Improved particle filtering-based estimation of the number of competing stations in IEEE 802.11 networks

IEEE Signal Processing Letters

Volumn 15, Issue , 2008, Pages 87-90

  Kim, Jang Sub ^a   Serpedin, Erchin ^a   Shin, Dong Ryeol ^b  

^a TEXAS A AND M UNIVERSITY   (United States)

^b Sungkyunkwan University   (South Korea)

Author keywords

Estimation; Filtering; Network

Indexed keywords

ACCESS MODE; BASIC ACCESS; COMPETING STATIONS; FILTERING; GAUSSIAN; GAUSSIAN MIXTURES; IEEE 802.11; IEEE 802.11 NETWORKS; MEASUREMENT MODEL; NETWORK; NONLINEAR FILTERING ALGORITHM; PARTICLE FILTER; PARTICLE FILTERING; RTS/CTS; SIGMA POINT; SYSTEM THROUGHPUT; TRACKING PROBLEM; UNSCENTED KALMAN FILTER; UNSCENTED PARTICLE FILTERS;

AIR FILTERS; CELLULAR RADIO SYSTEMS; CONTROL THEORY; ESTIMATION; EXTENDED KALMAN FILTERS; STANDARDS; WIRELESS LOCAL AREA NETWORKS (WLAN);

NONLINEAR FILTERING;

EID: 58149136797     PISSN: 10709908     EISSN: None     Source Type: Journal    
DOI: 10.1109/LSP.2007.911182     Document Type: Article

References (10)

1. IEEE Standard for Wireless LAN Medium Access Control (MAC) and Physical Layer (PHY) Specifications (P802.11), 1997.
2. G. Bianchi, "Performance analysis of the IEEE 802.11 distributed coordination function," IEEE J. Sel. Areas Telecomm., (Wireless Series), vol. 18, no. 3, pp. 535-547, Mar. 2000.
3. G. Bianchi and I. Tinnirello, "Kalman filter estimation of the number of competing terminals in an IEEE 802.11 network," in Proc. IEEE Infocom 2003, Mar. 2003, vol. 2, pp. 844-852.
4. J. Kim, H. Shin, D. Shin, and W. Chung, "Estimation of the number of competing stations applied with central difference filter for an IEEE 802.11 network," Lecture Notes in Computer Science (LNCS), vol. 4239, pp. 316-330, Aug. 2006.
5. P. M. Djuric et al., "Particle filtering," IEEE Signal Process. Mag., vol. 20, no. 5, pp. 19-38, Sep. 2003.
6. T. Vercauteren, A. L. Toledo, and X. Wang, "Batch and sequential Bayesian estimators of the number of active terminals in an IEEE 802.11 network," IEEE Trans. Signal Process., vol. 55, no. 2, pp. 437-450, Feb. 2006.
7. D. Zheng and J. Zhang, "Protocol design and throughput analysis of opportunistic multi-channel medium access control," in Proc. Communications, Internet, and Information Technology (CIIT), Nov. 2003.
8. D. Zheng and J. Zhang, "A unscented particle filtering approach to estimating competing stations in IEEE 802.11 WLANs," in Proc. IEEE GLOBECOM 2005, Dec. 2005.
9. R. van der Merwe and E. Wan, "Gaussian mixture sigma-point particle filters for sequential probabilistic inference in dynamic state-space models," in Proc. Int. Conf. Acoustics, Speech, and Signal Processing (ICASSP), Apr. 2003.
10. F. Pernkopf and D. Bouchaffra, "Genetic-based EM algorithm for learning Gaussian mixture models," IEEE Trans. Pattern Anal. Mach. Intell. vol. 27, no. 8, pp. 1344-348, Aug. 2005.