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TIGGE data via OPeNDAP Jennifer M. Adams and Brian Doty IGES/COLA
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TIGGE data via OPeNDAP Jennifer M. Adams and Brian Doty IGES/COLA.

Mar 27, 2015

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Page 1: TIGGE data via OPeNDAP Jennifer M. Adams and Brian Doty IGES/COLA.

TIGGE data via OPeNDAP

Jennifer M. Adams and Brian DotyIGES/COLA

Page 2: TIGGE data via OPeNDAP Jennifer M. Adams and Brian Doty IGES/COLA.

What is GrADS? • GrADS is an interactive tool that integrates

data access, analysis, and visualization• Handles many data formats:

Binary, NetCDF, HDF, GRIB, BUFR • Two data models for gridded and in situ data• Expression handling is flexible, compact, recursive• Programmable interface for scripting• Written in C; code is open source (GPL)• Active users forum with 1800+ subscribers

Page 3: TIGGE data via OPeNDAP Jennifer M. Adams and Brian Doty IGES/COLA.

GOES VIS Image with Radar, 500mb Heights, and SLP

18z 4 June 2009

Page 4: TIGGE data via OPeNDAP Jennifer M. Adams and Brian Doty IGES/COLA.

Analysis of Surface METAR Observations with Radar

18z 29 May 2009

Page 5: TIGGE data via OPeNDAP Jennifer M. Adams and Brian Doty IGES/COLA.

QuikSCAT Winds (HDF), Surface Obs (BUFR), and ETA Model SLP (GRIB)

Another Example of GrADS Graphics Output

00z 6 Dec 2003

Page 6: TIGGE data via OPeNDAP Jennifer M. Adams and Brian Doty IGES/COLA.

What is the GrADS Data Server?

• GDS is a stable, secure, OPeNDAP data server that provides subsetting and server-side analysis services over the internet

• GDS can serve any GrADS-readable dataset, and unifies all data formats into a NetCDF framework

• Open a data set with http://server/filename instead of /disk/filename

Page 7: TIGGE data via OPeNDAP Jennifer M. Adams and Brian Doty IGES/COLA.

News from GrADS/GDS Team GrADS has a 5th grid dimension for ensembles set X, Y, Z, T, or E set lon, lat, lev, time, or ens

GrADS has an interface for HDF5 and GRIB2 GDS can serve any GrADS data set GrADS is a client for any OPeNDAP data set GrADS supports GIS-compatible formats GeoTIFF, KML, and ESRI Shapefiles

Page 8: TIGGE data via OPeNDAP Jennifer M. Adams and Brian Doty IGES/COLA.

GrADS Plot in Google Earth

Page 9: TIGGE data via OPeNDAP Jennifer M. Adams and Brian Doty IGES/COLA.

Palmer Drought Severity IndexJuly 2009

Page 10: TIGGE data via OPeNDAP Jennifer M. Adams and Brian Doty IGES/COLA.

Ensemble Forecast Time Series (Longitude, Latitude, and Level are fixed)

Forecast Time --->

Page 11: TIGGE data via OPeNDAP Jennifer M. Adams and Brian Doty IGES/COLA.

Ensemble Forecast Grid (Longitude, Latitude, and Level are fixed)

Forecast Time --->

Ens

embl

e M

embe

r

Page 12: TIGGE data via OPeNDAP Jennifer M. Adams and Brian Doty IGES/COLA.

Ten Ensemble Forecasts (Longitude, Latitude, and Level are fixed)

Forecast Time --->

Ens

embl

e M

embe

r

Page 13: TIGGE data via OPeNDAP Jennifer M. Adams and Brian Doty IGES/COLA.

Ensemble Forecast Time Series (Longitude, Latitude, and Level are fixed)

Forecast Time --->

Page 14: TIGGE data via OPeNDAP Jennifer M. Adams and Brian Doty IGES/COLA.

Ensemble Mean = tloop(ave(Z,e=1,e=21))Ensemble Min/Max = tloop(min(Z,ens=c00,ens=p20)) +/- StdDev of Ensemble Mean = tloop(sqrt(ave(pow(Z-Zave,2),e=1,e=21)))

Forecast Time --->

Page 15: TIGGE data via OPeNDAP Jennifer M. Adams and Brian Doty IGES/COLA.

• File aggregation • Format translation• Subset over all dimensions• Server-side analysis• Data become more usable and accessible

Ensemble Data Sets Behind GDS

Page 16: TIGGE data via OPeNDAP Jennifer M. Adams and Brian Doty IGES/COLA.

+ Perfect testbed for ensemble handling and GRIB2 interface+ Boost to usage of TIGGE data+ Forecasts organized by date and by provider+ Time series of analyses

- Nearly unbearable load on old hardware- 48-hour data embargo- Int’l agreement requires password protection

TIGGE Data Behind GDS at NCAR

Page 17: TIGGE data via OPeNDAP Jennifer M. Adams and Brian Doty IGES/COLA.

TIGGE Multi-Member Multi-Model Ensemble 500mb Geopotential Height valid August 30, 2008

7-day Lead

3-day Lead

5-day Lead

1-day Lead

Page 18: TIGGE data via OPeNDAP Jennifer M. Adams and Brian Doty IGES/COLA.

2008 Indian MonsoonComparison of surface observations, TRMM satellite estimates, and TIGGE forecasts

TRMM EstimateStation Observations ECMWF 1.5-day Forecast NCEP 1.5-day Forecast

All-India Precipitation (mm/day)

Page 19: TIGGE data via OPeNDAP Jennifer M. Adams and Brian Doty IGES/COLA.

TIGGE Forecasts of Hurricane Ikein the Gulf of Mexico, September 2008

00z 8 Sep

12z 8 Sep

00z 9 Sep

12z 9 Sep

Page 20: TIGGE data via OPeNDAP Jennifer M. Adams and Brian Doty IGES/COLA.

TIGGE Forecasts of Hurricane Ike valid: 12z 9 Sep - 00z 13 Sep 2008

Init:00z

8 Sep

Init:12z

8 Sep

Init:00z

9 Sep

Init:12z

9 Sep

Page 21: TIGGE data via OPeNDAP Jennifer M. Adams and Brian Doty IGES/COLA.

TIGGE GDS http://cdp.ucar.edu:9090

Jennifer Miletta Adams [email protected]