메뉴 건너뛰기




Volumn 14, Issue 6, 2014, Pages 10146-10176

Fusion of smartphone motion sensors for physical activity recognition

Author keywords

Accelerometer; Activity recognition; Assisted living; Gyroscope; Health monitoring; Magnetometer; Sensor fusion; Smartphone sensors; Wellbeing applications

Indexed keywords

ACCELEROMETERS; DATA ACQUISITION; EXPERIMENTS; GYROSCOPES; MAGNETOMETERS; PATTERN RECOGNITION; SIGNAL ENCODING; SMARTPHONES;

EID: 84902254076     PISSN: 14248220     EISSN: None     Source Type: Journal    
DOI: 10.3390/s140610146     Document Type: Article
Times cited : (482)

References (44)
  • 1
    • 84856405292 scopus 로고    scopus 로고
    • Healthcare in the pocket: Mapping the space of mobile-phone health interventions
    • Klasnja, P.; Pratt, W. Healthcare in the pocket: Mapping the space of mobile-phone health interventions. J. Biomed. Inf. 2012, 45, 184-198.
    • (2012) J. Biomed. Inf. , vol.45 , pp. 184-198
    • Klasnja, P.1    Pratt, W.2
  • 7
    • 77958470516 scopus 로고    scopus 로고
    • Human Activity Recognition Using Inertial/Magnetic Sensor Units
    • In, Salah, A.A., Gevers, T., Sebe, N., Vinciarelli, A., Eds.; Springer: Berlin/Heidelberg, Germany
    • Altun, K.; Barshan, B. Human Activity Recognition Using Inertial/Magnetic Sensor Units. In Human Behavior Understanding; Salah, A.A., Gevers, T., Sebe, N., Vinciarelli, A., Eds.; Springer: Berlin/Heidelberg, Germany, 2010; pp. 38-51.
    • (2010) Human Behavior Understanding , pp. 38-51
    • Altun, K.1    Barshan, B.2
  • 8
    • 77957017939 scopus 로고    scopus 로고
    • Preprocessing techniques for context recognition from accelerometer data
    • Figo, D.; Diniz, P.C.; Ferreira, D.R.; Cardoso, J.M.P. Preprocessing techniques for context recognition from accelerometer data. Pers. Ubiquitous Comput. 2010, 14, 645-662.
    • (2010) Pers. Ubiquitous Comput. , vol.14 , pp. 645-662
    • Figo, D.1    Diniz, P.C.2    Ferreira, D.R.3    Cardoso, J.M.P.4
  • 9
    • 84902265575 scopus 로고    scopus 로고
    • Available online:, (accessed on 14 May 2014)
    • Pervasive Systems Research Data Sets. Available online: http://ps.ewi.utwente.nl/Datasets.php (accessed on 14 May 2014).
    • Pervasive Systems Research Data Sets
  • 10
    • 84878102799 scopus 로고    scopus 로고
    • A Review and Taxonomy of Activity Recognition on Mobile Phones
    • Incel, O.D.; Kose, M.; Ersoy, C. A Review and Taxonomy of Activity Recognition on Mobile Phones. BioNanoScience 2013, 3, 145-171.
    • (2013) BioNanoScience , vol.3 , pp. 145-171
    • Incel, O.D.1    Kose, M.2    Ersoy, C.3
  • 11
    • 27744466326 scopus 로고    scopus 로고
    • Stair climbing detection during daily physical activity using a miniature gyroscope
    • Coley, B.; Najafi, B.; Paraschiv-Ionescu, A.; Aminian, K. Stair climbing detection during daily physical activity using a miniature gyroscope. Gait Posture 2005, 22, 287-294.
    • (2005) Gait Posture , vol.22 , pp. 287-294
    • Coley, B.1    Najafi, B.2    Paraschiv-Ionescu, A.3    Aminian, K.4
  • 12
    • 78650840657 scopus 로고    scopus 로고
    • Fall Detection and Activity Recognition with Machine Learning
    • Lustrek, M.; Kaluza, B. Fall Detection and Activity Recognition with Machine Learning. Informatica Slovenia 2009, 33, 197-204.
    • (2009) Informatica Slovenia , vol.33 , pp. 197-204
    • Lustrek, M.1    Kaluza, B.2
  • 16
    • 84876515518 scopus 로고    scopus 로고
    • A Study of Mobile Sensing Using Smartphones
    • 2013
    • Liu, M. A Study of Mobile Sensing Using Smartphones. Int. J. Distrib. Sens. Netw. 2013, 2013.
