HIWL: An unsupervised learning algorithm for indoor wireless localization

Proceedings - 12th IEEE International Conference on Trust, Security and Privacy in Computing and Communications, TrustCom 2013

Volumn , Issue , 2013, Pages 1747-1753

  Li, Li ^a   Yang, Wang ^a   Wang, Guojun ^a  

^a CENTRAL SOUTH UNIVERSITY   (China)

Author keywords

HMM; unsupervised learning; wireless localization

Indexed keywords

DISCRETE OBSERVATIONS; HMM; INITIAL PARAMETER; LOCALIZATION ACCURACY; MOBILE TARGETS; PRECISE MEASUREMENTS; REFERENCE NODES; WIRELESS LOCALIZATION;

LEARNING ALGORITHMS;

UNSUPERVISED LEARNING;

EID: 84893436044     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/TrustCom.2013.217     Document Type: Conference Paper

References (16)

1. Chenshu Wu, Zheng Yang, Yunhao Liu, Wei Xi, "WILL: Wireless Indoor Localization Without Site Survey," Proc. IEEE INFOCOM 2012, pp: 64-72.
2. IEEE Computer Society, "Wireless Medium Access Control (MAC) and Physical Layer (PHY) Specifications for Low-Rate Wireless Personal Area Networks (LR-WPANs)," IEEE Standard 802.15.4-2003.
3. Oziel Hernandez, Varun Jain, Suhas Chakravarty, Prashant Bhargava, "Position Location Monitoring Using IEEE 802.15.4/ZigBee Technology," [online]. Available: http:// www.freescale.com /beyondbits.
4. Paul Castro, Patrick Chiu, Ted Kremenek, Richard Muntz, "A Probabilistic Room Location Service for Wireless Networked Environments," Ubicomp 2001 Ubiquitous Computing,pp.18-34. Septemb, 2001.
5. S. Rajaee, S. M. T. Almodarresi, M. H. Sadeghi, M. Aghabozorgi, "Energy Efficient Localization in Wireless Ad-hoc Sensor Networks Using Probabilistic Neural Network and Independent Component Analysis," International Symposium on Telecommunications-IST ,Feb. 2008.
6. Yi Shang, Wheeler Ruml, Ying Zhang, Markus P. J. Fromherz, "Localization from Mere Connectivity," Mobile Ad Hoc Networking and Computing-MobiHoc, pp. 201-212, 2003.
7. Sukhyun Yun, Jaehun Lee, Wooyong Chung, Euntai Kim, Soohan Kim, "A Soft Computing Approach to Localization in Wireless Sensor Networks," Expert Systems With Applications-ESWA, vol. 36, no. 4, pp. 7552-7561, 2009.
8. M.Dakkak, A.Nakib, B.Daachi, P.Siarry, and J.Lemoine, "Indoor Localization Method Based on RTT and AOA Using Coordinates Clustering," Computer Network, vol. 55, pp. 1794-1803, Jan. 2011.
9. Luis Mengual, Oscar Marbin, and Santiago Eibe, "Clusteringbased Location in Wireless Networks," Expert Systems with Applications., vol. 37, pp. 6165-6175, Feb. 2010.
10. Andrew M. Ladd, Kostas E. Bekris, Algis P. Rudys, Dan S. Wallach, Lydia E. Kavraki, "On the Feasibility of Using Wireless Ethernet for Indoor Localization," IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, vol. 20, Jun. 2004.
11. T. Germa, F. Lerasle, N. Ouadah, V. Cadenat, "Vision and RFID Data Fusion for Tracking People in Crowds by a Mobile Robot," Computer Vision and Image Understanding, vol. 114, pp. 641-651, Jan. 2010.
12. Hooman Lal Dehghani, Saeed Golmohammadi, Kamal Shadi, "Extract Non-Line-of-Sight State of Base Stations and Error Mitigation Technique for Wireless Localization in Micro-cell Networks," Computer Communications, vol. 35, pp. 885-893, Feb. 2012.
13. Mitava Chatterjee, Fumitoshi Matsuno, "Deterministic Accuracy Guarantee," Proc. IEEE INFOCOM 2011: 1772-1780.
14. Lun-Wu Yeh, Ming-Hsiu Hsu, Hong-Ying Huang, and Yuchee Tseng, "Design and Implementation of a Self-guided Indoor Robot Based on a Two-tier Localization Architecture," Pervasive And Mobile Computing, vol. 106, pp. 179-186, Apr. 2011.
15. Hui Zang, Francois Baccelli, Jean Bolot, "Bayesian Inference for Localization in Cellular Networks," Proc. IEEE INFOCOM 2010: 1-9, Mar. 2010.
16. Amitava Chatterjee, Fumitoshi Matsuno, "A Geese PSO Tuned Fuzzy Supervisor for EKF Based Solutions of Simulations Localization and Mapping(SLAM) Problems in Mobile Robots," Expert Systems with Application, vol. 37, pp. 5542-5548, Feb. 2010.