Target Localization and Tracking for an Isogradient Sound Speed Profile

In an underwater medium the sound speed is not constant, but varies with depth. This phenomenon upsets the linear dependency of the distance traveled by an acoustic wave to the time it takes for the wave to travel that distance, and therefore makes existing distance-based localization algorithms less effective in an underwater environment. This paper addresses the problems of localizing a fixed node and tracking a mobile target from acoustic time-of-flight (ToF) measurements in a three-dimensional underwater environment with an isogradient sound speed profile. To solve these problems we first analytically relate the acoustic wave ToF between two nodes to their positions. After obtaining sufficient ToF measurements, we then adopt the Gauss-Newton algorithm to localize the fixed node in an iterative manner, and we utilize the extended Kalman filter for tracking the mobile target in a recursive manner. Through several simulations, we will illustrate that the proposed algorithms perform superb since they meet the Cramér-Rao bound (CRB) for localization and posterior CRB for tracking.

[1]  S. Kay Fundamentals of statistical signal processing: estimation theory , 1993 .

[2]  Carlos H. Muravchik,et al.  Posterior Cramer-Rao bounds for discrete-time nonlinear filtering , 1998, IEEE Trans. Signal Process..

[3]  Fang Liu,et al.  Time-Synchronization Free Localization in Large Scale Underwater Acoustic Sensor Networks , 2009, 2009 29th IEEE International Conference on Distributed Computing Systems Workshops.

[4]  Philip R. Atkins,et al.  A Relative-Localization Algorithm Using Incomplete Pairwise Distance Measurements for Underwater Applications , 2010, EURASIP J. Adv. Signal Process..

[5]  Lillykutty Jacob,et al.  Localization Using Ray Tracing for Underwater Acoustic Sensor Networks , 2010, IEEE Communications Letters.

[6]  Giuseppe Casalino,et al.  RT2: A Real-Time Ray-Tracing method for acoustic distance evaluations among cooperating AUVs , 2010, OCEANS'10 IEEE SYDNEY.

[7]  Shengli Zhou,et al.  IEEE TRANSACTIONS ON SIGNAL PROCESSING (TO APPEAR) 1 Stratification Effect Compensation for Improved Underwater Acoustic Ranging , 2022 .

[8]  Xiuzhen Cheng,et al.  Silent Positioning in Underwater Acoustic Sensor Networks , 2008, IEEE Transactions on Vehicular Technology.

[9]  Milica Stojanovic,et al.  Underwater acoustic communication channels: Propagation models and statistical characterization , 2009, IEEE Communications Magazine.

[10]  Maurizio Longo,et al.  Posterior Cramér-Rao bound for range-based target tracking in sensor networks , 2009, 2009 IEEE/SP 15th Workshop on Statistical Signal Processing.

[11]  H. T. Mouftah,et al.  Localization techniques for underwater acoustic sensor networks , 2010, IEEE Communications Magazine.

[12]  Jingyuan Zhang,et al.  A Linear Time Synchronization Algorithm for Underwater Wireless Sensor Networks , 2009, 2009 IEEE International Conference on Communications.

[13]  Sea-Moon Kim,et al.  Improvement on an inertial-Doppler navigation system of underwater vehicles using a complementary range sonar , 2004, Proceedings of the 2004 International Symposium on Underwater Technology (IEEE Cat. No.04EX869).

[14]  Sea-Moon Kim,et al.  Navigation and Control System of a Deep-sea Unmanned Underwater Vehicle 'HEMIRE' , 2006, OCEANS 2006 - Asia Pacific.

[15]  Jian Li,et al.  Cooperative Positioning in Underwater Sensor Networks , 2010, IEEE Transactions on Signal Processing.

[16]  M. B. Porter Acoustic models and sonar systems , 1993 .

[17]  H. T. Mouftah,et al.  A Survey of Architectures and Localization Techniques for Underwater Acoustic Sensor Networks , 2011, IEEE Communications Surveys & Tutorials.

[18]  K. Mackenzie Nine‐term equation for sound speed in the oceans , 1981 .

[19]  Matthew J. Hahn Undersea navigation via a distributed acoustic communications network , 2005 .

[20]  Özgür B. Akan,et al.  A three dimensional localization algorithm for underwater acoustic sensor networks , 2009, IEEE Transactions on Wireless Communications.

[21]  Winston K. G. Seah,et al.  A Survey of Techniques and Challenges in Underwater Localization , 2011 .

[22]  Winston Khoon Guan Seah,et al.  Localization in underwater sensor networks: survey and challenges , 2006, Underwater Networks.

[23]  R. Zimmerman,et al.  Absolute positioning of an autonomous underwater vehicle using GPS and acoustic measurements , 2005, IEEE Journal of Oceanic Engineering.