Inertial Sensor-Based Gait Recognition: A Review

Sensors
Sebastijan Sprager, Matjaz B Juric

Abstract

With the recent development of microelectromechanical systems (MEMS), inertial sensors have become widely used in the research of wearable gait analysis due to several factors, such as being easy-to-use and low-cost. Considering the fact that each individual has a unique way of walking, inertial sensors can be applied to the problem of gait recognition where assessed gait can be interpreted as a biometric trait. Thus, inertial sensor-based gait recognition has a great potential to play an important role in many security-related applications. Since inertial sensors are included in smart devices that are nowadays present at every step, inertial sensor-based gait recognition has become very attractive and emerging field of research that has provided many interesting discoveries recently. This paper provides a thorough and systematic review of current state-of-the-art in this field of research. Review procedure has revealed that the latest advanced inertial sensor-based gait recognition approaches are able to sufficiently recognise the users when relying on inertial data obtained during gait by single commercially available smart device in controlled circumstances, including fixed placement and small variations in gait. Furthermore...Continue Reading

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Citations

Dec 28, 2016·Sensors·Jose Portillo-PortilloMariko Nakano-Miyatake
Apr 5, 2018·Sensors·Sebastijan Šprager, Matjaž B Jurič
Apr 19, 2018·PloS One·Hasan TahirKlaus McDonald-Maier
Sep 26, 2017·International Journal of Occupational Safety and Ergonomics : JOSE·Alberto RanavoloFrancesco Draicchio
Jul 12, 2018·IEEE Reviews in Biomedical Engineering·Delaram JarchiSaeid Sanei
Jul 12, 2018·IEEE Reviews in Biomedical Engineering·Wenhao DengSong Han
Jun 21, 2019·Proceedings of the Institution of Mechanical Engineers. Part H, Journal of Engineering in Medicine·Boris DauriacFrancois Lavaste
Apr 23, 2020·Journal of Neurophysiology·Juan MantillaPierre-Paul Vidal
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Jul 8, 2020·Proceedings of the Institution of Mechanical Engineers. Part H, Journal of Engineering in Medicine·Elisa DigoLaura Gastaldi
May 7, 2020·International Journal of Environmental Research and Public Health·Francesco NegriniFranco Molteni
Mar 22, 2020·Sensors·Aleksandra RashkovskaRoman Trobec
Apr 21, 2016·Journal of Neuroengineering and Rehabilitation·M Encarna Micó-AmigoJaap H van Dieën
Feb 7, 2018·Sensors·Youngsu ChaDoik Kim
Dec 1, 2019·Sensors·Mahmut Enes KayaalpRoland Becker
Jul 29, 2020·Sensors·Matei-Sorin AxenteRaluca Purnichescu-Purtan
Jun 27, 2020·Biomedizinische Technik. Biomedical Engineering·Nikiforos OkkalidisOwen Falzon
Mar 7, 2021·Experimental Brain Research·Pierre-Paul Vidal, Francesco Lacquaniti
Apr 10, 2021·Journal of Healthcare Engineering·Xiaoou LiYichao Xiong
Aug 7, 2021·World Journal of Orthopedics·Federico RoggioGiuseppe Musumeci
Dec 13, 2018··Carole FrindelThéo Jourdan

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Methods Mentioned

BETA
feature extraction

Software Mentioned

TDEBOOST
In
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