Motion and Single-trial Biosignal Analysis Platform for Monitoring of Rehabilitation

Perttu Ranta-aho, Stefanos Georgiadis, Timo Bragge, Eini Niskanen, Mika P. Tarvainen, Ina M. Tarkka, Pasi A. Karjalainen

2010

Abstract

Three-dimensional motion analysis is a powerful tool for the assessment of human movements during different rehabilitation applications. An adaptive virtual reality rehabilitation environment which is based on modern motion and biosignal analysis techniques is described.

References

  1. H. Krebs, N. Hogan, M. Aisen, and B. Volpe, “Robot-aided neurorehabilitation.” IEEE Trans Rehabil Eng, vol. 6, pp. 75-87, 1998.
  2. B. Rohrer, S. Fasoli, H. Krebs, R. Hughes, B. Volpe, W. Frontera, J. Stein, and N. Hogan, “Movement smoothness changes during stroke recovery,” The Journal of Neuroscience, vol. 22, no. 18, pp. 8297-8304, 2002.
  3. B. M. Nigg and W. Herzog, Biomechanics of the Musculo-skeletal System, 2nd ed. John Wiley and Sons, 1999.
  4. D. H. Sutherland, “The evolution of clinical gait analysis part II kinematics,” Gait & Posture, vol. 16, pp. 159-179, 2002.
  5. D. H. Sutherland, “The evolution of clinical gait analysis part III - kinetics and energy assessment,” Gait & Posture, vol. 21, pp. 447-461, 2005.
  6. R. Hartley and A. Zisserman, Multiple View Geometry in Computer Vision, 2nd ed. Cambridge University Press, ISBN: 0521540518, 2004.
  7. T. Bragge and M. Hakkarainen and M. P. Tarvainen and I. M. Tarkka and P. A. Karjalainen, “A transportable camera based motion analysis system with application to monitoring of rehabilitation of hand”, 11th International Congress For Medical Physics and Biomedical Engineering, Munich, September 2009.
  8. S. Debener, M. Ullsperger, M. Siegel, and A. K. Engel, “ Single-trial EEG/fMRI reveals the dynamics of cognitive function,” Trends Cognit Sci, vol. 10, pp. 558-563, 2006.
  9. P. A. Karjalainen, J. P. Kaipio, A. S. Koistinen, and M. Vauhkonen, “Subspace regularization method for the single trial estimation of evoked potentials,” IEEE Trans Biomed Eng, vol. 46, pp. 849-860, 1999.
  10. P. O. Ranta-aho, A. S. Koistinen, J. O. Ollikainen, J. P. Kaipio, J. Partanen, and P. A. Karjalainen, “Subspace Regularization method for the Single Trial Estimation of Multi Channel Evoked Potential Measurements,” IEEE Trans Biomed Eng, vol. 50, 2, pp. 189-196, 2003.
  11. M. P. Tarvainen, J. K. Hiltunen, P. O. Ranta-aho, and P. A. Karjalainen, “Estimation of Nonstationary EEG with Kalman Smoother Approach: an Application to Event-Related Synchronization (ERS),” IEEE Trans Biomed Eng, vol. 51, no. 3, pp. 516-524, 2004.
  12. S. D. Georgiadis, P. O. Ranta-aho, M. P. Tarvainen, and P. A. Karjalainen, “Single-trial dynamical estimation of event related potentials: a Kalman filter based approach,” IEEE Trans Biomed Eng, vol. 52, pp. 1397-1406, 2005.
  13. B. Blankertz, R. Tomioka, S. Lamm, M. Kawanable, and K.-L. Müller, “Optimizing spatial filters for robust EEG single-trial analysis”, IEEE Sig Proc Mag, vol. 25, pp. 41-56, 2008.
  14. R. Sitaram, N. Weiskopf, A. Caria, R. Veit, M. Erb, and N. Birbaumer, “ fMRI BrainComputer Interfaces”, IEEE Sig Proc Mag, vol. 25, pp. 95-106, 2008.
  15. C. S. Herrmann and S. Debener, “Simultaneous recording of EEG and BOLD responses: A historical perspective,” Int. J. Psychophys, vol. 67, 3, pp. 161-168, 2008.
  16. P. O. Ranta-aho and E. I. Niskanen and S. D. Georgiadis and M. Knnen and M. P. Tarvainen and P. A. Karjalainen “Estimation of single-trial fMRI BOLD responses using combined EEG and fMRI measurements”, Proc 30th Annu Int Conf IEEE EMBS, Vancouver, August, 2008.
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Paper Citation


in Harvard Style

Ranta-aho P., Georgiadis S., Bragge T., Niskanen E., P. Tarvainen M., M. Tarkka I. and A. Karjalainen P. (2010). Motion and Single-trial Biosignal Analysis Platform for Monitoring of Rehabilitation . In Proceedings of the 1st International Workshop on Bio-inspired Human-Machine Interfaces and Healthcare Applications - Volume 1: B-Interface, (BIOSTEC 2010) ISBN 978-989-674-020-7, pages 75-82. DOI: 10.5220/0002839100750082


in Bibtex Style

@conference{b-interface10,
author={Perttu Ranta-aho and Stefanos Georgiadis and Timo Bragge and Eini Niskanen and Mika P. Tarvainen and Ina M. Tarkka and Pasi A. Karjalainen},
title={Motion and Single-trial Biosignal Analysis Platform for Monitoring of Rehabilitation},
booktitle={Proceedings of the 1st International Workshop on Bio-inspired Human-Machine Interfaces and Healthcare Applications - Volume 1: B-Interface, (BIOSTEC 2010)},
year={2010},
pages={75-82},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002839100750082},
isbn={978-989-674-020-7},
}


in EndNote Style

TY - CONF
JO - Proceedings of the 1st International Workshop on Bio-inspired Human-Machine Interfaces and Healthcare Applications - Volume 1: B-Interface, (BIOSTEC 2010)
TI - Motion and Single-trial Biosignal Analysis Platform for Monitoring of Rehabilitation
SN - 978-989-674-020-7
AU - Ranta-aho P.
AU - Georgiadis S.
AU - Bragge T.
AU - Niskanen E.
AU - P. Tarvainen M.
AU - M. Tarkka I.
AU - A. Karjalainen P.
PY - 2010
SP - 75
EP - 82
DO - 10.5220/0002839100750082