A low-cost stand-alone platform for measuring motor behavior across developmental applications

被引:4
作者
Cavallo, Andrea [1 ,2 ]
Foster, Nathan C. [1 ]
Balasubramanian, Karthikeyan Kalyanasundaram [3 ]
Merello, Andrea [3 ]
Zini, Giorgio [3 ]
Crepaldi, Marco [3 ]
Becchio, Cristina [1 ]
机构
[1] Ist Italiano Tecnol, Ctr Human Technol, Cognit Mot & Neurosci Lab, Genoa, Italy
[2] Univ Turin, Dept Psychol, Turin, Italy
[3] Ist Italiano Tecnol, Elect Design Lab, Ctr Human Technol, Genoa, Italy
基金
欧洲研究理事会;
关键词
SENSORS; CHILDREN; AUTISM;
D O I
10.1016/j.isci.2021.102742
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
Motion tracking provides unique insights into motor, cognitive, and social development by capturing subtle variations into how movements are planned and controlled. Here, we present a low-cost, wearable movement measurement platform, KiD, specifically designed for tracking the movements of infants and children in a variety of natural settings. KiD consists of a small, lightweight sensor containing a nine-axis inertial measurement unit plus an integrated processor for computing rotations. Measurements of three-dimensional acceleration using KiD compare well with those of current state-of-the-art optical motion capture systems. As a proof of concept, we demonstrate successful classification of different types of sinusoidal right arm movements using KiD.
引用
收藏
页数:11
相关论文
共 19 条
[1]  
Adolph Karen, 2016, APS Obs, V29, P23
[2]   World Medical Association Declaration of Helsinki Ethical Principles for Medical Research Involving Human Subjects [J].
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2013, 310 (20) :2191-2194
[3]   Objective assessment of movement competence in children using wearable sensors: An instrumented version of the TGMD-2 locomotor subtest [J].
Bisi, Maria Cristina ;
Panebianco, G. Pacini ;
Polman, R. ;
Stagni, R. .
GAIT & POSTURE, 2017, 56 :42-48
[4]   Ambulatory monitoring of children's activity [J].
Busser, HJ ;
Ott, J ;
vanLummel, RC ;
Uiterwaal, M ;
Blank, R .
MEDICAL ENGINEERING & PHYSICS, 1997, 19 (05) :440-445
[5]   Embedding inertial-magnetic sensors in everyday objects: Assessing spatial cognition in children [J].
Campolo, Domenico ;
Taffoni, Fabrizio ;
Formica, Domenico ;
Iverson, Jana ;
Sparaci, Laura ;
Keller, Flavio ;
Guglielmelli, Eugenio .
JOURNAL OF INTEGRATIVE NEUROSCIENCE, 2012, 11 (01) :103-116
[6]   Prospective motor control obeys to idiosyncratic strategies in autism [J].
Cavallo, Andrea ;
Romeo, Luca ;
Ansuini, Caterina ;
Podda, Jessica ;
Battaglia, Francesca ;
Veneselli, Edvige ;
Pontil, Massimiliano ;
Becchio, Cristina .
SCIENTIFIC REPORTS, 2018, 8
[7]   The Use of Wearable Microsensors to Quantify Sport-Specific Movements [J].
Chambers, Ryan ;
Gabbett, Tim J. ;
Cole, Michael H. ;
Beard, Adam .
SPORTS MEDICINE, 2015, 45 (07) :1065-1081
[8]   Atypical basic movement kinematics in autism spectrum conditions [J].
Cook, Jennifer L. ;
Blakemore, Sarah-Jayne ;
Press, Clare .
BRAIN, 2013, 136 :2816-2824
[9]   Use of Machine Learning to Identify Children with Autism and Their Motor Abnormalities [J].
Crippa, Alessandro ;
Salvatore, Christian ;
Perego, Paolo ;
Forti, Sara ;
Nobile, Maria ;
Molteni, Massimo ;
Castiglioni, Isabella .
JOURNAL OF AUTISM AND DEVELOPMENTAL DISORDERS, 2015, 45 (07) :2146-2156
[10]   Wearable inertial sensors for human movement analysis [J].
Iosa, Marco ;
Picerno, Pietro ;
Paolucci, Stefano ;
Morone, Giovanni .
EXPERT REVIEW OF MEDICAL DEVICES, 2016, 13 (07) :641-659