Ensemble Neural Network Methods for Satellite-Derived Estimation of Chlorophyll a

Proceedings of the International Joint Conference on Neural Networks

Volumn 1, Issue , 2003, Pages 547-552

  Slade Jr , Wayne H ^a   Miller, Richard L ^b   Ressom, Habtom ^a   Natarajan, Padma ^a  

^a UNIVERSITY OF MAINE   (United States)

^b STENNIS SPACE CENTER   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; CHLOROPHYLL; COASTAL ZONES; DATA ACQUISITION; IMAGE SENSORS; ITERATIVE METHODS; PIGMENTS; PROBLEM SOLVING; SATELLITE COMMUNICATION SYSTEMS; TRANSFER FUNCTIONS; VECTORS;

ENSEMBLE LEARNING TECHNIQUES;

MULTILAYER NEURAL NETWORKS;

EID: 0141461561     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (20)

1. S. Sathyendranath, A. Longhurst, C. M. Caverhill, and T. Plan, "Regionally and seasonally differentiated primary production in the North Atlantic," Deep-Sea Research, vol. 42, pp. 1773-1802, 1995.
2. C. D. Mobley, Light and Water: Radiative Transfer in Natural Waters. San Diego: Academic Press, 1994.
3. A. Morel and L. Prieur, "Analysis of variations in ocean color," Limnol. Oceanogr., vol. 22, pp. 709-722, 1977.
4. K. L. Carder, R. G. Steward, J. H. Paul, and G. A. Vargo, "Relationships betweek chlorophyll and ocean color constituents as the affect remote-sensing reflectance models," Limnol. Oceanogr., vol. 31, pp. 403-413, 1986.
5. J. E. O'Reilly, S. Maritorena, B. G. Mitchell, D. A. Siegel, K. L. Carder, S. A. Garver, VI. Kahru, and C. McClain. "Ocean color algorithms for SeaWiFS," J. Geophys. Res., vol. 103, pp. 24937-24953, 1998.
6. A. Morel and S. Maritorena, "Bio-optical properties of ocean waters: a reappraisal," J. Geophys. Res., vol. 106, pp. 7163-7180, 2001.
7. K. L. Carder, F. R. Chen, Z. P. Lee, and S. K. Hawes, "Semianalytic Moderate Resolution Imaging Spectrometer algorithms for chlorophyll a and absorption with bio-optical domains based on nitrate-depletion temperatures," J. Geophys. Res., vol. 104, pp. 5403-5421, 1999.
8. L. E. Keiner and C. W. Brown., "Estimating oceanic chlorophyll concentrations with neural networks," Int. J. Remote Sens., vol. 20, pp. 189-194, 1999.
9. P. J. Baruah, K. Oki, and H. Nishimura, "A neural network model for estimating surface chlorophyll and sediment content at the Lake Kasumi Gaura of Japan," in Asian Conference on Remote Sensing 2000, 2002.
10. I. M. J. Sargent, Development of Chlorophyll a Prediction Algorithms for Hyperspectral CASI Imagery Using Neural Networks. PhD thesis, University of Southampton, 2000.
11. L. E. Keiner and X. Van, "A neural network model for estimating sea surface chlorophyll and sediments from thematic mapper imagery," Remote Sens. Environ., vol. 66, pp. 153-165, 1998.
12. L. Breiman, "Bagging predictors," Machine Learning, vol. 24, pp. 123-140, 1996.
13. S. Haykin, Neural Networks: A Comprehensive Foundation. Upper Saddle River, NJ: Prentice Hall, 2 ed., 1999.
14. D. W. Townsend, N. R. Pettigrew, and A. C. Thomas, "Offshore blooms of the red tide dinoflagellate, Alexandrium sp., in the Gulf of Maine," Continental Shelf Research, vol. 21, pp. 347-369, 2001.
15. V. M. Krasnopolsky, "Artificial neural networks in environmental sciences, part I: NNs in satellite remote sensing and satellite meteorology," in IJCNN, (Washington, DC), 2001.
16. V. M. Krasnopolsky, "Artificial neural networks in environmental sciences, part II: NNs for fast parameterization of physics in numerical models," in IJCNN, (Washington, DC), 2001.
17. E. Alpaydin, "Multiple networks for function learning,"
18. D. W. Opitz and J. W. Shavik, "Generating accurate and diverse members of a neural-network ensemble," Advances in Neural Information Processing Systems, vol. 8, pp. 535-541, 1996.
19. R. E. Schapire, "Theoretical views of boosting and applications," in Proceedings of Algorithmic Learning Theory, 1999.
20. H. Drucker, R. Schapire, and P. Simard, "Improving performance in neural networks using a boosting algorithm," in Advances in Neural Processing Systems, vol. 5, pp. 42-49, Morgan Kaufmann, 1993.