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NCAR’s Reanalysis Effort : Past, Present, Future

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Presentation on theme: "NCAR’s Reanalysis Effort : Past, Present, Future"— Presentation transcript:

1 NCAR’s Reanalysis Effort : Past, Present, Future
by Joey Comeaux Steve Worley Bob Dattore 4/30/2019 Comeaux/Worley/Dattore - SCD/DSS

2 Comeaux/Worley/Dattore - SCD/DSS
INTRODUCTION Recap of NCAR’s Efforts Observations Provided Upper Air Surface Aircraft Satellite Data Processing QC Station Histories/Libraries Report Header 4/30/2019 Comeaux/Worley/Dattore - SCD/DSS

3 Comeaux/Worley/Dattore - SCD/DSS
INTRODUCTION What’s New In house at DSS / already provided Potential sources Experience/Suggestions 4/30/2019 Comeaux/Worley/Dattore - SCD/DSS

4 Comeaux/Worley/Dattore - SCD/DSS
DATA PREPARED by DSS Upper Air Raobs, Pibals, Dropsondes Over 70,000,000 observations More than 3,000 stations About 50 different sources 4/30/2019 Comeaux/Worley/Dattore - SCD/DSS

5 Comeaux/Worley/Dattore - SCD/DSS
Upper Air Data New Data Updated Unknown Not DSS Description Period NNR ERA-40 C-CARDS Raobs ???? CARDS 542 China R & P Countries R & P French R & P GATE R & P 1974 Line Island 1967 MIT Raobs Navy Kunia Navy Spot Soundings NCEP ADP 1973-Cont ? NCEP B3 4/30/2019 Comeaux/Worley/Dattore - SCD/DSS

6 Comeaux/Worley/Dattore - SCD/DSS
New Data Updated Unknown Not DSS Description Period NNR ERA-40 Permanent Ship ???? Ptarmigan Drops Russian NP Russian Ship Russian Upper Air Scherhag Raobs South African TD390 Raobs TD52 Pibals ? TD53 Pibals TD54 Raobs TWERLE US Control 1946-Cont USAF Upper Air 4/30/2019 Comeaux/Worley/Dattore - SCD/DSS

7 Comeaux/Worley/Dattore - SCD/DSS
DATA PROVIDED by DSS Surface Data Land surface stations ~ 1 Billion observations >10,000 stations Ships ICOADS Update thru 2004 to be completed in 2005 185,000,000 observations 4/30/2019 Comeaux/Worley/Dattore - SCD/DSS

8 Comeaux/Worley/Dattore - SCD/DSS
SURFACE DATA New Data Updated Unknown Not DSS Description Period NNR ERA-40 TD13 TD14 1938-Cont NCEP GTS 1975-Cont ???? USAF-Dick Davis Russian Sfc Hrly UW Antarctic 1980-Cont ICOADS ? 4/30/2019 Comeaux/Worley/Dattore - SCD/DSS

9 Comeaux/Worley/Dattore - SCD/DSS
DATA PROVIDED by DSS Aircraft Provided data for ~190,000,000 observations 11 different sources 4/30/2019 Comeaux/Worley/Dattore - SCD/DSS

10 Comeaux/Worley/Dattore - SCD/DSS
AIRCRAFT DATA New Data Updated Unknown Not DSS Description Start NNR ERA-40 U.S.A.F. TD57 Sadler NCEP B3 ? NCEP ADP ACFT 1973-Cont ? NCEP ACARS 1991-Cont ? USAF GTS ???? Navy New Zealand Australia GASP NAVY SPOT GATE 1974 4/30/2019 Comeaux/Worley/Dattore - SCD/DSS

11 Comeaux/Worley/Dattore - SCD/DSS
SATELLITE DATA New Data Updated Unknown Not DSS Description Start NNR ERA-40 VTPR TOVS ? SIRS ? GOES Cloud Winds B3 Cloud Winds 4/30/2019 Comeaux/Worley/Dattore - SCD/DSS

12 Comeaux/Worley/Dattore - SCD/DSS
Data Processing QC Station History Report Headers 4/30/2019 Comeaux/Worley/Dattore - SCD/DSS

