Abstract
This paper is concerned with motion pattern recognition using built-in accelerometers inside of modern mobile devices - smartphones. More and more people are using these devices nowadays without using its full potential for user motion recognition and evaluation. As accelerometer magnitude level comparison is not sufficient for motion pattern recognition morlet wavelet based recognition algorithm is introduced and tested as well as its device implementation is described and tested. Set of basic motion patterns walking, running and shaking with the device is tested and evaluated.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Brownlow, M.: Smartphone statistics and market share. Email marketing reports (June 2010)
Cagnacci, A., Elliott, J.A., Yen, S.S.: Melatonin: a major regulator of the circadian rhythm of core temperature in humans. The Journal of Clinical Endocrinology & Metabolism 75(2), 447–452 (1992)
Barralon, P., Vuillerme, N., Noury, N.: Walk Detection With a Kinematic Sensor: Frequency and Wavelet Comparison. In: Proceedings of the 28th IEEE EMBS Annual International Conference, New York City, USA, August 30-September 3 (2006)
Goupillaud, P., Grossman, A., Morlet, J.: Cycle-Octave and Related Transforms in Seismic Signal Analysis. Geoexploration 23, 85–102 (1984)
Mallat, S.: A Wavelet Tour of Signal Processing, 2nd edn., p. 5, 257. Academic Press (1999)
Schneider, K., Farge, M.: Wavelets: Mathematical Theory. Encyclopedia of Mathematical Physics, 426–438 (2006)
Vrána, J.: Quadrature mirror filter banks with sigma delta modulators. Doctoral thesis, VUT-Brno (2007)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2013 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Jirka, J., Prauzek, M. (2013). Built-in Smartphone Accelerometer Motion Pattern Recognition Using Wavelet Transform. In: Herrero, Á., et al. International Joint Conference CISIS’12-ICEUTE´12-SOCO´12 Special Sessions. Advances in Intelligent Systems and Computing, vol 189. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-33018-6_46
Download citation
DOI: https://doi.org/10.1007/978-3-642-33018-6_46
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-33017-9
Online ISBN: 978-3-642-33018-6
eBook Packages: EngineeringEngineering (R0)