Title :
Multisensor Track Termination for Targets with Fluctuating SNR
Author :
Blanding, Wayne ; Willett, P. ; Bar-Shalom, Y. ; Coraluppi, Stefano
Author_Institution :
Dept. of Elec. & Comp. Eng., Connecticut Univ., Storrs, CT, USA
Abstract :
In active sonar tracking applications, targets frequently undergo fading detection performance in which the target´s detection probability can shift suddenly between high and low values. Using a multistatic active sonar problem, we examine the performance of sequential track termination tests where target detections are based on an underlying hidden Markov model (HMM) with high and low detection states. We show that the Page test is not optimal in this problem and that a K/N track termination rule yields better performance. Further we show that a Bayesian sequential test (the Shiryaev test) yields dramatic performance improvements over both the K/N rule and the Page test.
Keywords :
Bayes methods; fading; hidden Markov models; object detection; sensor fusion; sonar tracking; target tracking; Bayesian sequential test; HMM; K-N track termination rule; Page test; SNR; active sonar tracking applications; fading detection performance; hidden Markov model; multisensor track termination; target detections; Bayesian methods; Event detection; Fading; Hidden Markov models; Object detection; Sequential analysis; Sonar detection; Sonar measurements; Target tracking; Testing; Page test; Shiryaev test; Target tracking; multistatic sonar; track termination;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
Conference_Location :
Honolulu, HI
Print_ISBN :
1-4244-0727-3
DOI :
10.1109/ICASSP.2007.366431