Abstract
Localization is an indispensable part for most underwater wireless sensor networks (UWSNs). In these networks, acoustic ranging signals are typically used. Because of the depth dependent sound speed, acoustic ray bends in water. This presents a unique problem making conventional localization algorithms assuming straight line distances between target and anchor nodes inaccurate. In this paper, authors present a Maximum Likelihood estimation scheme for accurate location estimation in UWSNs where there is correlation of range measurement errors. The method takes into account ray bending by making use of ray tracing, with sound speed profile as input. The performance of the scheme was studied by means of Monte-Carlo simulation and the results are reported. The Cramer-Rao lower bound of the scheme is also derived and reported.
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B. Alavi, Distance measurement error modeling for time-of-arrival-based indoor geolocation. Ph.D. thesis, WORCESTER POLYTECHNIC INSTITUTE, 2006.
P. M. Ameer, L. Jacob, Localization using ray tracing for underwater acoustic sensor networks, IEEE on Communications Letters, Vol. 14, No. 10, pp. 930–932, 2010.
G. Balogh, A. Ledeczi, M. Maróti, G. Simon, Time of arrival data fusion for source localization, in Proceedings of The WICON Workshop on Information Fusion and Dissemination in Wireless Sensor Networks (SensorFusion 2005), 2005.
V. Chandrasekhar, W. Seah, Y. Choo, H. Ee, Localization in underwater sensor networks: survey and challenges, in Proceedings of the 1st ACM international workshop on Underwater networks, pp. 33–40, 2006.
W. Cheng, A. Thaeler, X. Cheng, F. Liu, X. Lu, Z. Lu, Time-synchronization free localization in large scale underwater acoustic sensor networks, in 29th IEEE International Conference on Distributed Computing Systems Workshops, 2009. ICDCS Workshops’ 09, pp. 80–87, 2009.
X. Cheng, H. Shu, Q. Liang, D. Hung-Chang, Silent positioning in underwater acoustic sensor networks, IEEE Transactions on Vehicular Technology, Vol. 57, No. 3, pp. 1756–1766, 2008.
R. Diamant, H. P. Tan, L. Lampe, Nlos identification using a hybrid toa-signal strength algorithm for underwater acoustic localization, in OCEANS 2010, pp. 1–7, 2010.
M. Erol, L. Vieira, A. Caruso, F. Paparella, M. Gerla, S. Oktug, Multi stage underwater sensor localization using mobile beacons, in Sensor Technologies and Applications, 2008. SENSORCOMM’08. Second International Conference on, pp. 710–714, 2008.
M. Erol, L. Vieira, M. Gerla, Auv-aided localization for underwater sensor networks, in WASA 2007. International Conference on Wireless Algorithms, Systems and Applications, 2007, pp. 44–54, 2007.
M. Erol, L. Vieira, M. Gerla, Localization with dive’n’rise (dnr) beacons for underwater acoustic sensor networks, in Proceedings of the second workshop on Underwater networks, pp. 97–100, 2007.
M. Erol-Kantarci, H. Mouftah, S. Oktug, Localization techniques for underwater acoustic sensor networks, IEEE on Communications Magazine, Vol. 48, No. 12, pp. 152–158, 2010.
M. Erol-Kantarci, S. Oktug, L. Vieira, M. Gerla, Performance evaluation of distributed localization techniques for mobile underwater acoustic sensor networks, Ad Hoc Networks, Vol. 9, No. 1, pp. 61–72, 2011.
J. Flam, J. Jalden, S. Chatterjee, Gaussian mixture modeling for source localization, in 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 2604–2607, 2011.
J. Flam, G. Kraidy, D. Ryan, Using a sensor network to localize a source under spatially correlated shadowing, in 2010 IEEE 71st Vehicular Technology Conference (VTC 2010-Spring), pp. 1–5, 2010.
J. Garcia, Positioning of sensors in underwater acoustic networks, in OCEANS, 2005. Proceedings of MTS/IEEE, pp. 2088–2092, 2005.
S. Gczici, H. Kobayashi, H. Poor, Time-of-arrival estimation in non-line-of-sight environments.
M. Gudmundson, Correlation model for shadow fading in mobile radio systems, Electronics Letters, Vol. 27, No. 23, pp. 2145–2146, 1991.
H. Hmam, Passive source localization from time of arrival measurements, in 3rd International Symposium on Wireless Pervasive Computing, 2008. ISWPC 2008, pp. 126–129, 2008.
M. Hussain, N. Trigoni, Distributed localization in cluttered underwater environments, in Proceedings of the Fifth ACM International Workshop on UnderWater Networks, p. 8, 2010.
M. Isik, O. Akan, A three dimensional localization algorithm for underwater acoustic sensor networks, Wireless Communications, IEEE Transactions, Vol. 8, No. 9, pp. 4457–4463, 2009.
P. King, R. Venkatesan, C. Li, An improved communications model for underwater sensor networks, in Global Telecommunications Conference, 2008. IEEE GLOBECOM 2008, pp. 1–6 ,2008.
J. Olson, R. Nichols, Correlation measurements of surface-reflected underwater acoustic signals at several sea states, The Journal of the Acoustical Society of America, Vol. 71, No. 6, pp. 1453–1457, 1982.
N. Patwari, P. Agrawal, Effects of correlated shadowing: connectivity, localization, and rf tomography, in International Conference on Information Processing in Sensor Networks, 2008. IPSN’08, pp. 82–93, 2008.
N. Patwari, J. Ash, S. Kyperountas, A. Hero III, R. Moses, N. Correal, Locating the nodes: cooperative localization in wireless sensor networks, Signal Processing Magazine, IEEE, Vol. 22, No. 4, pp. 54–69, 2005.
A. Pierce, Acoustics: An Introduction to its Physical Principles and Applications, 4th ed. Acoustical Society of America, New York, 1989.
M. Porter, H. Bucker, Gaussian beam tracing for computing ocean acoustic fields, Journal of the Acoustical Society of America, Vol. 82, No. 4, pp. 1349–1359, 1987.
H. Tan, R. Diamant, W. Seah, M. Waldmeyer, A survey of techniques and challenges in underwater localization, Ocean Engineering, Vol. 38, No. 14, pp. 1663–1676, 2011.
E. Xu, Z. Ding, S. Dasgupta, Source localization in wireless sensor networks from signal time-of-arrival measurements, IEEE Transactions on Signal Processing, Vol. 99, pp. 1–1, 2011.
K. Yang, Y. Tsai, Location tracking in mobile networks under correlated shadowing effects, in IEEE, Wireless Communications and Networking Conference, 2009. WCNC 2009, pp. 1–5, 2009.
Z. Zhou, J. Cui, A. Bagtzoglou, Scalable localization with mobility prediction for underwater sensor networks, in INFOCOM 2008. The 27th Conference on Computer Communications, pp. 2198–2206, 2008.
Z. Zhou, J. Cui, S. Zhou, Efficient localization for large-scale underwater sensor networks, Ad Hoc Networks, Vol. 8, No. 3, pp. 267–279, 2010.
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Ameer, P.M., Jacob, L. Accurate Localization Under Correlated Errors for Underwater Acoustic Sensor Networks. Int J Wireless Inf Networks 20, 375–384 (2013). https://doi.org/10.1007/s10776-013-0217-5
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DOI: https://doi.org/10.1007/s10776-013-0217-5