Can magnetic field sensors replace gyroscopes in wearable sensing applications?

Kai Steven Kunze, Gernot Bahle, Paul Lukowicz, Kurt Partridge

Research output: Chapter in Book/Report/Conference proceedingConference contribution

21 Citations (Scopus)

Abstract

We investigate if and how magnetic sensors can be used to replace gyroscopes in wearable activity recognition. The work is motivated by (1) sensor configurations typically found in smart phones where magnetic sensors are used to complement GPS position with orientation and (2) the fact that gyroscopes are an important source of information for activity recognition. We propose a method to compute angular velocity from 3D magnetic sensor data and discuss its fundamental limitations. We present an elaborate evaluation of the accuracy on 5 previously published data set with a total of nearly 20 hours of data from 15 users with activities ranging from bicycle repair, through homemaking to gym exercise.

Original languageEnglish
Title of host publicationInternational Symposium on Wearable Computers 2010, ISWC 2010
DOIs
Publication statusPublished - 2010
Externally publishedYes
Event14th IEEE International Symposium on Wearable Computers, ISWC 2010 - Seoul, Korea, Republic of
Duration: 2010 Oct 102010 Oct 13

Other

Other14th IEEE International Symposium on Wearable Computers, ISWC 2010
CountryKorea, Republic of
CitySeoul
Period10/10/1010/10/13

Fingerprint

Magnetic sensors
Gyroscopes
Magnetic fields
Sensors
Bicycles
Angular velocity
Global positioning system
Repair

ASJC Scopus subject areas

  • Software
  • Hardware and Architecture
  • Computer Networks and Communications

Cite this

Kunze, K. S., Bahle, G., Lukowicz, P., & Partridge, K. (2010). Can magnetic field sensors replace gyroscopes in wearable sensing applications? In International Symposium on Wearable Computers 2010, ISWC 2010 [5665859] https://doi.org/10.1109/ISWC.2010.5665859

Can magnetic field sensors replace gyroscopes in wearable sensing applications? / Kunze, Kai Steven; Bahle, Gernot; Lukowicz, Paul; Partridge, Kurt.

International Symposium on Wearable Computers 2010, ISWC 2010. 2010. 5665859.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Kunze, KS, Bahle, G, Lukowicz, P & Partridge, K 2010, Can magnetic field sensors replace gyroscopes in wearable sensing applications? in International Symposium on Wearable Computers 2010, ISWC 2010., 5665859, 14th IEEE International Symposium on Wearable Computers, ISWC 2010, Seoul, Korea, Republic of, 10/10/10. https://doi.org/10.1109/ISWC.2010.5665859
Kunze KS, Bahle G, Lukowicz P, Partridge K. Can magnetic field sensors replace gyroscopes in wearable sensing applications? In International Symposium on Wearable Computers 2010, ISWC 2010. 2010. 5665859 https://doi.org/10.1109/ISWC.2010.5665859
Kunze, Kai Steven ; Bahle, Gernot ; Lukowicz, Paul ; Partridge, Kurt. / Can magnetic field sensors replace gyroscopes in wearable sensing applications?. International Symposium on Wearable Computers 2010, ISWC 2010. 2010.
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