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Bayesian Recognition of Safety Relevant Motion Activities with Inertial Sensors and Barometer

Frank, Korbinian and Munoz Diaz, Estefania and Fuentes Sanchez, Francisco Javier and Robertson, Patrick (2014) Bayesian Recognition of Safety Relevant Motion Activities with Inertial Sensors and Barometer. In: Proceedings of the 2014 IEEE/ION Position Location and Navigation Symposium (PLANS), pp. 174-184. IEEE. Proceedings of the IEEE/ION Position Location and Navigation Symposium (PLANS 2014), 05-08 May 2014, Monterey, USA. ISBN 974-1-4799-3320-4 ISSN 2153-3598

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Abstract

Activity recognition has been a hot topic in research throughout the last years. Walking, standing, sitting or lying have been detected with more or less confidence, in more or less suitable system designs. None of these systems however has entered daily life, neither in mass market, nor in professional environments. What is required is an unobtrusive system, requiring few resources and -- most important -- recognizing all important activities with high confidence. To this end, our research has focused on the professional market for safety related applications: first responders or also military use. Next to the classical motion related activities, our system supports motions in three dimensions that are necessary for all kinds of movements indoors as well as outdoors. These include falling, wriggling, crawling, climbing stairs up and down and using an elevator. We have proven this approach to run on regular consumer smart-phones with only a single wireless sensor attached to the body while achieving reliable recognition rates.

Item URL in elib:https://elib.dlr.de/88497/
Document Type:Conference or Workshop Item (Speech)
Title:Bayesian Recognition of Safety Relevant Motion Activities with Inertial Sensors and Barometer
Authors:
AuthorsInstitution or Email of AuthorsAuthors ORCID iD
Frank, Korbiniankorbinian.frank (at) dlr.deUNSPECIFIED
Munoz Diaz, EstefaniaEstefania.MunozDiaz-Ropero (at) dlr.deUNSPECIFIED
Fuentes Sanchez, Francisco JavierETSIT UMAUNSPECIFIED
Robertson, Patrickpatrick.robertson (at) dlr.deUNSPECIFIED
Date:May 2014
Journal or Publication Title:Proceedings of the 2014 IEEE/ION Position Location and Navigation Symposium (PLANS)
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Page Range:pp. 174-184
Publisher:IEEE
ISSN:2153-3598
ISBN:974-1-4799-3320-4
Status:Published
Keywords:Activity recognition; motions; crawling; 3D activities; Bayesian; Grid-based filter
Event Title:Proceedings of the IEEE/ION Position Location and Navigation Symposium (PLANS 2014)
Event Location:Monterey, USA
Event Type:international Conference
Event Dates:05-08 May 2014
Organizer:ION/IEEE
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Transport
HGF - Program Themes:Traffic Management (old)
DLR - Research area:Transport
DLR - Program:V VM - Verkehrsmanagement
DLR - Research theme (Project):V - Vabene++ (old)
Location: Oberpfaffenhofen
Institutes and Institutions:Institute of Communication and Navigation > Communications Systems
Deposited By: Frank, Korbinian
Deposited On:30 Jul 2014 09:28
Last Modified:31 Jul 2019 19:45

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