An expert target recognition system using a genetic wavelet neural network

Applied Intelligence

Volumn 37, Issue 4, 2012, Pages 475-487

  Avci, Engin ^a  

^a FIRAT UNIVERSITY   (Turkey)

Author keywords

Adaptive feature extraction; Entropy; Genetic algorithm; Pattern recognition; Radar target echo signal; Wavelet decomposition; Wavelet neural networks

Indexed keywords

ENTROPY; EXTRACTION; FEATURE EXTRACTION; FREQUENCY DOMAIN ANALYSIS; GENETIC ALGORITHMS; PATTERN RECOGNITION; POWER TRANSFORMERS; RADAR; RADAR MEASUREMENT; RADAR TARGET RECOGNITION; SIGNAL PROCESSING;

ADAPTIVE FEATURE EXTRACTIONS; FEATURE EXTRACTION METHODS; OPTIMUM FEATURE EXTRACTION; RADAR TARGET ECHO SIGNAL; SHORT TIME FOURIER TRANSFORMS; TIME-FREQUENCY REPRESENTATIONS; WAVELET NEURAL NETWORK MODEL; WAVELET NEURAL NETWORKS;

WAVELET DECOMPOSITION;

EID: 84857668132     PISSN: 0924669X     EISSN: 15737497     Source Type: Journal    
DOI: 10.1007/s10489-012-0341-4     Document Type: Article

References (52)

