Fuzzy logic and neural techniques integration: An application to remotely sensed data

Pattern Recognition Letters

Volumn 17, Issue 13, 1996, Pages 1343-1348

  Blonda, P ^a   Bennardo, A ^a   Satalino, G ^a   Pasquariello, G ^a  

^a CNR   (Italy)

Author keywords

Fuzzy logic; Neural networks; Neuro fuzzy; Remotely sensed data classification

Indexed keywords

CLASSIFICATION (OF INFORMATION); DATA PROCESSING; FUZZY SETS; INTEGRATION; MATHEMATICAL MODELS; REMOTE SENSING;

NEURAL NETWORKS;

FUZZY LOGIC; NEURAL NETWORK; REMOTELY SENSED DATA;

EID: 0030291989     PISSN: 01678655     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0167-8655(96)00091-8     Document Type: Article

References (24)

1. Abe, S. and M.-S. Lan (1995). A method for fuzzy rules extraction directly from numerical data and its application to pattern classification. IEEE Trans. Fuzzy Systems 3 (1), 18-28.
2. Baraldi, A. and F. Parmiggiani (1995). A neural network for unsupervised categorization of multivalued input patterns: an application to satellite image clustering. IEEE Trans. Geoscience Remote Sensing 33 (2), 305-316.
3. Benediktsson, J.A., P.H. Swain and O.K. Ersoy (1993). Conjugate-gradient neural networks in classification of multisource and very-high-dimensional remote sensing data. Internat. J. Remote Sensing 14 (15), 2883-2903.
4. Bezdek, J.C. and N.R. Pal (1995). Two soft relative of learning vector quantization. Neural Networks 8 (5), 729-743.
5. Binaghi, E. and A. Rampini (1993). Fuzzy decision making in classification of multisource remote sensing data, from numerical to symbolic image processing: Systems and Applications. Opt. Engrg. 3 (6), 1193-1204.
6. Blonda, P., G. Pasquariello, S. Losito, A. Mori, F. Posa and D. Ragno (1991). An experiment for the interpretation of multi-temporal remotely sensed images based on a fuzzy logic approach. Internat. J. Remote Sensing 12 (3), 463-476.
7. Blonda, P., V. la Forgia, G. Pasquariello and G. Satalino (1996). Feature extraction and pattern classification of remote sensing data by a modular neural system. Opt. Engrg. 35 (2), 536-542.
8. Carpenter, G. and S. Grossberg (1987). A massively parallel architecture for a self-organizing neural pattern recognition machine. Comput. Vision Graphics Image Process. 37, 54-115.
9. Carpenter, G., S. Grossberg and D.B. Rosen (1991). Fuzzy ART: fast stable learning and categorization of analog patterns by an adaptive resonance system. Neural Networks 4, 759-771.
10. Carpenter, G., S. Grossberg, N. Maukuzon, J. Reynolds and D.B. Rosen (1992). Fuzzy ARTMAP: A neural network architecture for incremental supervised learning of analog multidimensional maps. IEEE Trans. Neural Networks 3 (5), 698-713.
11. Chung, F.L. and T. Lee (1994). Fuzzy competitive learning. Neural Networks 7 (3), 539-551.
12. Hecht-Nielsen, R. (1987). Counterpropagation network. Appl. Opt. 26, 4979-4984.
13. Kohonen, T. (1988). Self-organization and Associative Memory, 2nd edition. Springer, Berlin.
14. Mitra, S. and S.K. Pal (1994a). Logical operation based fuzzy MLP for classification and rule generation. Neural Network 7 (2), 353-373.
15. Mitra, S. and S.K. Pal (1994b). Self-organizing neural network as a fuzzy classifier. IEEE Trans. Syst. Man Cybernet. 24 (3), 385-399.
16. Mitra, S. and S.K. Pal (1995). Fuzzy multi-layer perceptron, inferencing and rule generation. IEEE Trans. Neural Networks 6 (1), 51-63.
17. Nie, J. (1995). Constructing fuzzy model by self-organizing counterpropagation network. IEEE Trans. Syst. Man Cybernet. 25 (6), 963-970.
18. Pal, S.K. and S. Mitra (1992). Multilayer perceptron, fuzzy sets, and classification. IEEE Trans. Neural Networks 3 (5), 683-697.
19. Pasquariello, G. and P. Blonda (1992). Multitemporal remote sensing data classification using neural network. In: L.W. Fritz and J.R. Lucas, Eds., International Archives of Photogrammetry and Remote Sensing, XXIX, 922-929.
20. Rumelhart, D.E., G.E. Hinton and R.J. Williams (1986). Parallel Distributed Processing. MIT Press, Cambridge, MA.
21. Simpson, P.K. (1993). Fuzzy Min-Max neural network - Part 2: Clustering. IEEE Trans. Fuzzy Systems 1 (1), 32-45.
22. Tsao, E.C., J.C. Bezdek and N.R. Pal (1994). Fuzzy Kohonen clustering network. Pattern Recognition 27 (5), 757-764.
23. Wang, F. (1990). Fuzzy supervised classification of remote sensing images. IEEE Trans. Geoscience Remote Sensing 28, 194-201.
24. Zadeh, L.A., K.S. Fu, K. Tanaka and M. Shimura (1975). Calculus of fuzzy restrictions. In: L.A. Zadeh, Ed., Fuzzy Sets and Their Applications to Cognitive and Decision Processes. Academic Press, New York.