Access Point Reselection and Adaptive Cluster Splitting-Based Indoor Localization in Wireless Local Area Networks

IEEE Internet of Things Journal

Volumn 2, Issue 6, 2015, Pages 573-585

  Liang, Dong ^a   Zhang, Zhaojing ^a   Peng, Mugen ^a  

^a PEKING UNIVERSITY   (China)

Author keywords

Access point (AP) reselection; adaptive cluster splitting; decision tree; fingerprint; indoor localization; wireless local area network (WLAN)

Indexed keywords

CHANNEL CAPACITY; COMPLEX NETWORKS; DECISION TREES; DIGITAL STORAGE; INDOOR POSITIONING SYSTEMS; LOCAL AREA NETWORKS; TELECOMMUNICATION SERVICES;

ACCESS POINTS; ADAPTIVE CLUSTERS; FINGERPRINT; INDOOR LOCALIZATION; LOCALIZATION ACCURACY; LOCALIZATION METHOD; MEMORY REQUIREMENTS; REALISTIC ENVIRONMENTS;

WIRELESS LOCAL AREA NETWORKS (WLAN);

EID: 84960964963     PISSN: None     EISSN: 23274662     Source Type: Journal    
DOI: 10.1109/JIOT.2015.2453419     Document Type: Article

References (33)

