Genetic tracker with neural network for single and multiple target tracking

Neurocomputing

Volumn 69, Issue 16-18, 2006, Pages 2309-2319

  Turkmen, Ilke ^a   Guney, Kerim ^a   Karaboga, Dervis ^a  

^a ERCIYES UNIVERSITY   (Turkey)

Author keywords

Data association; Genetic algorithm; Neural networks; Target tracking

Indexed keywords

ARTIFICIAL INTELLIGENCE; COMPUTER SIMULATION; ESTIMATION; GENETIC ALGORITHMS; PROBABILITY; TRACKING (POSITION);

DATA ASSOCIATION; PROBABILISTIC DATA ASSOCIATION FILTER; TARGET TRACKING;

NEURAL NETWORKS;

ACCURACY; ARTICLE; ARTIFICIAL INTELLIGENCE; ARTIFICIAL NEURAL NETWORK; COMPUTER ANALYSIS; COMPUTER SIMULATION; CONTROLLED STUDY; CORRELATION ANALYSIS; DATA ANALYSIS; GENETIC ALGORITHM; INTERMETHOD COMPARISON; MATHEMATICAL COMPUTING; OBSERVATIONAL STUDY; PRIORITY JOURNAL; PROBABILITY; PROCESS OPTIMIZATION;

EID: 33748417272     PISSN: 09252312     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neucom.2005.04.014     Document Type: Article

References (35)

