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Analysis and downscaling multi-model seasonal forecasts in Peru using self-organizing maps Cover

Analysis and downscaling multi-model seasonal forecasts in Peru using self-organizing maps

Open Access
|Jan 2005

References

  1. Allan , R. J. , Nicholls , N. , Jones , P. D. and Butterworth , I. J. 1991 . A further extension of the Tahiti-Darwin SOI, early SOI results and Darwin pressure . J. Climate 4 , 743 749 .
  2. Anderson , D. L. T. , Stockdale , T. , Balmaseda , M. A. , Ferranti , L. , Vitart , F. and co-authors. 2003. Comparison of the ECMWF seasonal forecast systems 1 and 2, including the relative performance for the 1997/8 El niño Technical Memoranda no. 404, ECMWF .
  3. Cavazos , T. 1999 . Large-scale circulation anomalies conductive to extreme precipitation events and derivation of daily rainfall in north-eastern Mexico and south-eastern Texas . J. Climate 12 , 1506 1523 .
  4. Cavazos , T. 2000 . Using self-organizing maps to investigate extreme climate event: an application to wintertime precipitation in the Balkans . J. Climate 13 , 1718 1732 .
  5. Cofiño , A. S. , Gutierrez , J. M. , Jakubiak , B. and Melonek , M. 2003 . Implementation of data mining techniques for meteorological applications. In Realizing Teracomputing (eds W. Zwieflhofer , and N. Kreitz ). World Scientific , Singapore , 215 - 240 .
  6. Díez , E. , Primo , C. , Garcia-Moya , J. A. , Gutierrez , J. M. and Orfila , B. 2005 . Statistical and dynamical downscaling of precipitation over Spain from DEMETER seasonal forecasts . Tellus 57A , 409 423 .
  7. Eckert , P. , Cattani , A. and Ambiihl , J. 1996 . Classification of ensemble forecasts by means of an artificial neural network . MeteoroL AppL 3 , 169 178 .
  8. Feddersen , H. and Andersen , U. 2005 . A method for statistical down-scaling of seasonal ensemble predictions . Tellus 57A , 398 408 .
  9. Gutiérrez , J. M. , Cano , R. , Cofiflo , A. S. and Rodriguez , M. A. 2004 . Clustering methods for statistical downscaling in short-range weather forecast . Mon. Wea. Rev . 132 , 2169 2183 .
  10. Han , J. and Kamber , M. 2000 . Data Mining: Concepts and Techniques. Morgan Kaufmann, San Mateo, CA, pp. 500 .
  11. Hewitson , B. C. and Crane , R. G. 2002 . Self-organizing maps: applications to synoptic climatology . Climate Res . 22 , 13 26 .
  12. Jolliffe , I. T. and Stephenson , D. B. 2003 . Forecast Verification: A Practitioner’s Guide in Atmospheric Science . Wiley , New York .
  13. Kohonen , T. 1995 . Self-Organizing Maps . No. 30 in Springer Series in Information Sciences . Springer-Verlag, Berlin , pp. 521 .
  14. Oja , E. and Kaslci , S. eds . 1999 . Kohonen Maps . Elsevier, Amsterdam , pp. 400 .
  15. Palmer , T. N. , Alessandri , A. , Andersen , U. , Cantelaube , P. , Davey , M. and co-authors. 2004. Development of a European multi-model ensemble system for seasonal to interannual prediction (DEMETER) . Bull. Am. Meteorol. Soc . 85 , 85 872 .
  16. Peña , J. M. , Lozano , J. A. and Larrafiaga , P. 1999 . An empirical comparison of four initialization methods for the k-means algorithm . Pattern Recognition Letters 20 , 1027 1040 .
  17. Shannon , C. E. 1948 . A mathematical theory of communication . Bell SysL Tech. J . 27 , 623 656 .
  18. Wilby , R. L. and Wigley , T. M. L. 1997 . Downscaling general circulation model output: a review of methods and limitations . Prog. Phys. Geog . 21 , 530 548 .
  19. Zorita , E. and von Storch , H. 1999 . The analog method as a simple statistical downscaling technique: comparison with more complicated methods . J. Climate 12 , 2474 2489 .
Language: English
Page range: 435 - 447
Submitted on: Apr 18, 2004
Accepted on: Jan 5, 2005
Published on: Jan 1, 2005
Published by: Stockholm University Press
In partnership with: Paradigm Publishing Services

© 2005 J. M. Gutiérrez, R. Cano, A. S. Cofiño, C. Sordo, published by Stockholm University Press
This work is licensed under the Creative Commons Attribution 4.0 License.