A hidden Markov model of the breaststroke swimming temporal phases using wearable inertial measurement units

2013 IEEE International Conference on Body Sensor Networks, BSN 2013

Volumn , Issue , 2013, Pages

  Dadashi, Farzin ^a   Arami, Arash ^a   Crettenand, Florent ^b   Millet, Gregoire P ^b   Komar, John ^c   Seifert, Ludovic ^c   Aminian, Kamiar ^a  

^a EPFL   (Switzerland)

^b UNIVERSITY OF LAUSANNE   (Switzerland)

^c UNIVERSITÉ DE ROUEN   (France)

Author keywords

feature extraction; Hidden Markov Model; inertial measurement unit; linear classifier; swimming

Indexed keywords

AQUATIC ENVIRONMENTS; AUTOMATIC APPROACHES; HUMAN LOCOMOTIONS; INERTIAL MEASUREMENT UNIT; INERTIAL SENSOR; LINEAR CLASSIFIERS; PHASE DETECTION; SWIMMING;

BODY SENSOR NETWORKS; FEATURE EXTRACTION; HIDDEN MARKOV MODELS; SIGNAL DETECTION;

UNITS OF MEASUREMENT;

EID: 84884650723     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/BSN.2013.6575461     Document Type: Conference Paper

References (20)

1. P. Bonato, "Wearable sensors and systems," IEEE Engineering in Medicine and Biology Magazine, vol. 29, pp. 25-36, 2010.
2. L. Seifert and D. Chollet, "A new index of flat breaststroke propulsion: A comparison of elite men and women," Journal of Sports Sciences, vol. 23, pp. 309-320, 2005. (Pubitemid 40425771)
3. J. Vilas-Boas, R. Fernandes, and T. Barbosa, "Intra-cycle velocity variations, swimming economy, performance and training in swimming," World Book of Swimming: From Science to Performance, pp. 119-134, 2010.
4. A. J. Callaway, J. E. Cobb, and I. Jones, "A comparison of video and accelerometer based approaches applied to performance monitoring in swimming," International Journal of Sports Science and Coaching, vol. 4, pp. 139-153, 2009.
5. E. Bergamini, et al., "Estimation of temporal parameters during sprint running using a trunk-mounted inertial measurement unit," Journal of Biomechanics, vol. 45, pp. 1123-1126, 2012.
6. J. Chardonnens, J. Favre, B. Le Callennec, F. Cuendet, G. Gremion, and K. Aminian, "Automatic measurement of key ski jumping phases and temporal events with a wearable system," Journal of sports sciences, vol. 30, pp. 53-61, 2012.
7. H. Ghasemzadeh and R. Jafari, "Coordination analysis of human movements with body sensor networks: A signal processing model to evaluate baseball swings," IEEE Sensors Journal, vol. 11, pp. 603-610, 2011.
8. Y. Ohgi, H. Ichikawa, and C. Miyaji, "Microcomputer-based acceleration sensor device for swimming stroke monitoring," JSME International Journal, Series C: Mechanical Systems, Machine Elements and Manufacturing, vol. 45, pp. 960-966, 2002. (Pubitemid 36360535)
9. F. Dadashi, F. Crettenand, G. Millet, L. Seifert, J. Komar, and K. Aminian, "Frontcrawl propulsive phase detection using inertial sensors," in 29 International Conference on Biomechanics in Sports 2011, pp. 855-858.
10. B. Mariani, H. Rouhani, X. Crevoisier, and K. Aminian, "Quantitative estimation of foot-flat and stance phase of gait using foot-worn inertial sensors," Gait and Posture, 2012.
11. E. Guenterberg, H. Ghasemzadeh, and R. Jafari, "A distributed hidden markov model for fine-grained annotation in body sensor networks," in Wearable and Implantable Body Sensor Networks (BSN), 2009, pp. 339-344.
12. L. R. Rabiner, "Tutorial on hidden Markov models and selected applications in speech recognition," Proceedings of the IEEE, vol. 77, pp. 257-286, 1989.
13. A. Mannini and A. M. Sabatini, "Gait phase detection and discrimination between walking-jogging activities using hidden Markov models applied to foot motion data from a gyroscope," Gait and Posture, vol. 36, pp. 657-661, 2012.
14. D. M. J. Tax and R. P. W. Duin, "Using two-class classifiers for multiclass classification," in International Conference on Pattern Recognition, 2002, pp. 124-127.
15. K. Hechenbichler and K. Schliep, "Weighted k-nearest-neighbor techniques and ordinal classification," discussion paper 399, SFB 386 der Ludwig-Maximilians-Universität München, p. 16, 2004.
16. R. R. Yager, "On ordered weighted averaging aggregation operators in multicriteria decisionmaking," IEEE Transactions on Systems, Man and Cybernetics, vol. 18, pp. 183-190, 1988.
17. G. Wu, et al., "ISB recommendation on definitions of joint coordinate systems of various joints for the reporting of human joint motion - Part II: Shoulder, elbow, wrist and hand," Journal of Biomechanics, vol. 38, pp. 981-992, 2005. (Pubitemid 40431439)
18. D. Chollet, L. Seifert, H. Leblanc, L. Boulesteix, and M. Carter, "Evaluation of arm-leg coordination in flat breaststroke," International Journal of Sports Medicine, vol. 25, pp. 486-495, 2004. (Pubitemid 39371220)
19. L. R. Welch, "Hidden Markov models and the Baum-Welch algorithm," IEEE Information Theory Society Newsletter, vol. 53, pp. 1-14, 2003.
20. F. Dadashi, F. Crettenand, G. P. Millet, and K. Aminian, "Front-Crawl Instantaneous Velocity Estimation Using a Wearable Inertial Measurement Unit," Sensors, vol. 12, pp. 12927-12939, 2012.