    • (2013) Int. J. Distrib. Sens. Netw.
    • Liu, M.1
  • 20
    • 84870866072 scopus 로고    scopus 로고
    • Human Activity Recognition on Smartphones Using a Multiclass Hardware-Friendly Support Vector Machine
    • In, Bravo, J., Hervs, R., Rodrguez, M., Eds.; Springer: Berlin/Heidelberg, Germany
    • Anguita, D.; Ghio, A.; Oneto, L.; Parra, X.; Reyes-Ortiz, J.L. Human Activity Recognition on Smartphones Using a Multiclass Hardware-Friendly Support Vector Machine. In Ambient Assisted Living and Home Care; Bravo, J., Hervs, R., Rodrguez, M., Eds.; Springer: Berlin/Heidelberg, Germany, 2012; pp. 216-223.
    • (2012) Ambient Assisted Living and Home Care , pp. 216-223
    • Anguita, D.1    Ghio, A.2    Oneto, L.3    Parra, X.4    Reyes-Ortiz, J.L.5
  • 21
    • 84878320924 scopus 로고    scopus 로고
    • Human movement activity classification approaches that use wearable sensors and mobile devices
    • Kaghyan, S.; Sarukhanyan, H.; Akopian, D. Human movement activity classification approaches that use wearable sensors and mobile devices. Proc. SPIE 2013, 8667, 86670O:1-86670O:12.
    • (2013) Proc. SPIE , vol.8667
    • Kaghyan, S.1    Sarukhanyan, H.2    Akopian, D.3
  • 22
    • 84875126625 scopus 로고    scopus 로고
    • Motion Mode Recognition and Step Detection Algorithms for Mobile Phone Users
    • Susi, M.; Renaudin, V.; Lachapelle, G. Motion Mode Recognition and Step Detection Algorithms for Mobile Phone Users. Sensors 2013, 13, 1539-1562.
    • (2013) Sensors , vol.13 , pp. 1539-1562
    • Susi, M.1    Renaudin, V.2    Lachapelle, G.3
  • 23
    • 84873448866 scopus 로고    scopus 로고
    • By train or by car? Detecting the user's motion type through smartphone sensors data
    • In, Dublin, Ireland, 21-23 November
    • Bedogni, L.; Di Felice, M.; Bononi, L. By train or by car? Detecting the user's motion type through smartphone sensors data. In Proceedings of theWireless Days (WD), (2012 IFIP), Dublin, Ireland, 21-23 November 2012; pp. 1-6.
    • (2012) Proceedings of theWireless Days (WD), (2012 IFIP) , pp. 1-6
    • Bedogni, L.1    Di Felice, M.2    Bononi, L.3
  • 25
    • 84893107789 scopus 로고    scopus 로고
    • HARF: A Hierarchical Activity Recognition Framework Using Smartphone Sensors
    • In, Urzaiz, G., Ochoa, S.F., Bravo, J., Chen, L.L., Oliveira, J., Eds.; Springer International Publishing: Berlin/Heidelberg, Germany
    • Han, M.; Bang, J.H.; Nugent, C.; McClean, S.; Lee, S. HARF: A Hierarchical Activity Recognition Framework Using Smartphone Sensors. In Ubiquitous Computing and Ambient Intelligence. Context-Awareness and Context-Driven Interaction; Urzaiz, G., Ochoa, S.F., Bravo, J., Chen, L.L., Oliveira, J., Eds.; Springer International Publishing: Berlin/Heidelberg, Germany, 2013; pp. 159-166.
    • (2013) Ubiquitous Computing and Ambient Intelligence. Context-Awareness and Context-Driven Interaction , pp. 159-166
    • Han, M.1    Bang, J.H.2    Nugent, C.3    McClean, S.4    Lee, S.5
  • 29
    • 84879689080 scopus 로고    scopus 로고
    • Activity logging using lightweight classification techniques in mobile devices
    • Martn, H.; Bernardos, A.M.; Iglesias, J.; Casar, J.R. Activity logging using lightweight classification techniques in mobile devices. Pers. Ubiquitous Comput. 2013, 17, 675-695.
    • (2013) Pers. Ubiquitous Comput. , vol.17 , pp. 675-695
    • Martn, H.1    Bernardos, A.M.2    Iglesias, J.3    Casar, J.R.4
  • 30
    • 84873899448 scopus 로고    scopus 로고
    • Human Hand Movement Analysis Using Principle Component Analysis Classifier