1. X. Wu, X. Zhu, G. Wu, and W. Ding, "Data mining with big data, " IEEE Trans. Knowl. Data Eng.; vol. 26, no. 1, pp. 97-107, Nov. 2014
2. R. K. Jain, J. Moura, and C. Kontokosta, "Big data + Big cities: Graph signals of urban air pollution, " IEEE Signal Process. Mag.; vol. 31, no. 5, pp. 130-136, Aug. 2014
3. M. Peng, C. Wang, J. Li, H. Xiang, and V. Lau, "Recent advances in underlay heterogeneous networks: Interference control, resource allocation, and self-organization, " IEEE Commun. Surveys Tuts.; vol. 17, no. 2, pp. 700-729, Second quarter 2015
4. M. Peng and W. Wang, "Technologies and standards for TD-SCDMA evolutions to IMT-advanced, " IEEE Commun. Mag.; vol. 47, no. 12, pp. 50-58, Dec. 2009
5. S. Chen, Y. Wang, W. Ma, and J. Chen, "Technical innovations promoting standard evolution: From TD-SCDMA to TD-LTE and beyond, " IEEE Wireless Commun.; vol. 19, no. 2, pp. 60-66, Feb. 2012
6. S. Chen and J. Zhao, "The requirements, challenges and technologies for 5G of terrestrial mobile telecommunication, " IEEE Commun. Mag.; vol. 52, no. 5, pp. 36-43, May 2014
7. J. Werb and C. Lanzl, "Designing a positioning system for finding things and people indoors, " IEEE Spectr.; vol. 35, no. 9, pp. 71-78, Sep. 1998
8. M. Ren and Y. Zou, "A novel multiple sparse source localization using triangular pyramid microphone array, " IEEE Signal Process. Lett.; vol. 19, no. 2, pp. 83-86, Feb. 2012
9. M. Peng, D. Liang, Y. Wei, J. Li, and H. Chen, "Self-configuration and self-optimization in LTE-advanced heterogeneous networks, " IEEE Commun. Mag.; vol. 51, no. 5, pp. 36-45, May 2013
10. M. Youssef, A. Agrawala, and A. Shankar, "WLAN location determination via clustering and probability distribution, " in Proc. IEEE Int. Conf. Pervasive Comput. Commun.; 2003, pp. 143-150
11. M. Brunato and R. Battiti, "Statistical learning theory for location fingerprinting in wireless LANs, " Comput. Netw.; vol. 47, no. 6, pp. 825-845, Apr. 2005
12. T. Roos, P. Myllymaki, H. Tirri, P. Misikangas, and J. Sievanen, "A probabilistic approach to WLAN user location estimation, " Int. J. Wireless Inf. Netw.; vol. 9, no. 3, pp. 155-164, Jul. 2002
13. D. Fox, J. Hightower, L. Liao, and D. Schulz, "Bayesian filtering for location estimation, " IEEE Trans. Pervasive Comput.; vol. 2, no. 3, pp. 24-33, Jul. /Sep. 2003
14. D. Madigan, E. Einahrawy, R. Martin, W. Ju, P. Krishnan, and A. Krishnakumar, "Bayesian indoor positioning systems, " in Proc. IEEE Int. Conf. Comput. Commun.; 2005, pp. 1217-1227
15. A. Kushki, N. Plataniotis, and A. Venetsanopoulos, "Kernel-based positioning in wireless local area networks, " IEEE Trans. Mobile Comput.; vol. 6, no. 6, pp. 689-705, Jun. 2007
16. L. Ding and B. He, "Spatio-temporal EEG source localization using a three-dimensional subspace FINE approach in a realistic geometry inhomogeneous head model, " IEEE Trans. Biomed. Eng.; vol. 53, no. 9, pp. 1732-1739, Sep. 2006
17. Z. Wu, C. Li, J. Ng, and K. Leung, "Location estimation via support vector regression, " IEEE Trans. Mobile Comput.; vol. 6, no. 3, pp. 311-321, Mar. 2007
18. D. Chen, X. Li, D. Cui, L. Wang, and D. Lu, "Global synchronization measurement of multivariate neural signals with massively parallel nonlinear interdependence analysis, " IEEE Trans. Neural Syst. Rehabil. Eng.; vol. 22, no. 1, pp. 33-43, Jan. 2014
19. A. Agiwal, P. Khandpur, and H. Saran, "LOCATOR: Location estimation system for wireless LANs, " in Proc. ACM Int. Workshop Wireless Mobile Appl. Serv. WLAN Hotspots, 2004, pp. 102-109
20. Y. Moustafa and A. Ashok, "The Horus WLAN location determination system, " in Proc. Int. Conf. Mobile Syst.; 2005, pp. 205-218
21. S. Fang, T. Lin, and K. Lee, "A novel algorithm for multipath fingerprinting in indoor WLAN environments, " IEEE Trans. Wireless Commun.; vol. 7, no. 9, pp. 3579-3588, Sep. 2008
22. Y. Sun, M. Liu, and M. Q.-H. Meng, "WiFi signal strength-based robot indoor localization, " in Proc. IEEE Int. Conf. Inf. Autom.; Hailar, China, Jul. 2014, pp. 250-256
23. B. Wu and C. Jen, "Particle-filter-based radio localization for mobile robots in the environments with low-density WLAN APs, " IEEE Trans. Ind. Electron.; vol. 61, no. 12, pp. 6860-6870, Dec. 2014
24. N. Alsindi, Z. Chaloupka, and N. AlKhanbashi, "An empirical evaluation of a probabilistic RF signature for WLAN location fingerprinting, " IEEE Trans. Wireless Commun.; vol. 13, no. 6, pp. 3257-3268, Jun. 2014
25. W. Tan, K. Xu, and D. Wang, "An anti-tracking source-location privacy protection protocol in WSNs based on path extension, " IEEE Internet Things J.; vol. 1, no. 5, pp. 461-471, Oct. 2014
26. V. Honkavirta, T. Perala, S.-A. Loytty, and R. Piche, "A comparative survey of WLAN location fingerprinting methods, " in Proc. Workshop Position. Navig. Commun.; 2009, pp. 243-251
27. L. Chen, E. Wu, M. Jin, and G. Chen, "Homogeneous features utilization to address the device heterogeneity problem in fingerprint localization, " IEEE Sensors J.; vol. 14, no. 4, pp. 998-1005, Apr. 2014
28. I. Bisio et al.; "A trainingless WiFi fingerprint positioning approach over mobile devices, " IEEE Antennas Wireless Propag. Lett.; vol. 13, no. 5, pp. 832-835, Apr. 2014
29. Y. Zhou, X. Chen, S. Zeng, J. Liu, and D. Liang, "AP selection algorithm in WLAN indoor localization, " Inf. Technol. J.; vol. 12, no. 16, pp. 3773-3776, Jun. 2013
30. R. Injong, G. Martin, S. Muthukrishnan, and R. Packwood, "Quadtreestructured variable-size block-matching motion estimation with minimal error, " IEEE Trans. Circuits Syst. Video Technol.; vol. 10, no. 1, pp. 42-50, Feb. 2000
31. V. Garcia, Y. Zhou, and J. Shi, "Coordinated multipoint transmission in dense cellular networks with user-centric adaptive clustering, " IEEE Trans. Wireless Commun.; vol. 13, no. 8, pp. 4297-4308, Aug. 2014
32. P. Bradley, U. Fayyad, and C. Reina, "Scaling clustering algorithms to large databases, " in Proc. Knowl. Discov. Data Min.; 1998, pp. 9-15
33. X. Guo, D. Zhang, K. Wu, and L. Ni, "MODLoc: Localizing multiple objects in dynamic indoor environment, " IEEE Trans. Parallel Distrib. Syst.; vol. 25, no. 11, pp. 2969-2980, Nov. 2014