Structure and properties of generalized adaptive neural filters for signal enhancement

IEEE Transactions on Neural Networks

Volumn 7, Issue 4, 1996, Pages 857-868

  Zhang, Zeeman Z ^a,b   Ansari, Nirwan ^a,c  

^a IEEE

^b BellSouth   (United States)

^c NEW JERSEY INSTITUTE OF TECHNOLOGY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ADAPTIVE FILTERING; BOOLEAN FUNCTIONS; ELECTRIC FILTERS; ERRORS; IMAGE ENHANCEMENT; INTERFERENCE SUPPRESSION; OPTIMIZATION; SIGNAL PROCESSING; WHITE NOISE;

CORRUPTED SIGNALS; GENERALIZED ADAPTIVE NEURAL FILTERS; MEAN ABSOLUTE ERROR; NOISE SUPPRESSION; NONLINEAR FILTERS; SIGNAL ENHANCEMENT; STACK FILTERS; STACKING PROPERTY; THRESHOLD DECOMPOSITION PROPERTY;

NEURAL NETWORKS;

EID: 0030194343     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/72.508929     Document Type: Article

References (21)

1. S. Haykin, Adaptive Filter Theory. Englewood Cliffs, NJ: Prentice-Hall, 1991.
2. T. W. Tukey, "Nonlinear (Nonsuperposable) methods for smoothing data," Confer. Rec. EASCON'74, p. 673, 1974.
3. P. D. Wendt, E. J. Coyle, and N. C. Gallagher, "Stack filter," IEEE Trans. Acoust., Speech, Signal Processing, vol. ASSP-34, pp. 898-911, Aug. 1986.
4. N. Ansari, Y. Huang, and J. Lin. "Configuring stack filters by the LMS algorithm," in Proc. 1st IEEE-SP Wkshp Neural Networks Signal Processing, Princeton, NJ, Sept. 29-Oct. 21, 1991, pp. 570-579.
5. _, "Chapter 6: Adaptive stack filtering by LMS and perceptron learning," B. Soucek, Ed., Dynamic, Genetic, and Chaotic Programming, Wiley, pp. 119-143, 1992.
6. C. H. Chu, "A genetic algorithm approach to the configuration of stack filters," in Proc. Int. Conf. Genetic Algorithms, June 1989, pp. 218-224.
7. J. Lin, T. M. Sellke, and E. J. Coyle, "Adaptive stack filtering under the mean absolute error criterion," IEEE Trans. Acoust., Speech, Signal Processing, vol. 38, pp. 938-954, June 1990.
8. L. Yin, J. Astola, and Y. Neuvo, "A new class of nonlinear filter-neural filters," IEEE Trans. Signal Processing, vol. 41, pp. 1201-1222, Mar. 1993.
9. E. J. Coyle and N. C. Gallagher, "Stack filters and neural networks," in Proc. 1989 Int. Symp. Circuits Syst., 1989, Portland, OR., pp. 975-978.
10. P. T. Yu and E. J. Coyle, "The classification and associative memory capability of stack filters," IEEE Trans. Signal Processing, vol. 40, pp. 2483-2497, Oct. 1992.
11. L. Yin, J. Astola, and Y. Neuvo, "Adaptive multistage weighted order statistic filters based on the backpropagation algorithm," IEEE Trans. Signal Processing, vol. 42, pp. 419-422, Feb. 1994.
12. N. Ansari and Z. Zhang, "Generalized adaptive neural filters," IEE Electron. Lett., vol. 20, no. 4, pp. 342-343, Feb. 1993.
13. H. Hanek, N. Ansari, and Z. Zhang, "Comparative study on the generalized adaptive neural filter with other nonlinear filters." in Proc. ICASSP-93, Minneapolis, MN., vol. I, Apr. 27-30, 1993, pp. 649-652.
14. H. Hanek and N. Ansari, "Speeding up the generalized adaptive neural filters," IEEE Trans. Image Processing, vol. 5, pp. 705-712, May 1996.
15. E. N. Gilbert, "Lattice-theoretic properties of frontal switching functions," J. Math. Physics, vol. 33, pp. 57-67, 1954.
16. S. E. Hampson and D. J. Volper, "Disjunctive models of Boolean category learning," Biol. Cybern., vol. 56, pp. 121-137, 1987.
17. E. J. Coyle and J. H. Lin, "Stack filters and the mean absolute error criterion," IEEE Trans. Acoust., Speech, Signal Processing, vol. ASSP-36, pp. 1244-1254, Aug. 1988.
18. J. Lin and E. J. Coyle, "Minimum mean absolute error estimation over the class of generalized stack filters," IEEE Trans. Acoust., Speech, Signal Processing, vol. 38, pp. 663-678, Apr. 1990.
19. L. Yin, J. T. Astola, and Y. A. Neuvo, "Adaptive stack filtering with application to image processing," IEEE Trans. Signal Processing, vol. 41, pp. 162-184, Jan. 1993.
20. B. Zeng, H. Zhou, and Y. Neuvo, "FIR stack hybrid filters," Opt. Eng., vol. 30, pp. 965-975, July 1991.
21. N. J. Nilsson, The Mathematical Foundations of Learning Machines. San Mateo, CA: Morgan Kaufmann, pp. 38-40, 1990.