Foot Strike Angle Prediction and Pattern Classification Using LoadsolTM Wearable Sensors: A Comparison of Machine Learning Techniques.
decision tree
human running
random forest
regression
wearable devices
Journal
Sensors (Basel, Switzerland)
ISSN: 1424-8220
Titre abrégé: Sensors (Basel)
Pays: Switzerland
ID NLM: 101204366
Informations de publication
Date de publication:
25 Nov 2020
25 Nov 2020
Historique:
received:
12
10
2020
revised:
18
11
2020
accepted:
21
11
2020
entrez:
1
12
2020
pubmed:
2
12
2020
medline:
2
12
2020
Statut:
epublish
Résumé
The foot strike pattern performed during running is an important variable for runners, performance practitioners, and industry specialists. Versatile, wearable sensors may provide foot strike information while encouraging the collection of diverse information during ecological running. The purpose of the current study was to predict foot strike angle and classify foot strike pattern from Loadsol
Identifiants
pubmed: 33255671
pii: s20236737
doi: 10.3390/s20236737
pmc: PMC7728139
pii:
doi:
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Subventions
Organisme : Bundesministers fürWissenschaft, Forschung und Wirtschaft
ID : COMET: Digital Motion in Sports, Fitness, & Well-being (872574)
Organisme : Bundesministerium für Digitalisierung und Wirtschaftsstandort
ID : COMET: Digital Motion in Sports, Fitness, & Well-being (872574)
Références
Eur J Sport Sci. 2020 May;20(4):468-476
pubmed: 31282808
Sensors (Basel). 2018 Aug 05;18(8):
pubmed: 30081607
Br J Sports Med. 2016 Apr;50(8):481-7
pubmed: 26746907
J Strength Cond Res. 2018 May 17;:
pubmed: 29781934
Br J Sports Med. 2015 Oct;49(20):1290-4
pubmed: 26221015
Sensors (Basel). 2019 Feb 26;19(5):
pubmed: 30813515
J Biomech. 2008 Aug 7;41(11):2562-6
pubmed: 18617177
PLoS One. 2017 Jun 9;12(6):e0175724
pubmed: 28599003
Annu Int Conf IEEE Eng Med Biol Soc. 2017 Jul;2017:148-148c
pubmed: 29059831
Gait Posture. 2019 Feb;68:238-243
pubmed: 30528962
Gait Posture. 2012 Feb;35(2):298-300
pubmed: 22075193
J Sports Sci. 2019 May;37(10):1129-1138
pubmed: 30427263
Expert Rev Med Devices. 2016 Jul;13(7):641-59
pubmed: 27309490
Gigascience. 2017 May 1;6(5):1-9
pubmed: 28327985
J Biomech. 2000 Apr;33(4):457-63
pubmed: 10768394
Eur J Sport Sci. 2020 Apr 26;:1-10
pubmed: 32212955
Eur J Sport Sci. 2018 Sep;18(8):1100-1109
pubmed: 29842825
Gait Posture. 2012 Apr;35(4):529-34
pubmed: 22421190
Eur J Sport Sci. 2014;14(2):130-6
pubmed: 24533519
Sports Med. 2016 Jun;46(6):793-807
pubmed: 26816209
J Sports Sci. 2001 Feb;19(2):149-59
pubmed: 11217013
Scand J Med Sci Sports. 2019 Jun;29(6):835-842
pubmed: 30693580
Sensors (Basel). 2019 Jan 11;19(2):
pubmed: 30641910
Gigascience. 2017 May 1;6(5):1-6
pubmed: 28327989
J Strength Cond Res. 2018 Aug;32(8):2258-2264
pubmed: 29912073
J Orthop Sports Phys Ther. 2011 Dec;41(12):914-9
pubmed: 22031595
NPJ Digit Med. 2019 Oct 11;2:99
pubmed: 31633058
Nature. 2010 Jan 28;463(7280):531-5
pubmed: 20111000
Brief Bioinform. 2011 Jan;12(1):86-9
pubmed: 20360022