GPM IMERG
Contents
GPM IMERG¶
Overview¶
GPM IMERG Final Precipitation L3 Half Hourly 0.1 degree x 0.1 degree V07
The Integrated Multi-satellitE Retrievals for GPM (IMERG) algorithm combines information from the GPM satellites to estimate global precipitation. IMERG is the continuation of TRMM. The latest version is V07 which combines the precipitation estimates collected by the TRMM satellite (2000 - 2015) with the estimates from the GPM satellite (2014 - present). IMERG V07 is being reprocessed for the entire TRMM-GPM record and thus supersedes all prior IMERG versions, as well as superseding the prior TRMM-based TMPA products.
The monthly Global Precipitation Climatology Project (GPCP) Satellite-Gauge (SG) product over high-latitude ocean and tropical land is used to correct known biases.
The dataset has a spatial resolution of 0.1°x0.1° (roughly 10x10 km) over the globe and a temporal resolution of 30 minutes. The temporal coverage starts on 2000-06-01 to present with about 6 months of delay (this is effectively up to 1 year for the netcdf version, see Data download section below).
The IMERG system is run twice in near-real time:
“Early” multi-satellite product ~4 hr after observation time using only forward morphing and
“Late” multi-satellite product ~14 hr after observation time, using both forward and backward morphing and once after the monthly gauge analysis is received:
“Final”, satellite-gauge product ~3.5 months after the observation month, using both forward and backward morphing and including monthly gauge analyses.
For this collection only the “final” product is downloaded.
More information and a detailed description of the algorithm and data sources used are available on the NASA GPM website and on the GES DISC website.
Data download¶
The data is downloaded from the GESC DISC hyrax server using the opendap protocol to get it in netcdf4 format instead of the original HDF5. This version is updated irregularly, so the delay in data availability is effectively up to a year from present. As each original file contains only 1 timestep for ease of use the files are then concatenated in daily files using CDO and rechunked using NCO. Updates are run with a monthly frequency via the GitHub action.
The code used to download the files is written in bash and uses wget:
bash gpm.sh -y <year>
You just need to supply a year and the code will download all files in that year. If the output directory already contains files from the specified year then wget will only download new files or files that have been updated on the server.
The code used to concatenate the files is a bash script calling CDO
bash gpm_concat.sh
which runs
cdo --silent --no_warnings --no_history -L -s -f nc4c -z zip_4 cat 3B-HHR.MS.MRG.3IMERG.${yr}${mn}${day}*.nc tmp.nc
ncks --cnk_dmn time,48 --cnk_dmn lat,600 --cnk_dmn lon,600 tmp.nc 3B-HHR.MS.MRG.3IMERG.${yr}${mn}${day}.nc
A record of updates is kept in update_log.txt
for downloads and a separate log concat_log.txt
for the concatenation step.
We are only keeping the current year original files. The last modified dates for the original files are recorded in original/mod_date_
Data location¶
GPM IMERG V07 data in available in
/g/data/ia39/aus-ref-clim-data-nci/gpm/data/V07/<yr>/<files>
License¶
Data citation¶
Huffman, G.J., E.F. Stocker, D.T. Bolvin, E.J. Nelkin, Jackson Tan (2023), GPM IMERG Final Precipitation L3 Half Hourly 0.1 degree x 0.1 degree V07, Greenbelt, MD, Goddard Earth Sciences Data and Information Services Center (GES DISC), Accessed: [Data Access Date], 10.5067/GPM/IMERG/3B-HH/07
References¶
GLOBAL PRECIPITATION MEASUREMENT PRECIPITATION PROCESSING SYSTEM, File Specification. 2023. (https://arthurhou.pps.eosdis.nasa.gov/Documents/IMERG_V07_ATBD_final.pdf)
Jin, Daeho, Oreopoulos, Lazaros, Lee, Dongmin, Tan, Jackson, Cho, Nayeong. 2021. Cloud-Precipitation Hybrid Regimes and their Projection onto IMERG Precipitation Data. Journal of Applied Meteorology and Climatology. Vol. -1, No. aop, DOI: 10.1175/JAMC-D-20-0253.1 ISSN: 1558-8424, 1558-8432
Acknowledgement¶
No statement provided.
Author note¶
This data has been updated to from V06B to V07 since it now supersedes all prior IMERG versions, as well as superseding the prior TRMM-based TMPA products. The V06B data still exists here: /g/data/ia39/aus-ref-clim-data-nci/gpm/data/V06B/<yr>/<files>
but will be soon removed. You can see more info about this version here.
Assistance¶
For assistance with GPM IMERG data on NCI, open a new issue at https://github.com/aus-ref-clim-data-nci/GPM/issues
NB Some of the original attributes contain slightly incorrect information and could generate warning in software that run attributes scan. As an example with cdo:
Warning (cdfScanVarAttr): NetCDF: Variable not found - >Grid_time<
Warning (cdfScanVarAttr): NetCDF: Variable not found - >Grid_lon<
Warning (cdfScanVarAttr): NetCDF: Variable not found - >Grid_lat<
Warning (cdfScanVarAttr): NetCDF: Variable not found - >Grid_latv<
Warning (cdfScanVarAttr): NetCDF: Variable not found - >Grid_nv<
Warning (cdfScanVarAttr): NetCDF: Variable not found - >Grid_lonv<
Warning (cdf_set_var): Inconsistent variable definition for lat_bnds!
Warning (cdf_set_var): Inconsistent variable definition for lon_bnds!
Warning (cdf_set_var): Inconsistent variable definition for time_bnds!
These warnings can be safely ignored!