1. Ahern J, Delisle GY et al (1989) Radar, vol 1. Lab-Volt Ltd., Canada, pp 4-7
2. Huynen JR (1991) Physical reality and mathematical process in radar polarimetry. In: Seventh international conference on (IEE) antennas and propagation, ICAP 91, 15-18 Apr 1991, vol 1, pp 257-261
3. Ahalt SC, Jung T, Krishnamurthy AK (1990) A comparison of radar signal classifiers. In: IEEE international conference on systems engineering, 9-11 Aug 1990, pp 609-612
4. Du L, Liu H, Bao Z (2006) Radar automatic target recognition based on complex high-resolution range profiles. In: International conference on radar CIE’06, 16-19 Oct 2006, pp 1-5
5. Yun Z, Xuelian Y, Minglei C, Xuegang W (2011) Radar target recognition based on multiple features fusion with Dempster-Shafer theory. In: 10th international conference on electronic measurement& instruments (ICEMI), 16-19 Aug 2011, vol 1, pp 243-247
6. Duc L, Wang P, Liu H, Pan M, Chen F, Bao Z (2011) Bayesian spatiotemporal multitask learning for radar HRRP target recognition. IEEE Trans Signal Process 59(7): 3182-3196
7. Aldhubaib F, Shuley NV (2010) Radar target recognition based on modified characteristic polarization states. IEEE Trans Aerosp Electron Syst 46(4): 1921-1933
8. Serretta H, Inggs MR (1998) Ship target recognition with the Mellin transform aided by neural networks. In: Symposium on COMSIG’98. Proceedings of the 1998 South African communications and signal processing, 7-8 Sep 1998, pp 203-208
9. Jouny II (2004) Radar backscatter analysis using fractional Fourier transform. In: Antennas and propagation society international symposium, 20-25 June 2004, vol 2. IEEE, New York, pp 2115-2118
10. Nelson DE, Starzyk JA, Ensley DD (2002) Iterated wavelet transformation and signal discrimination for HRR radar target recognition, IEEE Trans Syst Man Cybern, Part A, Syst Humans 33(1)
11. Mitchell RA (1997) Hybrid statistical recognition algorithm for aircraft identification. Univ. Dayton Press, Dayton
12. Antonini M, Barlaud M, Mathieu P, Daubechies I (1992) Image coding using wavelet transform. IEEE Trans Image Process 1(2): 205-220
13. Mallat S, Zhong S (1992) Characterization of signals from multiscale edges. IEEE Trans Pattern Anal Mach Intell 14(7): 710-732
14. Mallat S (1991) Zero crossings of a wavelet transform. IEEE Trans Inf Theory 37(4): 1019-1033
15. Szu HH (1996) Review of wavelet transforms for pattern recognition. Proc SPIE Wavelet Appl III 2762: 2-22
16. Stirman C, Nachman A (1991) Applications of wavelets to radar data processing. Defense Technical Inform Center, Tech Rep ADA239 297
17. Stirman K, Nachman A (1995) Applications of wavelets to automatic target recognition. Defense Technical Inform Center, Tech Rep AD-A294 854
18. Devaney AJ, Raghavan R, Lev-Ari H, Manolakos E, Kokar M (1997) Automatic target detection and recognition: a wavelet based approach. Northeastern Univ, Defense Technical Inform Center, Tech Rep AD-A329 696
19. Famili A, Shen W-M, Weber R, Simoudis E (1997) Data preprocessing and intelligent data analysis. Intell Data Anal 1(1)
20. Misiti M, Nisiti Y, Oppenheim G, Poggi J (1996) Wavelet toolbox user’s guide. Math Works, Inc, Natick
21. Strang G, Nguyen T (1996) Wavelets and filter banks. Wellesley, Cambridge
22. Devaney AJ, Hisconmez B (1994) Wavelet signal processing for radar target identification a scale sequential approach. Proc SPIE Wavelet Appl 2242: 389-399
23. Etemad K, Chellapa R (1998) Separability-based multiscale basis selection and feature extraction for signal and image classification. IEEE Trans Image Process 7(10): 1453-1465
24. Lu J, Algazi VR, Estes RR (1996) Comparative study of wavelet image coders. Opt Eng 35(9): 2605-2619
25. Bishop CM (1996) Neural networks for pattern recognition. Clarendon Press, Oxford
26. Akay M (1997) Wavelet applications in medicine. IEEE Spectr 34(5): 50-56
27. Quiroga RQ (1998) Quantitative analysis of EEG signals: time- frequency methods and chaos theory. PhD Thesis, Institute of Physiology, Medical University Lübeck, Lübeck
28. Devasahayam SR (2000) Signals and systems in biomedical engineering. Kluwer Academic, Dordrecht
29. Burrus CS, Gopinath RA, Guo H (1998) Introduction to wavelets and wavelet transforms. Prentice Hall, Englewood Cliffs
30. Keeton PIJ, Schlindwein FS (1997) Application of wavelets in Doppler ultrasound. Sens Rev 17(1): 38-45
31. Zou R, Cupples WA, Yip KP, Holstein-Rathlou NH, Chon KH (2002) Time-varying properties of renal autoregulatory mechanisms. IEEE Trans Biomed Eng 49: 10
32. Boashash B (1992) Time-frequency signal analysis methods and applications. Longman Cheshire, Melbourne
33. Coifman RR, Wickerhauser MV (1992) Entropy-based algorithms for best basis selection. IEEE Trans Inf Theory 38(2): 713-718
34. Wavelet toolbox user’s guide for MATLAB 7, 2011
35. Obitko M (1998) Introduction to Genetic Algorithms. http://cs.felk.cvut.cz/~xobitko/ga/
36. Haykin S (1994) Neural networks: a comprehensive foundation. Macmillan, New York
37. Jakubiak A, Arabas J, Grabczak K et al (1997) Radar clutter classification using Kohonen neural network. In: Radar 97 (Conf Publ No 449). Edinburgh, UK, pp 185-188
38. Tang B, Jiang W, Ke Y (1996) Radar signal classification by projection onto wavelet packet subspaces. In: Proceedings of the CIE international conference of radar, Beijing, China, pp 124-126
39. Zyweck A, Bogner RE (1994) Radar target recognition using range profiles. In: IEEE international conference on acoustics, speech, and signal processing, ICASSP-94, Adelaide, Australia, vol 2, pp II/373-II/376
40. Richards MA (2000) Fundamentals of radar signal processing, 3rd edn. McGraw-Hill, New York
41. Lee W-K, Griffiths HD (2000) A new pulse compression technique generating optimal uniform range sidelobe and reducing integrated sidelobe level. In: The record of the IEEE 2000 international radar conference, pp 441-446
42. Turkoglu I, Arslan A, Ilkay E (2002) An expert system for diagnosis of the heart valve diseases. Expert Syst Appl 23(3): 229-236
43. Turkoglu I, Arslan A, Ilkay E (2003) An intelligent system for diagnosis of the heart valve diseases with wavelet packet neural networks. Comput Biol Med 33(4): 319-331
44. Avci E, Turkoglu I, Poyraz M (2005) Intelligent target recognition based on wavelet packet neural network. Expert Syst Appl 29(1): 175-182
45. Avci E, Turkoglu I, Poyraz M (2005) Intelligent target recognition based on wavelet adaptive network based fuzzy inference system. In: Lecture notes in computer science, vol 3522. Springer, Berlin, pp 594-601
46. Mirghasemi S, Yazdi HS, Lotfizad M (2011) A targetbased color space for sea target detection. Appl Intell. doi: 10.1007/s10489-011-0307-y. Online First™, 29 June 2011
47. Valova I, Milano G, Bowen K, Gueorguieva N (2011) Bridging the fuzzy, neural and evolutionary paradigms for automatic target recognition. Appl Intell 35(2): 211-225
48. Drake KC, Kim RY (1995) Hierarchical integration of sensor data and contextual information for automatic target recognition. Appl Intell 5(3): 269-290
49. Lehmann J, Bader S, Hitzler P (2010) Extracting reduced logic programs from artificial neural networks. Appl Intell 32(3): 249-266
50. Cholette ME, Liu J, Djurdjanovic D, Marko KA (2011) Monitoring of complex systems of interacting dynamic systems. Appl Intell. doi: 10.1007/s10489-011-0313-0. Online First™, 13 August 2011
51. Altınçay H (2006) On the independence requirement in Dempster-Shafer theory for combining classifiers providing statistical evidence. Appl Intell 25(1): 73-90
52. Tidhar G, Heinze C, Selvestrel M (1998) Flying together: modelling air mission teams. Appl Intell 8(3): 195-218