Table of Contents
International Journal of Oceanography
Volume 2013, Article ID 302479, 11 pages
http://dx.doi.org/10.1155/2013/302479
Research Article

Predicting Sea Surface Temperatures in the North Indian Ocean with Nonlinear Autoregressive Neural Networks

1Indian Institute of Technology, Bombay, Mumbai 400 076, India
2Indian National Centre for Ocean Information Services, Hyderabad 500090, India

Received 19 January 2013; Revised 30 March 2013; Accepted 8 April 2013

Academic Editor: Stefano Vignudelli

Copyright © 2013 Kalpesh Patil et al. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Linked References

  1. K. K. Wu, Neural Networks and Simulation Methods, Marcel Decker, New York, NY, USA, 1994.
  2. Y. Xue and A. Leetmaa, “Forecasts of tropical Pacific SST and sea level using a Markov model,” Geophysical Research Letters, vol. 27, no. 17, pp. 2701–2704, 2000. View at Publisher · View at Google Scholar · View at Scopus
  3. N. Agarwal, C. M. Kishtawal, and P. K. Pal, “An analogue prediction method for global sea surface temperature,” Current Science, vol. 80, no. 1, pp. 49–55, 2001. View at Google Scholar · View at Scopus
  4. T. Laepple, S. Jewson, J. Meagher, A. O'Shay, and J. Penzer, “Five-year ahead prediction of sea surface temperature in the Tropical Atlantic: a comparison of simple statistical methods,” http://arxiv.org/abs/physics/0701162.
  5. Neetu, R. Sharma, S. Basu, A. Sarkar, and P. K. Pal, “Data-adaptive prediction of sea-surface temperature in the Arabian Sea,” IEEE Geoscience and Remote Sensing Letters, vol. 8, no. 1, pp. 9–13, 2011. View at Publisher · View at Google Scholar · View at Scopus
  6. A. Wu, W. W. Hsieh, and B. Tang, “Neural network forecasts of the tropical Pacific sea surface temperatures,” Neural Networks, vol. 19, no. 2, pp. 145–154, 2006. View at Publisher · View at Google Scholar · View at Scopus
  7. K. C. Tripathi, M. L. Das, and A. K. Sahai, “Predictability of sea surface temperature anomalies in the Indian Ocean using artificial neural networks,” Indian Journal of Marine Sciences, vol. 35, no. 3, pp. 210–220, 2006. View at Google Scholar · View at Scopus
  8. M. S. Tanvir and I. M. Mujtaba, “Neural network based correlations for estimating temperature elevation for seawater in MSF desalination process,” Desalination, vol. 195, no. 1–3, pp. 251–272, 2006. View at Publisher · View at Google Scholar · View at Scopus
  9. M. Pozzi, B. A. Malmgren, and S. Monechi, “Sea surface-water temperature and isotopic reconstructions from nannoplankton data using artificial neural networks,” Palaeontologia Electronica, vol. 3, no. 2, pp. 1–14, 2000. View at Google Scholar · View at Scopus
  10. P. D. Wasserman, Advanced Methods in Neural Computing, Van Nostrand Reinhold, New York, NY, USA, 1993.
  11. E. Garcia-Gorriz and J. Garcia-Sanchez, “Prediction of sea surface temperatures in the western Mediterranean Sea by neural networks using satellite observations,” Geophysical Research Letters, vol. 34, no. 11, Article ID L11603, 6 pages, 2007. View at Publisher · View at Google Scholar · View at Scopus
  12. D. C. Collins, C. J. C. Reason, and F. Tangang, “Predictability of Indian Ocean sea surface temperature using canonical correlation analysis,” Climate Dynamics, vol. 22, no. 5, pp. 481–497, 2004. View at Google Scholar · View at Scopus
  13. J. S. Kuge, I. S. Kang, J. Y. Lee, and J. G. Jhun, “A statistical approach to Indian Ocean sea surface temperature prediction using a dynamical ENSO prediction,” Geophysical Research Letters, vol. 31, no. 9, Article ID L09212, pp. 1–5, 2004. View at Publisher · View at Google Scholar · View at Scopus
  14. B. Tang, W. W. Hsieh, A. H. Monahan, and F. T. Tangang, “Skill comparisons between neural networks and canonical correlation analysis in predicting the equatorial Pacific sea surface temperatures,” Journal of Climate, vol. 13, no. 1, pp. 287–293, 2000. View at Google Scholar · View at Scopus
  15. F. T. Tangang, W. W. Hsieh, and B. Tang, “Forecasting the equatorial Pacific sea surface temperatures by neural network models,” Climate Dynamics, vol. 13, no. 2, pp. 135–147, 1997. View at Google Scholar · View at Scopus
  16. S. A. Martinez and W. W. Hsieh, “Forecasts of tropical Pacific sea surface temperatures by neural networks and support vector regression,” International Journal of Oceanography, vol. 2009, Article ID 167239, 13 pages, 2009. View at Publisher · View at Google Scholar
  17. Y. H. Lee, C. R. Ho, F. C. Su, N. J. Kuo, and Y. H. Cheng, “The use of neural networks in identifying error sources in satellite-derived tropical SST estimates,” Sensors, vol. 11, no. 8, pp. 7530–7544, 2011. View at Publisher · View at Google Scholar