Artificial neural networks for calculating the association probabilities in multi-target tracking

IEE Proceedings: Radar, Sonar and Navigation

Volumn 151, Issue 4, 2004, Pages 181-188

  Turkmen, I ^a   Guney, K ^a  

^a ERCIYES UNIVERSITY   (Turkey)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTER SIMULATION; KALMAN FILTERING; LEARNING ALGORITHMS; MATRIX ALGEBRA; NEURAL NETWORKS; PROBABILITY;

ASSOCIATION PROBABILITIES; LEVENBERG-MARQUARDT ALGORITHMS; MULTILAYERED PERCEPTRON; MULTITARGET TRACKING; PROBABILISTIC DATA ASSOCIATION FILTER;

RADAR TARGET RECOGNITION;

EID: 4644312464     PISSN: 13502395     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1049/ip-rsn:20040739     Document Type: Article

References (13)

1. Bar-Shalom, Y., and Fortmann, T.E.: 'Tracking and data association' (Academic Press, San Diego, CA, USA, 1988)
2. Blackman, S.S.: 'Multiple target tracking with radar applications' (Artech House, Boston, USA, 1986)
3. Bar-Shalom, Y.: 'Multitarget-multisensor tracking: principles and techniques' (YBS Publishing, 1995)
4. Fitzgerald, R.J.: 'Development of practical PDA logic for multitarget tracking by microprocessor'. Proc. American Control Conf., Seattle, WA, USA, 1986, pp. 889-897
5. Haykin, S.: 'Neural networks: a comprehensive foundation' (Macmillan College Publishing Company, New York, USA, 1994)
6. Haykin, S.: 'Kalman filtering and neural networks' (John Wiley & Sons, 2001)
7. Sengupta, D., and Iltis, R.A.: 'Neural solution to the multitarget tracking data association problem', IEEE Trans. Aerosp. Electron. Syst., 1989, 25, (1), pp. 96-108
8. Leung, H.: 'Neural-network data association with application to multiple-target tracking', Opt. Eng., 1996, 35, (3), pp. 693-700
9. Iltis, R.A., and Ting, P.Y.: 'Computing association probabilities using parallel Boltzmann machines', IEEE Trans. Neural Netw., 1993, 4, (2), pp. 221-233
10. Wang, F., Litva, J., Lo, T., and Bosse, E.: 'Performance of neural data associator', IEE Proc., Radar Sonar Navig., 1996, 143, (2), pp. 71-78
11. Hagan, M.T., and Menhaj, M.: 'Training feedforward networks with the Marquardt algorithm', IEEE Trans. Neural Netw., 1994, 5, (6), pp. 989-993
12. Levenberg, K.: 'A method for the solution of certain nonlinear problems in least squares', Q. Appl. Math., 1944, 2, pp. 164-168
13. Marquardt, D.W.: 'An algorithm for least-squares estimation of nonlinear parameters', J. Soc. Ind. Appl. Math., 1963, 11, pp. 431-441