Detection of tonic epileptic seizures based on surface electromyography

2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2014

Volumn , Issue , 2014, Pages 942-945

  Larsen, Sigge N ^a   Conradsen, Isa ^b   Beniczky, Sandor ^c,d   Sorensen, Helge B D ^a  

^a TECHNICAL UNIVERSITY OF DENMARK   (Denmark)

^b IctalCare   (Denmark)

^c DANISH EPILEPSY CENTRE   (Denmark)

^d AARHUS UNIVERSITY HOSPITAL   (Denmark)

Author keywords

[No Author keywords available]

Indexed keywords

ALARM SYSTEMS; COMPUTER PROGRAMMING; DECISION TREES; ELECTROMYOGRAPHY; HIGH PASS FILTERS; PARAMETER ESTIMATION;

APPROXIMATE ENTROPY; EPILEPTIC SEIZURES; LOW-FREQUENCY NOISE; MOVEMENT ARTIFACTS; PATIENT SPECIFIC PARAMETERS; RANDOM FOREST CLASSIFIER; SURFACE ELECTROMYOGRAPHY; SURFACE ELECTROMYOGRAPHY SIGNALS;

BIOMEDICAL SIGNAL PROCESSING;

ADOLESCENT; ADULT; ALGORITHM; CHILD; ELECTROMYOGRAPHY; EPILEPSY, GENERALIZED; FEMALE; HUMAN; MALE; MIDDLE AGED; PROCEDURES; SEIZURES;

ADOLESCENT; ADULT; ALGORITHMS; CHILD; ELECTROMYOGRAPHY; EPILEPSY, GENERALIZED; FEMALE; HUMANS; MALE; MIDDLE AGED; SEIZURES;

EID: 84929493407     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/EMBC.2014.6943747     Document Type: Conference Paper

References (10)

1. R. Fisher, W. Boas, W. Blume, C. Elger, P. Genton, P. Lee, and J. Engel Jr, "Epileptic seizures and epilepsy: definitions proposed by the International League Against Epilepsy (ILAE) and the International Bureau for Epilepsy (IBE)," Epilepsia, vol. 46, no. 4, pp. 470-472, 2005.
2. J. French, "Refractory epilepsy: one size does not fit all," Epilepsy Currents, vol. 6, no. 6, pp. 177-180, 2006.
3. I. Conradsen, S. Beniczky, P. Wolf, P. Jennum and H. Sorensen, "Evaluation of novel algorithm embedded in a wearable sEMG device for seizure detection", presented at the 34th Annual International Conference of the IEEE EMBS, San Diego, California USA, 2012.
4. U. Kramer, S. Kipervasser, A. Shlitner, and R. Kuzniecky, "A novel portable seizure detection alarm system: Preliminary results," Journal of Clinical Neurophysiology, vol. 28, no. 1, p. 36, 2011.
5. W. van Elmpt, T. Nijsen, P. Griep, J. Arends, "A model of heart rate changes to detect seizures in severe epilepsy," Seizure, vol. 15, issue 6, pp. 366-375, 2006.
6. I. Conradsen, S. Beniczky, K. Hoppe, P. Wolf, and H. Sorensen, "Automated algorithm for generalised tonic-clonic epileptic seizure onset detection based on sEMG zero-crossing rate," Biomedical Engineering, IEEE Transactions on, vol. 59, no. 2, pp. 579-585, 2012.
7. J. Drake and J. Callaghan, "Elimination of electrocardiogram contamination from electromyogram signals: An evaluation of currently used removal techniques," Journal of electromyography and kinesiology, vol. 16, issue 2, pp. 175-187, 2006.
8. I. Conradsen, P. Wolf, T. Sams, H. Sorensen, and S. Beniczky, "Patterns of muscle activation during generalized tonic and tonic?clonic epileptic seizures," Epilepsia, vol. 52, issue 11, pp. 2125-2132, 2011.
9. L. Breiman, "Random Forests," Machine Learning, vol. 45, issue 1, pp. 5-32, 2001.
10. C. Bishop, "Pattern Recognition and Machine Learning," Springer, 2006.