Inertial sensor-based gait recognition : a review

Šprager, Sebastijan (avtor), Jurič, Matjaž B. (avtor)

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, these approaches have also revealed considerable breakthrough by realistic use in uncontrolled circumstances, showing great potential for their further development and wide applicability.

• Jezik: Angleški jezik
• Ključne besede: inertial sensors, inertial data, gait analysis, gait recognition, gait identification, gait authentication, biometry, gait patterns, review
• Vrsta gradiva: Članek v reviji
• Tipologija: 1.02 - Pregledni znanstveni članek
• Organizacija: FRI - Fakulteta za računalništvo in informatiko
• Status publikacije: Objavljeno
• Različica publikacije: Objavljena publikacija
• Leto izida: 2015
• Št. strani: Str. 22089-22127
• Številčenje: Vol. 15, iss. 9
• PID: 20.500.12556/RUL-130393
• UDK: 004.93\'1:681.5
• ISSN pri članku: 1424-8220
• DOI: 10.3390/s150922089
• COBISS.SI-ID: 1536429763
• Datum objave v RUL: 14.09.2021

Gradivo je del revije

• Naslov: Sensors
• Skrajšan naslov: Sensors
• Založnik: MDPI
• ISSN: 1424-8220
• COBISS.SI-ID: 10176278

Licence

• Licenca: CC BY 4.0, Creative Commons Priznanje avtorstva 4.0 Mednarodna
• Povezava: http://creativecommons.org/licenses/by/4.0/deed.sl
• Opis: To je standardna licenca Creative Commons, ki daje uporabnikom največ možnosti za nadaljnjo uporabo dela, pri čemer morajo navesti avtorja.
• Začetek licenciranja: 02.09.2015

Sekundarni jezik

• Jezik: Slovenski jezik
• Ključne besede: inercijski senzorji, inercijski podatki, analiza hoje, razpoznavanje hoje, identifikacija na podlagi hoje, avtentikacija na podlagi hoje, biometrija, vzorci hoje, pregled