fluxnet radiation vs. narr · 2010. 10. 7. · studies (giss) radiative transfer model • data:...

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Fluxnet Radiation vs. NARR Lei Zhao

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Page 1: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated

Fluxnet Radiation vs. NARR Lei Zhao

Page 2: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated

Locations of Fluxnet Sites Analyzed

Page 3: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated

Surface Temperature: NARR vs. Obs.

• NARR surface temperature SYSTEMATICALY higher than sites’ observations

• Evoke us to examine the incoming solar radiation

Page 4: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated

Linear Regression Analysis

• Geometric Mean Regression (GMR) ▫  Allow both errors in two vectors (fitted data)

▫  Do least square regressions twice

▫  Geometric mean of the two

Page 5: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated
Page 6: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated
Page 7: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated
Page 8: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated
Page 9: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated
Page 10: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated
Page 11: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated
Page 12: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated
Page 13: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated
Page 14: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated
Page 15: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated

A Brief Summary

Page 16: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated

GCM

Page 17: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated

This evoke us to examine the absorbed solar radiation by the surface that people worked out recently

Page 18: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated

Trenberth et al. 2009

Page 19: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated
Page 20: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated
Page 21: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated
Page 22: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated

“the most realistic published computations to date” (Trenberth)

Page 23: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated
Page 24: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated

Zhang et al. 2004

•  Produce the ISCCP-FD version of radiative fluxes based on ISCCP cloud data and radiative transfer model

• Model: the NASA Goddard Institute for Space Studies (GISS) radiative transfer model

• Data: improved ISCCP cloud climatology

Page 25: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated

Kim and Ramanathan (2008)

•  Provided updated estimates of solar radiation • Making use of many space-based measurements •  The model has new treatment of water vapor

absorption and aerosols •  Their results were validated by surface

observations

Page 26: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated

Qian et al (2006)

• Using NCEP-NCAR reanalyses, but the reanalysis cloud cover shows a trend that is not evident in station data.

• Make use of available station data of cloud cover anomaly to adjust the reanalysis monthly surface solar radiation anomaly

• Data used: CRU_TS_2.02 cloud cover data •  Sr,adj=(Sobs,m/Sr,m)Sr

Page 27: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated

So …

• Estimates of surface radiation fields based on satellite observations have become available recently; however, they are relatively short in length and often affected by errors in satellite observations of clouds and other atmospheric properties, as discussed below

(Qian et al. 2006)

Page 28: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated

The most uncertainties come from the spurious cloud cover record

•  Failure in satellite observation

•  Failure in modeling results

Page 29: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated
Page 30: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated
Page 31: Fluxnet Radiation vs. NARR · 2010. 10. 7. · Studies (GISS) radiative transfer model • Data: improved ISCCP cloud climatology . Kim and Ramanathan (2008) • Provided updated