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/ | |||||||||||||||
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Document Type: | Conference or Workshop Item (Speech) | |||||||||||||||
Title: | Bayesian Recognition of Safety Relevant Motion Activities with Inertial Sensors and Barometer | |||||||||||||||
Authors: |
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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: | 20 Jun 2021 15:45 |
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