13 Comeaux/Worley/Dattore - SCD/DSS
QUALITY CONTROL QC/QA Checks Duplicate Checks Duplicate Elimination - some Date/Time check Range checks on Data Location checks - some Unit checks Track checks Cross-dataset compares Corrected Winds, Heights, Temps, Dew Points Hydrostatic checks 4/30/2019 Comeaux/Worley/Dattore - SCD/DSS

14 Original Failure Rate Final Failure Rate Correction Rate

15 Comeaux/Worley/Dattore - SCD/DSS
Station Histories Process for Creating Station Histories Create History Locations/elevations on observations Calculate elevations from observations Interpolate elevations from terrain data Digitize Station Dictionaries Use Atlas Internal consistency checks Compare to many other histories/libraries Quite a few datasets with no locations/elevations 4/30/2019 Comeaux/Worley/Dattore - SCD/DSS

16 Sources for WMO Libraies
Station Histories Sources for WMO Libraies SOURCE START END NCEP OBS 1962 2002 C-CARD 1948 1965 CARDS 1900 1999 GAFFEN 1995 WMO Cont NAVY 1964 TD54 1941 1967 USAF 1977 1997 (1999) WBAN DSS Elevations Upper Air WMO WBAN (1900-Cont) TD52 Library Surface WMO WBAN Cont TD 4/30/2019 Comeaux/Worley/Dattore - SCD/DSS

17 No Elevations in B3 B3/ADP Change Over

18 Bad GTS Locs Aug 20-21, 2002 GTS Elv = 2m

19 Comeaux/Worley/Dattore - SCD/DSS
DSS Report Header Report Header Added to all conventional obs Contains info on Source Format Type of obs Type of ID Station History - most recent lat,lon New Version (8/2005) Processing date Station history name and version Data provider 4/30/2019 Comeaux/Worley/Dattore - SCD/DSS

20 Comeaux/Worley/Dattore - SCD/DSS
NEW DATA Reside at DSS / already provided Potential sources 4/30/2019 Comeaux/Worley/Dattore - SCD/DSS

21 Comeaux/Worley/Dattore - SCD/DSS
NEW DATA at NCAR UPPER AIR Galapagos Isl SHEBA 10/ /1998 Other Field Projects ???? 4/30/2019 Comeaux/Worley/Dattore - SCD/DSS

22 Comeaux/Worley/Dattore - SCD/DSS
NEW DATA at NCAR SURFACE DATA Canadian Sfc Hrly MDL U.S. & Can 1977-Cont UW Antarctic Ship ????-Cont Australian Sfc Russian NP Ice Isl NCDC ISH 1901-Cont U.S. SAO Brazil Riverflow ???? Precipitation 4/30/2019 Comeaux/Worley/Dattore - SCD/DSS

23

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25 Improvement in 1-Degree Box Coverage in ERA-40 for Jan, 1960

26 POTENTIAL SOURCES for NEW DATA
New Canadian data SFC for later U/A pre-1950’s Brazillian u/a and sfc data Japan u/a South Africa aircraft for 1950’s CDMP Restoration for about 21 African u/a stations for 1950’s DSS Restoration project w/ CDMP Working 7 and 9 track tape drives Univ of Alaska Canada ASLI 4/30/2019 Comeaux/Worley/Dattore - SCD/DSS

27 LESSONS LEARNED/SUGGESTIONS
QC & station history works takes 2x as long as expected Merge process should allow for update of individual datasets Insure updated versions of data overide older data GTS Datasets which have been corrected 4/30/2019 Comeaux/Worley/Dattore - SCD/DSS

28 LESSONS LEARNED/SUGGESTIONS
Data provided should contain Original source of data Data provider Type of ID Processing date Station history identifier and version This info should be carried into BUFR and Feedback Improved communication Better documentation More info on data downloaded and merged Improved feedback from model 4/30/2019 Comeaux/Worley/Dattore - SCD/DSS

29 Archive Data Refresh Cycle
detail labels on all records (e.g. data and library version, ..) inventories first order data checks and systematic error fixes Archive Center Collections Collection Merging create merged record format convert units QA/QC evaluations Assimilation Analysis verify data receipt with archive center feedback problems discovered in QA/QC possible request to fix and re-supply the data carry forward all detail record identification insert metadata relative to observed data quality, etc communicate back to archive center Feedback output 4/30/2019 Comeaux/Worley/Dattore - SCD/DSS


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