Activity recognition using radio Doppler effect for human monitoring service

Journal of Information Processing

Volumn 20, Issue 2, 2012, Pages 396-405

  Sekine, Masatoshi ^a   Maeno, Kurato ^a  

^a OKI ELECTRIC INDUSTRY CO   (Japan)

Author keywords

Activity recognition; Doppler sensor; Support vector machine

Indexed keywords

EID: 84871183187     PISSN: 03875806     EISSN: 18826652     Source Type: Journal    
DOI: 10.2197/ipsjjip.20.396     Document Type: Article

References (17)

1. He, Z.Y. and Jin, L.W.: Activity recognition from acceleration data using AR model representation and SVM, Proc. International Conference on Machine Learning and Cybernetics, pp.2245-2250 (July 2008).
2. Moghavvemi, M. and Seng, L.C.: Pyroelectric infrared sensor for intruder detection, IEEE TENCON, pp.656-659 (Nov. 2004).
3. Mitra, S. and Acharya, T.: Gesture Recognition: A Survey, IEEE Trans. System, Man, and Cybernetics, Part C: Applications and Reviews, Vol.37, No.3, pp.311-324 (May 2007).
4. Wallhoff, F. Rub, M., Rigoll, G., Gobel, J. and Diehl, H.: Surveillance and Activity Recognition with Depth Information, Proc. 2007 IEEE International Conference on Multimedia and Expo, pp.1103-1106 (July 2007).
5. Li, C., Cummings, J., Lam, J., Graves, E. and Wu, W.: Radar remote monitoring of vital signs, IEEE Microwave Magazine, Vol.10, No.1, pp.47-56 (Feb. 2009).
6. Sekine, M and Maeno, K: Non-contact Heart Rate Detection Using Periodic Variation in Doppler Frequency, Proc. 2011 IEEE Sensors Applications Symposium (SAS), pp.318-322 (Feb. 2011).
7. Estrin, D., Culler, D., Pister, K. and Sukhatme, G.: Connecting the PhysicalWorld with Pervasive Networks, IEEE Pervasive Computing, pp.59-69 (Jan.-March 2002).
8. Kondo, M.: Denpa Jouhou Kougaku, Kyoritsu Shuppan Co. Ltd. (Oct. 1999).
9. Muthukrishnan, K., Lijding, M.E.M., Meratnia, N. and Havinga, P.J.M.: Sensing motion using spectral and spatial analysis of WLAN RSSI, Proc. 2nd European Conference on Smart Sensing and Context (EuroSSC 2007), pp.62-76, (Oct. 2007).
10. Kalgaonkar, K., Raj, B.: One-handed gesture recognition using ultrasonic Doppler sonar, Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp.1889-1892 (Apr. 2009).
11. Kalgaonkar, K. Raj, B.: Acoustic Doppler Sonar for Gait Recognition, IEEE Conference on Advanced Video and Signal Based Surveillance (AVSS), ISBN: 978-1-4244-1696-7, pp.27-32 (Sep. 2007).
12. Tanigawa, S. Nishihara, H., Kaneda, S. and Haga, H.: Detecting mastication by using microwave Doppler sensor, Proc. 1st International Conference on PErvasive Technologies Related to Assistive Environments (PETRA), pp.1-7 (June 2008).
13. Kim, Y., Ling, H.: Human Activity Classification Based on Micro- Doppler Signatures Using a Support Vector Machine, IEEE Trans. Geoscience and Remote Sensing, pp.1328-1337 (May 2009).
14. Cover, T.M. and Campenhout: On the Possible Orderings in the Measurement Selection Problem, IEEE Trans. System, Man, and Cybernetics, Vol.7, No.9, pp.657-661 (Sep. 1977).
15. New Japan Radio Doppler Module, available from .
16. Strearns, S.D.: On Selecting Features for Pattern Classifiers, Proc. Int'l Conf. Pattern Recognition, pp.71-75 (Nov. 1976).
17. Chang, C. and Lin, C.: LIBSVM: A Library for Support Vector Machines, available from .