Understanding and modeling of WiFi signal based human activity recognition

Proceedings of the Annual International Conference on Mobile Computing and Networking, MOBICOM

Volumn 2015-September, Issue , 2015, Pages 65-76

  Wang, Wei ^a   Liu, Alex X ^a,b   Shahzad, Muhammad ^b   Ling, Kang ^a   Lu, Sanglu ^a  

^a NANJING UNIVERSITY   (China)

^b Michigan State University   (United States)

Author keywords

Activity recognition; Channel state information (CSI); WiFi

Indexed keywords

DYNAMICS; MOBILE COMPUTING; PATTERN RECOGNITION; WI-FI;

ACTIVITY MODELING; ACTIVITY RECOGNITION; HUMAN ACTIVITIES; HUMAN ACTIVITY RECOGNITION; HUMAN ACTIVITY RECOGNITION SYSTEMS; HUMAN MOVEMENTS; MONITORING SYSTEM; MOVEMENT SPEED;

CHANNEL STATE INFORMATION;

EID: 84954213402     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2789168.2790093     Document Type: Conference Paper

References (35)

1. Enhancements for higher throughput. IEEE Standard 802. 11n, 2009.
2. Google project Soli. https://www.youtube.com/watch?v=0QNiZfSsPc0.
3. H. Abdelnasser, M. Youssef, and K. A. Harras. WiGest: A ubiquitous wifi-based gesture recognition system. In Proceedings of IEEE INFOCOM, 2015.
4. F. Adib, Z. Kabelac, and D. Katabi. Multi-person motion tracking via RF body reflections. In Proceedings of Usenix NSDI, 2015.
5. F. Adib, Z. Kabelac, D. Katabi, and R. C. Miller. 3D tracking via body radio reflections. In Proceedings of Usenix NSDI, 2013.
6. J. K. Aggarwal and S. R. Michael. Human activity analysis: A review. ACM Computing Surveys, 43(3), 2011.
7. E. Ertin, N. Stohs, S. Kumar, A. Raij, M. al'Absi, and S. Shah. AutoSense: unobtrusively wearable sensor suite for inferring the onset, causality, and consequences of stress in the field. In Proceedings of ACM Sensys, 2011.
8. J. Gjengset, J. Xiong, G. McPhillips, and K. Jamieson. Phaser: Enabling phased array signal processing on commodity WiFi access points. In Proceedings of ACM MobiCom, 2014.
9. D. Halperin, W. Hu, A. Sheth, and D. Wetherall. Tool release: Gathering 802.11n traces with channel state information. ACM SIGCOMM CCR, 41(1):53, 2011.
10. C. Han, K. Wu, Y. Wang, and L. M. Ni. Wifall: Device-free fall detection by wireless networks. In Proceedings of IEEE INFOCOM, pages 271-279, 2014.
11. D. Huang, R. Nandakumar, and S. Gollakota. Feasibility and limits of Wi-Fi imaging. In Proceedings of ACM SenSys, pages 266-279, 2014.
12. K. R. Joshi, S. S. Hong, and S. Katti. Pinpoint: Localizing interfering radios. In Proceedings of Usenix NSDI, pages 241-253, 2013.
13. B. Kellogg, A. Parks, S. Gollakota, J. R. Smith, and D. Wetherall. Wi-Fi backscatter: Internet connectivity for RF-powered devices. In ACM SIGCOMM, 2014.
14. B. Kellogg, V. Talla, and S. Gollakota. Bringing gesture recognition to all devices. In Proceedings of Usenix NSDI, 2014.
15. T. Kim, H. T. Attias, S.-Y. Lee, and T.-W. Lee. Blind source separation exploiting higher-order frequency dependencies. IEEE Transactions on Audio, Speech, and Language Processing, 15(1):70-79, 2007.
16. B. Lyonnet, C. Ioana, and M. G. Amin. Human gait classification using microdoppler time-frequency signal representations. In Proceedings of IEEE Radar Conference, pages 915-919, 2010.
17. Q. Pu, S. Gupta, S. Gollakota, and S. Patel. Whole-home gesture recognition using wireless signals. In Proceedings of ACM MobiCom, 2013.
18. L. R. Rabiner and B.-H. Juang. Fundamentals of speech recognition. Prentice Hall, 1993.
19. S. Sen, J. Lee, K.-H. Kim, and P. Congdon. Avoiding multipath to revive inbuilding WiFi localization. In Proceeding of ACM MobiSys, pages 249-262, 2013.
20. S. Sen, B. Radunovic, R. R. Choudhury, and T. Minka. You are facing the mona lisa: spot localization using phy layer information. In Proceedings of ACM MobiSys, pages 183-196, 2012.
21. S. Sigg, U. Blanke, and G. Troster. The telepathic phone: Frictionless activity recognition from WiFi-RSSI. In IEEE PerCom, pages 148-155, 2014.
22. S. Sigg, M. Scholz, S. Shi, Y. Ji, and M. Beigl. RF-sensing of activities from non-cooperative subjects in device-free recognition systems using ambient and local signals. IEEE Transactions on Mobile Computing, 13(4):907-920, 2014.
23. S. Sigg, S. Shi, F. Buesching, Y. Ji, and L. Wolf. Leveraging RF-channel fluctuation for activity recognition: Active and passive systems, continuous and rssi-based signal features. In Proceedings of ACM MoMM, 2013.
24. D. Tse and P. Viswanath. Fundamentals of wireless communication. Cambridge university press, 2005.
25. P. Van Dorp and F. Groen. Feature-based human motion parameter estimation with radar. IET Radar, Sonar & Navigation, 2(2):135-145, 2008.
26. G. Wang, Y. Zou, Z. Zhou, K. Wu, and L. M. Ni. We can hear you with Wi-Fi! In Proceedings of ACM MobiCom, 2014.
27. Y. Wang, J. Liu, Y. Chen, M. Gruteser, J. Yang, and H. Liu. E-eyes: In-home device-free activity identification using fine-grained WiFi signatures. In Proceedings of ACM MobiCom, 2014.
28. L. R. Welch. Hidden markov models and the baum-welch algorithm. IEEE Information Theory Society Newsletter, 53(4):10-13, 2003.
29. N. J. Willis. Bistatic Radar. SciTech Publishing Inc., 2005.
30. W. Xi, J. Zhao, X.-Y. Li, K. Zhao, S. Tang, X. Liu, and Z. Jiang. Electronic frog eye: Counting crowd using WiFi. In Proceedings of IEEE INFOCOM, 2014.
31. L. Yang, Y. Chen, X.-Y. Li, C. Xiao, M. Li, and Y. Liu. Tagoram: real-time tracking of mobile RFID tags to high precision using cots devices. In ACM MobiCom, pages 237-248, 2014.
32. Z. Yang, Z. Zhou, and Y. Liu. From RSSI to CSI: Indoor localization via channel response. ACM Computing Surveys, 46(2):25, 2013.
33. K. Yatani and K. N. Truong. Bodyscope: a wearable acoustic sensor for activity recognition. In Proceedings of ACM UbiComp, pages 341-350, 2012.
34. X. Zhou, Z. Zhang, Y. Zhu, Y. Li, S. Kumar, A. Vahdat, B. Y. Zhao, and H. Zheng. Mirror mirror on the ceiling: flexible wireless links for data centers. In Proceedings of ACM SIGCOMM, pages 443-454, 2012.
35. Z. Zhou, Z. Yang, C. Wu, L. Shangguan, and Y. Liu. Towards omnidirectional passive human detection. In Proceedings of IEEE INFOCOM, pages 3057-3065, 2013.