700
Views
8
CrossRef citations to date
0
Altmetric
Applications and Case Studies

Sea Surface Temperature Modeling using Radial Basis Function Networks With a Dynamically Weighted Particle Filter

, &
Pages 111-123 | Received 01 Jan 2010, Published online: 15 Mar 2013

REFERENCES

  • Chassignet , E. P. , Hurlburt , H. E. , Metzger , E. J. , Smedstad , O. M. , Cummings , J. A. , Halliwell , G. R. , Bleck , R. , Baraille , R. , Wallcraft , A. J. , Lozano , C. , Tolman , H. L. , Srinivasan , A. , Hankin , S. , Cornillon , P. , Weisberg , R. , Barth , A. , He , R. , Werner , F. and Wilkin , J. 2009 . “US GODAE: Global Ocean Prediction With the HYbrid Coordinate Ocean Model (HYCOM),” . Oceanography , 22 : 64 – 75 .
  • de Freitas , N. , Andrieu , C. , Højen-Sørensen , P. , Niranjan , M. and Gee , A. 2001 . “Sequential Monte Carlo Methods for Neural Networks,” . In Sequential Monte Carlo Methods in Practice (Statistics for Engineering and Information Science) , Edited by: Doucet , A. , de Freitas , N. and Gordon , N. 359 – 379 . New York : Springer–Verlag, chap. 17 .
  • Doucet , A. , Godsill , S. and Andrieu , C. 2000 . “On Sequential Monte Carlo Sampling Methods for Bayesian Filtering,” . Statistics and Computing , 10 : 197 – 208 .
  • Evensen , G. 1994 . “Sequential Data Assimilation With a Nonlinear Quasi-Geostrophic Model Using Monte Carlo Methods to Forecast Error Statistics,” . Journal of Geophysical Research , 99 : 10143 – 10162 .
  • Fearnhead , P. and Liu , Z. 2007 . “On-Line Inference for Multiple Change-Point Problems,” . Journal of the Royal Statistical Society, Series B , 69 : 589 – 605 .
  • Franke , R. 1982 . “Scattered Data Interpolation: Tests of Some Methods,” . Mathematics of Computation , 38 : 181 – 200 .
  • Gu , Y. and Oliver , D. S. 2007 . “An Iterative Ensemble Kalman Filter for Multiphase Fluid Flow Data Assimilation,” . SPE Journal , 12 : 438 – 446 .
  • Holmes , C. C. and Mallick , B. K. 1998 . “Bayesian Radial Basis Functions of Variable Dimension,” . Neural Computation , 10 : 1217 – 1233 .
  • Holmes , C. C. and Mallick , B. K. 2001 . “Bayesian Regression With Multivariate Linear Splines,” . Journal of the Royal Statistical Society, Series B , 63 : 3 – 17 .
  • Kelley , J. G. W. , Behringer , D. W. , Thiebaux , H. J. and Balasubramaniyan , B. 2002 . “Assimilation of SST Data Into a Real-Time Coastal Ocean Forecast System for the U.S. East Coast,” . Weather and Forecasting , 17 : 670 – 690 .
  • Konishi , S. , Ando , T. and Imoto , S. 2004 . “Bayesian Information Criteria and Smoothing Parameter Selection in Radial Basis Function Networks,” . Biometrika , 91 : 27 – 43 .
  • Larsen , J. , Høyer , J. L. and She , J. 2007 . “Validation of a Hybrid Optimal Interpolation and Kalman Filter Scheme for Sea Surface Temperature Assimilation,” . Journal of Marine Systems , 65 : 122 – 133 .
  • Liang , F. 2002 . “Dynamically Weighted Importance Sampling in Monte Carlo Computation,” . Journal of the American Statistical Association , 97 : 807 – 821 .
  • Liang , F. , Truong , Y. K. and Wong , W. H. 2001 . “Automatic Bayesian Model Averaging for Linear Regression and Applications in Bayesian Curve Fitting,” . Statistica Sinica , 11 : 1005 – 1029 .
  • Liu , J. S. 2001 . Monte Carlo Strategies in Scientific Computing , New York : Springer .
  • Liu , J. S. , Chen , R. and Wong , W. H. 1998 . “Rejection Control and Sequential Importance Sampling,” . Journal of the American Statistical Association , 93 : 1022 – 1031 .
  • Liu , J. S. , Liang , F. and Wong , W. H. 2001 . “A Theory for Dynamic Weighting in Monte Carlo Computation,” . Journal of the American Statistical Association , 96 : 561 – 573 .
  • Liu , L. , Chua , L. and Ghista , D. 2007 . “Mesh–Free Radial Basis Function Method for Static, Free Vibration and Buckling Analysis of Shear Deformable Composite Laminates,” . Composite Structures , 78 : 58 – 69 .
  • Miazhynskaia , T. , Frühwirth-Schnatter , S. and Dorffner , G. 2008 . “Neural Network Models for Conditional Distribution Under Bayesian Analysis,” . Neural Computation , 20 : 504 – 522 .
  • Moradkhani , H. 2008 . “Hydrologic Remote Sensing and Land Surface Data Assimilation,” . Sensors , 8 : 2986 – 3004 .
  • Musso , C. , Oudjane , N. and Gland , F. L. 2001 . “Improving Regularized Particle Filters,” . In Sequential Monte Carlo Methods in Practice (Statistics for Engineering and Information Science) , Edited by: Doucet , A. , de Freitas , N. and Gordon , N. 247 – 271 . New York : Springer–Verlag, chap. 12 .
  • Price , J. F. , Morzel , J. and Niiler , P. P. 2008 . “Warming of SST in the Cool Wake of a Moving Hurricane,” . Journal of Geophysical Research , 113 : c07010 doi:10.1029/2007JC004393
  • Reynolds , R. W. and Chelton , D. B. 2010 . “Comparisons of Daily Sea Surface Temperature Analyses for 2007–08,” . Journal of Climate , 23 : 3545 – 3562 .
  • Schubert , S. D. and Suarez , M. 1989 . “Dynamical Predictability in a Simple General Circulation Model: Average Error Growth,” . Journal of the Atmospheric Sciences , 46 : 353 – 370 .
  • Titov , V. V. , Gonzalez , F. I. , Bernard , E. N. , Eble , M. C. , Mofjeld , H. O. , Newman , J. C. and Venturato , A. J. 2007 . “Real-Time Tsunami Forecasting: Challenges and Solutions,” . Natural Hazards , 35 : 35 – 41 .
  • Yuan , C. and Druzdzel , M. J. 2007 . “Improving Importance Sampling by Adaptive Split-Rejection Control in Bayesian Networks,” . Lecture Notes in Computer Science , 4509 : 332 – 343 .

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.