TH SOUTHERN BIOMEDICAL ENGINEERING CONFERENCE (SBEC 2013), 2013, :111-112
[5]   Wearable Sensors and Systems From Enabling Technology to Clinical Applications [J].
Bonato, Paolo .
IEEE ENGINEERING IN MEDICINE AND BIOLOGY MAGAZINE, 2010, 29 (03) :25-36
[6]   Smart wearable systems: Current status and future challenges [J].
Chan, Marie ;
Esteve, Daniel ;
Fourniols, Jean-Yves ;
Escriba, Christophe ;
Campo, Eric .
ARTIFICIAL INTELLIGENCE IN MEDICINE, 2012, 56 (03) :137-156
[7]  
Charry E., 2011, P 2011 7 INT C INT S
[8]   Comparison of an in-shoe pressure measurement device to a force plate: concurrent validity of center of pressure measurements [J].
Chesnin, KJ ;
Selby-Silverstein, L ;
Besser, MP .
GAIT & POSTURE, 2000, 12 (02) :128-133
[9]  
Cole B., 2015, ZEBRA TECHNOLOGIES P
[10]   Inertial sensor-based knee flexion/extension angle estimation [J].
Cooper, Glen ;
Sheret, Ian ;
McMillian, Louise ;
Siliverdis, Konstantinos ;
Sha, Ning ;
Hodgins, Diana ;
Kenney, Laurence ;
Howard, David .
JOURNAL OF BIOMECHANICS, 2009, 42 (16) :2678-2685