Development and demonstration of an artificial immune algorithm for mangrove mapping using landsat TM

IEEE Geoscience and Remote Sensing Letters

Volumn 10, Issue 4, 2013, Pages 751-755

  Luo, Yanmin ^a,b   Liao, Minghong ^b   Yan, Jing ^b   Zhang, Caiyun ^b   Shang, Shaoling ^b  

^a HUAQIAO UNIVERSITY   (China)

^b XIAMEN UNIVERSITY   (China)

Author keywords

Artificial immune; classification; clonal selection; mangrove; remote sensing

Indexed keywords

ARTIFICIAL IMMUNE; ARTIFICIAL IMMUNE ALGORITHMS; CANDIDATE SOLUTION; CLASSIFICATION ACCURACY; CLASSIFICATION METHODS; CLONAL SELECTION; CO-EVOLUTION; COASTAL ECOSYSTEMS; ENCODING METHODS; FITNESS FUNCTIONS; GLOBAL CHANGE; KAPPA COEFFICIENT; LAND-COVER TYPES; LANDSAT THEMATIC MAPPER; LANDSAT TM; MANGROVE; MANGROVE ECOSYSTEMS; MULTI-CLASS; MULTISPECTRAL REMOTE SENSING IMAGERY; NON-UNIFORM MUTATION; OPTIMAL CLUSTERING; SELECTION OPERATORS; SOUTHEASTERN CHINA;

ALGORITHMS; CLASSIFICATION (OF INFORMATION); ECOSYSTEMS; REMOTE SENSING;

ANTIBODIES;

EID: 84870923943     PISSN: 1545598X     EISSN: None     Source Type: Journal    
DOI: 10.1109/LGRS.2012.2221675     Document Type: Article

References (20)

1. D. M. Alongi, "Present state and future of the world's mangrove forests," Environ. Conserv., vol. 29, no. 3, pp. 331-349, 2002. (Pubitemid 35447371)
2. B. W. Heumann, "Satellite remote sensing of mangrove forests: Recent advances and future opportunities," Progr. Phys. Geography, vol. 35, no. 1, pp. 87-108, Feb. 2011.
3. C. Giri, E. Ochieng, L. Tieszen, Z. Zhu, A. Singh, T. Loveland, J. Masek, and N. Duke, "Status and distribution of mangrove forests of the world using Earth observation satellite data," Global Ecol. Biogeography, vol. 20, no. 1, pp. 154-159, Jan. 2011.
4. L. Wang, W. P. Sousa, P. Gong, and G. S. Biging, "Comparison of IKONOS and QuickBird images for mapping mangrove species on the Caribbean coast of Panama," Remote Sens. Environ., vol. 91, no. 3/4, pp. 432-440, Jun. 2004. (Pubitemid 38791557)
5. S. Tadjudin and D. A. Landgrebe, "Covariance estimation with limited training samples," IEEE Trans. Geosci. Remote Sens., vol. 37, no. 4, pp. 2113-2118, Jul. 1999.
6. X. Huang, L. Zhang, and L. Wang, "Evaluation of morphological texture features for mangrove forest mapping and species discrimination using multispectral IKONOS imagery," IEEE Geosci. Remote Sens. Lett., vol. 6, no. 3, pp. 393-397, Jul. 2009.
7. G. Conchedda, L. Durieux, and P. Mayaux, "An object-based method for mapping and change analysis in mangrove ecosystems," ISPRS J. Photogramm. Remote Sens., vol. 63, no. 5, pp. 578-589, Sep. 2008.
8. B. W. Heumann, "An object-based classification of mangroves using a hybrid decision tree-Support vector machine approach," Remote Sens., vol. 3, no. 11, pp. 2440-2460, Nov. 2011.
9. B. Babayigit, K. Guney, and A. Akdagli, "A clonal selection algorithm for array pattern nulling by controlling the positions of selected elements," Progr. Electromagn. Res., vol. 6, pp. 257-266, 2008.
10. L. N. De Castro and F. J. Von Zuben, "Learning and optimization using the clonal selection principle," IEEE Trans. Evol. Comput., vol. 6, no. 3, pp. 239-251, Jun. 2002. (Pubitemid 34867248)
11. W. Dong, G. Shi, and L. Zhang, "Immune memory clonal selection algorithms for designing stack filters," Neurocomputing, vol. 70, no. 4-6, pp. 777-784, Jan. 2007. (Pubitemid 46043974)
12. L. Zhang, Y. Zhong, B. Huang, J. Gong, and P. Li, "Dimensionality reduction based on clonal selection for hyperspectral imagery," IEEE Trans. Geosci. Remote Sens., vol. 45, no. 12, pp. 4172-4186, Dec. 2007. (Pubitemid 350157849)
13. L. N. De Castro and F. J. Von Zuben, "The clonal selection algorithm with engineering applications," in GECCO-Workshop Proc., 2000, pp. 36-39.
14. R. De Maesschalck, D. Jouan-Rimbaud, and D. Massart, "The Mahalanobis distance," Chemometrics Intell. Lab. Syst., vol. 50, no. 1, pp. 1-18, Jan. 2000. (Pubitemid 30019315)
15. D. R. Peddle and S. E. Franklin, "Image texture processing and data integration for surface pattern discrimination," Photogramm. Eng. Remote Sens., vol. 57, no. 4, pp. 413-420, Apr. 1991.
16. K. Liu, X. Li, X. Shi, and S.Wang, "Monitoring mangrove forest changes using remote sensing and GIS data with decision-tree learning,"Wetlands, vol. 28, no. 2, pp. 336-346, Jun. 2008.
17. C. J. Tucker, "Red and photographic infrared linear combinations for monitoring vegetation," Remote Sens. Environ., vol. 8, no. 2, pp. 127-150, May 1979.
18. R. M. Haralick, K. Shanmugam, and I. H. Dinstein, "Textural features for image classification," IEEE Trans. Syst., Man, Cybern., vol. SMC-3, no. 6, pp. 610-621, Nov. 1973.
19. L. Wang, J. L. Silván-Cárdenas, and W. P. Sousa, "Neural network classification of mangrove species from multi-seasonal Ikonos imagery," Photogramm. Eng. Remote Sens., vol. 74, no. 7, pp. 921-927, Jul. 2008. (Pubitemid 352008939)
20. M. Wooster, "Remote sensing: Sensors and systems," Progr. Phys. Geography, vol. 31, no. 1, pp. 95-100, Feb. 2007. (Pubitemid 46390391)