    • Yong, C.Y.; Sudirman, R.; Mahmood, N.H.; Chew, K.M. Human Hand Movement Analysis Using Principle Component Analysis Classifier. Appl. Mech. Mater. 2013, 284-287, 3126-3130.
    • (2013) Appl. Mech. Mater. , vol.284-287 , pp. 3126-3130
    • Yong, C.Y.1    Sudirman, R.2    Mahmood, N.H.3    Chew, K.M.4
  • 32
    • 84902255831 scopus 로고    scopus 로고
    • Available online:, (accessed on 14 May 2014)
    • Pebble. Available online: http://getpebble.com (accessed on 14 May 2014).
    • Pebble
  • 33
    • 84869041992 scopus 로고    scopus 로고
    • Available online:, (accessed on 14 May 2014)
    • Samsung Galaxy S2. Available online: http://www.samsung.com/global/microsite/galaxys2/html/ (accessed on 14 May 2014).
    • Samsung Galaxy S2
  • 34
    • 65349117069 scopus 로고    scopus 로고
    • A Comparison of Feature Extraction Methods for the Classification of Dynamic Activities From Accelerometer Data
    • Preece, S.; Goulermas, J.; Kenney, L.P.J.; Howard, D. A Comparison of Feature Extraction Methods for the Classification of Dynamic Activities From Accelerometer Data. IEEE Trans. Biomed. Eng. 2009, 56, 871-879.
    • (2009) IEEE Trans. Biomed. Eng. , vol.56 , pp. 871-879
    • Preece, S.1    Goulermas, J.2    Kenney, L.P.J.3    Howard, D.4
  • 35
    • 35048842427 scopus 로고    scopus 로고
    • Activity Recognition from User-Annotated Acceleration Data
    • In, Springer: Berlin Heidelberg, Germany
    • Bao, L.; Intille, S.S. Activity Recognition from User-Annotated Acceleration Data. In Pervasive Computing; Springer: Berlin Heidelberg, Germany, 2004; pp. 1-17.
    • (2004) Pervasive Computing , pp. 1-17
    • Bao, L.1    Intille, S.S.2
  • 36
    • 85037748867 scopus 로고    scopus 로고
    • Activity Recognition on an Accelerometer Embedded Mobile Phone with Varying Positions and Orientations
    • In, Yu, Z., Liscano, R., Chen, G., Zhang, D., Zhou, X., Eds.; Springer: Berlin/Heidelberg, Germany, Lecture Notes in Computer Science
    • Sun, L.; Zhang, D.; Li, B.; Guo, B.; Li, S. Activity Recognition on an Accelerometer Embedded Mobile Phone with Varying Positions and Orientations. In Ubiquitous Intelligence and Computing; Yu, Z., Liscano, R., Chen, G., Zhang, D., Zhou, X., Eds.; Springer: Berlin/Heidelberg, Germany, 2010; Volume 6406, Lecture Notes in Computer Science, pp. 548-562.
    • (2010) Ubiquitous Intelligence and Computing , vol.6406 , pp. 548-562
    • Sun, L.1    Zhang, D.2    Li, B.3    Guo, B.4    Li, S.5
  • 39
    • 84877356284 scopus 로고    scopus 로고
    • Classification of sporting activities using smartphone accelerometers
    • Mitchell, E.; Monaghan, D.; O'Connor, N.E. Classification of sporting activities using smartphone accelerometers. Sensors 2013, 13, 5317-5337.
    • (2013) Sensors , vol.13 , pp. 5317-5337
    • Mitchell, E.1    Monaghan, D.2    O'Connor, N.E.3
  • 42
    • 84883110785 scopus 로고    scopus 로고
    • OpenSesame: Unlocking smart phone through handshaking biometrics
    • In, Turin, Italy, 14-19 April
    • Guo, Y.; Yang, L.; Ding, X.; Han, J.; Liu, Y. OpenSesame: Unlocking smart phone through handshaking biometrics. In 2013 Proceedings IEEE INFOCOM, Turin, Italy, 14-19 April 2013; pp. 365-369.
    • (2013) 2013 Proceedings IEEE INFOCOM , pp. 365-369
    • Guo, Y.1    Yang, L.2    Ding, X.3    Han, J.4    Liu, Y.5
  • 43
    • 84892616481 scopus 로고    scopus 로고
    • Available online:, (accessed on 14 May 2014)
    • WEKA-Primer. Available online: http://weka.wikispaces.com/Primer (accessed on 14 May 2014).
    • WEKA-Primer


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.