1. Akdagli A., and Guney K. Effective patch radius expression obtained using a genetic algorithm for the resonant frequency of electrically thin and thick circular microstrip antennas. IEE Proceed. Microwaves Antennas Propagat. Pt.H 147 2 (2000) 156-159
2. J. Angus, H. Zhou, C. Bea, L. Becket-Lemus, J. Klose, S. Tubbs, Genetic algorithms in passive tracking, Claremont Graduate School, Math Clinic Report, May 1993.
3. Bar-Shalom Y., and Li X.R. Multitarget-Multisensor Tracking: Principles and Techniques (1995), YBS Publishing
4. Blair W.D., Watson G.A., Kirubarajan T., and Bar-Shalom Y. Benchmark for radar allocation and tracking in ECM. IEEE Trans. Aerospace Electron. Systems 34 4 (1998) 1097-1114
5. Carrier J., Litva J., Leung H., and To T. Genetic algorithm for multiple target tracking data association. Proc. SPIE Acquisit. Track. Point. 2739 (1996) 180-190
6. Chen G., and Hong L. A genetic based multi dimensional data association algorithm for multi sensor multi target tracking. Math. Comput. Model. 26 4 (1997) 57-69
7. Chen Y.M., and Huang H.C. Fuzzy logic approach to multisensor data association. Math. Comput. Simulat. 52 (2000) 399-412
8. Davis L. Handbook of Genetic Algorithms (1991), Von Nostrand Reinhold, New York
9. R.J. Fitzgerald, Development of practical PDA logic for multitarget tracking by microprocessor, in: Proceedings of the American Control Conference, Seattle, Washington, 1986, pp. 889-897.
10. Fortmann T.E., Bar-Shalom Y., and Scheffe M. Sonar tracking of multiple targets using joint probabilistic data association. IEEE J. Ocean. Eng. EO-8 (1983) 173-184
11. Gultekin S., Guney K., and Sagiroglu S. Neural networks for the calculation of bandwidth of rectangular microstrip antennas. Appl. Computat. Electromagn. Soc. (ACES) J. (Special Issue: Neural Network Appl. Electromagn.) 18 2 (2003) 46-56
12. Guney K., Erler M., and Sagiroglu S. Artificial neural networks for the resonant resistance calculation of electrically thin and thick rectangular microstrip antennas. Electromagnetics 20 (2000) 387-400
13. Guney K., Sagiroglu S., and Erler M. Comparison of neural networks for resonant frequency computation of electrically thin and thick rectangular microstrip antennas. J. Electromagn. Waves Appl. (JEWA) 15 (2001) 1121-1145
14. Guney K., Sagiroglu S., and Erler M. Generalized neural method to determine resonant frequencies of various microstrip antennas. Int. J. RF Microwave Comput.-Aided Eng. (Special Issue: Appl. Artif. Neural Networks RF Microwave Design) 12 (2002) 131-139
15. Guney K., and Sarikaya N. Artificial neural networks for calculating the input resistance of circular microstrip antennas. Microwave Opt. Technol. Lett. 37 (2003) 107-111
16. Guney K., and Sarikaya N. Artificial neural networks for the narrow aperture dimension calculation of optimum gain pyramidal horns. Electr. Eng. 86 (2004) 157-163
17. Hagan M.T., and Menjah M. Training feedforward networks with the Marquardt algorithm. IEEE Trans. Neural Networks 5 6 (1994) 989-993
18. Haykin S. Neural Networks: A Comprehensive Foundation (1994), Macmillan College Publishing Company, New York
19. D.B. Hillis, Using a genetic algorithm for multi-hypothesis tracking, in: Proceedings of the Ninth International Conference on Tools with Artificial Intelligence, 1997, pp. 112-117.
20. Holland J.H. Adaptation in Natural and Artificial Systems (1975), University of Michigan Press, Ann Arbor, MI
21. Hossam O., Farooq M., and Quach T. Fuzzy logic approach to data association. Proc. SPIE 2755 (1996) 313-321
22. R.E. Kalman, A new approach to linear filtering and prediction problems, Trans. ASME-J. Basic Eng. (1960) 35-45.
23. Karaboga D., Guney K., Karaboga N., and Kaplan A. Simple and accurate effective side length expression obtained by using a modified genetic algorithm for the resonant frequency of an equilateral triangular microstrip antenna. Int. J. Electron. (IJE) 83 1 (1997) 99-108
24. Karaboga D., Guney K., Sagiroglu S., and Erler M. Neural computation of resonant frequency of electrically thin and thick rectangular microstrip antennas. IEE Proc.-Microwaves, Antennas Propagat. Pt.H. 146 (1999) 155-159
25. Leung H. Neural-network data association with application to multiple-target tracking. Opt. Eng. 35 3 (1996) 693-700
26. Pattipati K.R., Deb S., Bar-Shalom Y., and Washburn R.B. A new relaxation algorithm and passive sensor data association. IEEE Trans. Automatic Control 37 2 (1992) 197-213
27. K.R. Pattipati, R.L. Popp, T. Kirubarajan, Survey of assignment techniques for multitarget tracking, in: Y. Bar-Shalom, W.D. Blair (Eds.), Multitarget-Multisensor Tracking: Applications and Advances, 2000.
28. Pham D.T., and Karaboga D. Intelligent Optimisation Techniques (2000), Springer, London, UK
29. A. Poore, N. Rijavec, Multitarget tracking, multidimensional assignment problems, and Lagrangian relaxation, Proceedings of the SDI Panels on Tracking, August 1991, pp. 51-74.
30. Sagiroglu S., and Guney K. Calculation of resonant frequency for an equilateral triangular microstrip antenna with the use of artificial neural networks. Microwave Opt. Technol. Lett. 14 (1997) 89-93
31. Sagiroglu S., Guney K., and Erler M. Resonant frequency calculation for circular microstrip antennas using artificial neural networks. Int. J. RF Microwave Comput.-Aided Eng. 8 (1998) 270-277
32. Sagiroglu S., Guney K., and Erler M. Calculation of bandwidth for electrically thin and thick rectangular microstrip antennas with the use of multilayered perceptrons. Int. J. RF Microwave Comput.-Aided Eng. (Special Issue: Appl. Artif. Neural Networks RF Microwave Design) 9 (1999) 277-286
33. Sengupta D., and Iltis R.A. Neural solution to the multitarget tracking data association problem. IEEE Trans. Aerospace Electron. Systems 4 1 (1989) 96-108
34. Singh R.P., and Balley W.H. Fuzzy logic applications to multi-sensor multitarget correlation. IEEE Trans. Aerospace Electron. Systems 33 3 (1997) 752-769
35. Wang F., Litva J., Lo T., and Bosse E. Performance of neural data associator. IEE Proc. Radar Sonar Navigat. 143 2 (1996) 71-78