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Examining Fresh Water Flux over Global Oceansin the NCEP GDAS, CDAS, CDAS2, GFS, and CFSP. Xie1), M. Chen1), J.E. Janowiak1), W. Wang1), C. Huang1), C.-L. Shie2), and L. Chiu3)1) NOAA Climate Prediction Center2) UMBC / NASA Goddard Space Flight Center3) GMU / NASA Goddard Space Flight Center
Objective: To examine the oceanic precipitation and evaporation fields generated by NCEP reanalyses and climate model simulations through comparison with corresponding observations Uncertainties in oceanic observations considered by using multiple data sources and taking into account the standard deviation among the different observations
Precipitation Observation Data Three sets of observation data sets used: CMAP / GPCP / TRMM Annual climatology (mm/day) for 1988 – 2000 Largest uncertainties (standard deviation among observations) over ITCZ and high latitudes Standard Deviation about 10% of the mean values
Evaporation Observation Data Four products: GSSTF2 / HOAPS3 J-OFURO-2 / SOC1.1a Annual climatology (mm/day) for 1988 – 2000 Large uncertainties over tropical oceans, especially over E. Pacific and over oceans around the Maritime Continent Standard Deviation about 10% of the mean values
E-P Annual Climatology Based on 12 sets of E/P combinations Standard Deviation about 10% - 20% of the mean values Less uncertainties in zonal mean
Spatial patterns reproduced well by all products • Pattern in GDAS in close agreement with observations • Orientation of SPCZ in CDAS1 too flat • Precipitation too heavy in GDAS, CDAS2, GFS and CFS • Atlantic ITCZ shirted southward and double ITCZ over E. Pacific in CFS DJF Precipitation Climatology
30oW-20oW • Excessive preci- pitation in GDAS, CDAS2, GFS and CFS • Migration of ITCZ extremely well simulated in GDAS • ITCZ location shifted in CDAS2, GFS, and CFS • Southward shift of ITCZ reaches ~10o during Spring in CFS Precipitation Annual Cycle over Atlantic
DJF Evaporation Climatology • Large-scale pattern reproduced reasonably well in all products • Over S.H., magnitude in all products close to that in the observations • Over N.H., excessive amount of evaporation compared to the observations
DJF E-P Climatology • Large-scale pattern reproduced reasonably well in all products • Larger magnitude in GDAS and CDAS2 over tropics • Excessive incoming E-P flux along Pacific ITCZ in GFS and CFS
Latitudinal Profile of Annual Mean Location of maxima and minima well caught CDAS1 reproduced the magnitude of E and P very well All other products generated excessive amount of E / P over most latitudes
Anomaly Correlation for Precip. Correlation very high (>0.8) between the two observations from 50oS-50oN Monthly anomaly reproduced very well by GDAS over most oceanic regions Reasonable agreements for CDAS1 and CDAS2, especially over Pacific and North Atlantic
Standard Deviation of Precipitation Anomaly Insufficient / excessive magnitude of inter-annual variations in precipitation simulated in CDAS1 / CDAS2 Results for GDAS not included due to short data record without major ENSO events
Anomaly Correlation for Evap. Correlation very high (>0.8) between the two observations over extra-tropics and reasonably high (>0.6) over tropics Evaporation anomaly reproduced well over extra-tropics but less desirable over tropics (r<0.5) GDAS presents better agreements with the observations
Standard Deviation of Evaporation Anomaly Distribution of anomaly standard deviation for CDAS1 compares well with the observations in both pattern and magnitude Patterns generated by CDAS2 is similar to but magnitude is much larger than those in the observations
GDAS Performance Time series of pattern correlation between GDAS simulation and observations (CMAP/HOAPS3) Slight improvements in precipitation simulation from mid of 2003 Steady improvements in evaporation, especially over tropics
Summary • Seasonal variations and interannual variability of oceanic precipitation and evaporation in GDAS, CDAS1, CDAS2, GFS and CFS are broadly consistent with observations; • GDAS presents the best performance among the five products examined • However, certain consistent errors are seen: • The ITCZ is too weak in CDAS1 and too strong in the GDAS and GFS; • Shift in ITCZ / SPCZ positions, especially over Atlantic; • Systematic differences between GFS and CFS; • Excessive evaporation in GDAS, CDAS2, GFS and CFS
Double ITCZ over E. Pacific reproduced well in GDAS, CDAS1, CDAS2 and GFS • ITCZ over E. Pacific (northern branch) weak and ITCZ over Atlantic shifted southward • ITCZ too strong over Pacific and Atlantic in GDAS, CDAS2, GFS, and CFS MAM Precipitation Climatology
JJA Precipitation Climatology • Spatial patterns reproduced well by all products • Pattern in GDAS in close agreement with observations • Precipitation too heavy in GDAS, CDAS2, GFS and CFS
JJA Evaporation Climatology • Large-scale pattern reproduced reasonably well in all products • Larger amount of evaporation in all products over Indian Ocean • Reasonable magnitude of evaporation elsewhere
JJA E-P Climatology • Large-scale pattern reproduced reasonably well in all products • Larger magnitude in GDAS and CDAS2 over tropics • Excessive/deficit incoming E-P flux over East / West Pacific ITCZ in GFS and CFS
DJF Evap. Anomaly Pattern [ENSO] • Regressional coeffi- cients of evaporation against NINO3.4 • Magnitude of evapo- ration anomaly is much smaller (~1/5) than that of precipitation • Anomaly pattern well simulated by CDAS1, CDAS2 and GFS, especially over Atlantic • Anomaly pattern poorly simulated by CFS over Pacific