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How Climate Can Be Predicted

How Climate Can Be Predicted. Why Some Predictability Exists, and How Predictions Can Be Made. Seasonal/interannual predictability comes from factors that exert a continuous influence over a period of time that includes many sequences of weather events. Such factors are:

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How Climate Can Be Predicted

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  1. How Climate Can Be Predicted Why Some Predictability Exists, and How Predictions Can Be Made

  2. Seasonal/interannual predictability comes from factors that exert a continuous influence over a period of time that includes many sequences of weather events. Such factors are: Sea surface temperatures (SST; ENSO, others) Land surface conditions: soil moisture, vegetation Radiative variations (volcanos, greenhouse gases) Intraseasonal processes (MJO)

  3. Much of the predictable part of seasonal climate comes as a result of anomalies of sea surface temperature (SST) in tropical ocean basins.

  4. ENSO: The strongest source of tropical SST variation Total SST Anomaly of SST

  5. El Nińo La Nińa

  6. Climate Variability: Importance of ENSO and its Prediction Tropical Pacific SST anomaly in December of Year (0) of some El Nino episodes

  7. Total Total Anomaly

  8. Normal El NińoLa Nińa

  9. Nińo3.4 region: 5ºN-5ºS, 120º-170ºW El Nińo El Nińo La Nińa La Nińa La Nińa

  10. El Nińo episodes often begin in April, May or June, and end in about 10-12 months, in February, March, April, or May.

  11. Mason and Goddard, 2001, Probabilistic precipitation anomalies associated with ENSO. Bulletin of the American Meteorological Society, 82, 619-638. http://iri.columbia.edu/climate/forecast//enso/index.html

  12. http://iri.columbia.edu/climate/forecast//enso/index.html

  13. http://iri.columbia.edu/climate/forecast//enso/index.html

  14. http://iri.columbia.edu/climate/forecast//enso/index.html

  15. http://iri.columbia.edu/climate/forecast//enso/index.html

  16. http://iri.columbia.edu/climate/forecast//enso/index.html

  17. http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/ warm

  18. http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/ . cold

  19. http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/ . cold

  20. http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/ warm

  21. http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/ . cold

  22. http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/ warm

  23. http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/ warm

  24. http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/ . cold

  25. http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/ warm

  26. http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/ . cold

  27. http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/ warm

  28. http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/ . cold

  29. http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/ warm

  30. http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/ . cold

  31. http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/ warm

  32. http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/ . cold

  33. http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/ warm

  34. http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/ . cold

  35. http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/ warm

  36. http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/ . cold

  37. http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/ warm

  38. http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/ . cold

  39. http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/ warm

  40. http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/http://iridl.ldeo.columbia.edu/SOURCES/.IRI/.Analyses/.ENSO-RP/.ver1950-2002/ . cold

  41. Is the ENSO phase predictable?

  42. A Brief History of LDEO Model • LDEO1:Original Cane and Zebiak model (Cane et al., Nature, 1986) • LDEO2:LDEO1 plus coupled initialization (Chen et al., Science, 1995) • LDEO3:LDEO2 plus sea level data assimilation (Chen et al., GRL,1998) • LDEO4:LDEO3 plus statistical bias correction (Chen et al., GRL, 2000) • LDEO5:LDEO4 plus additional correction on SST (Chen et al., Nature, 2004) LDEO5 Forecast Skill LDEO4 0.8 --------------------------------------------------------------------------------------------------- LDEO2 LDEO3 0.7 --------------------------------------------------------------------------------------------------- LDEO1 --------------------------------------------------------------------------------------------------- 0.6 6 month lead; 1970-1985 --------------------------------------------------------------------------------------------------- 0.5 0.4 1995 2005 1985 1990 2000

  43. ***** questionable forecast: late onset of El Nińo . questionable forecast: early dissipation of El Nińo due partly to MJO questionable forecast: Onset of La Nińa at unusual time of year

  44. ***** acceptable forecast: late onset of El Nińo . acceptable forecast: early dissipation of El Nińo due partly to MJO acceptable forecast: Onset of La Nińa at unusual time of year

  45. Lead cor skill rmse skill ‘04-06 ‘04-07 ‘04-06 ‘04-07 •

  46. Lead cor skill rmse skill ‘04-06 ‘04-07 ‘04-06 ‘04-07 •

  47. Lead cor skill rmse skill ‘04-06 ‘04-07 ‘04-06 ‘04-07 ? ? • ?

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