Chapter 10: Utilities and Tools

Table of Contents

·       Introduction

·       read_wrf_nc

·       iowrf

·       p_interp

·       TC Bogus Scheme

·       v_interp

·       Tools


Introduction

This chapter contains a number of short utilities to read and manipulate WRF-ARW data.

 

Also included in this chapter are references to some basic third part software, which can be used to view/change input and output data files.

 

read_wrf_nc

 

This utility allows a user to look at a WRF netCDF file at a glance.

 

What is the difference between this utility and the netCDF utility ncdump?

·       This utility has a large number of options, to allow a user to look at the specific part of the netCDF file in question.

·       The utility is written in Fortran 90, which will allow users to add options.

·        

This utility can be used for both WRF-ARW and WRF-NMM cores.


It can be used for geogrid, metgrid and wrf input / output files.


Only 3 basic diagnostics are available, pressure / height / tk, these can be activated with the -diag option (these are only available for wrfout files)

Obtain the read_wrf_nc utility from the WRF Download page (http://www2.mmm.ucar.edu/wrf/users/download/get_source.html)

 

Compile

The code should run on any machine with a netCDF library (If you port the code to a different machine, please forward the compile flags to wrfhelp@ucar.edu)

 

To compile the code, use the compile flags at the top of the utility.


e.g., for a LINUX  machine you need to type:


pgf90  read_wrf_nc.f  -L/usr/local/netcdf/lib 
   -lnetcdf  -lm  -I/usr/local/netcdf/include 
   -Mfree  -o read_wrf_nc

 

If successful, this will create the executable: read_wrf_nc

 

Run

./read_wrf_nc  wrf_data_file_name  [-options]

 

options : [-h / help] [-att] [-m] [-M z] [-s]
[-S x y z] [-v VAR] [-V VAR] [-w VAR]
[-t t1 [t2]] [-times]
[-ts xy X  Y  VAR VAR ....]
[-ts ll  lat lon VAR VAR ....]
[-lev z] [-rot] [-diag]
[-EditData VAR]

 

Options:      (Note: options [-att] ; [-t] and [-diag] can be used with other options)

-h / help

Print help information.

-att

Print global attributes.

-m

Print list of fields available for each time, plus the min and max values for each field.

-M z

Print list of fields available for each time, plus the min and max values for each field.
The min and max values of 3d fields will be for the z level of the field.

-s

Print list of fields available for each time, plus a sample value for each field.
Sample value is taken from the middle of model domain.

-S x y z

Print list of fields available for each time, plus a sample value for each field.
Sample value is at point x y z in the model domain.

-t t1 [t2]

Apply options only to times t1 to t2.
t2 is optional. If not set, options will only apply to t1.

-times

Print only the times in the file.

-ts

Generate time series output. A full vertical profile for each variable will be created.

-ts xy X  Y  VAR VAR …..

will generate time series output for all VAR’s at location X/Y

-ts ll lat lon VAR VAR …..

will generate time series output for all VAR’s at x/y location nearest to lat/lon

-lev z

Work only with option –ts
Will only create a time series for level z

-rot

Work only with option –ts

Will rotate winds to earth coordinates

-diag

Add if you want to see output for the diagnostics temperature (K), full model pressure and model height (tk, pressure, height)

-v VAR

Print basic information about field VAR.

-V VAR

Print basic information about field VAR, and dump the full field out to the screen.

-w VAR

Write the full field out to a file VAR.out

 

 

 

Default Options are [-att –s]

 

 

SPECIAL option: -EditData VAR

This option allows a user to read a WRF netCDF file, change a specific field and write it BACK into the WRF netCDF file.

This option will CHANGE your CURRENT WRF netCDF file so TAKE CARE when using this option.

ONLY one field at a time can be changed. So if you need 3 fields changed, you will need to run this program 3 times, each with a different "VAR"

IF you have multiple times in your WRF netCDF file – by default ALL times for variable "VAR" WILL be changed. If you only want to change one time period, also use the “-t” option.

HOW TO USE THIS OPTION:

Make a COPY of your WRF netCDF file before using this option

 

EDIT the subroutine USER_CODE

ADD an IF-statement block for the variable you want to change. This is to prevent a variable getting overwritten by mistake.

For REAL data arrays, work with array "data_real" and for INTEGER data arrays, work with the array "data_int".

 


Example 1:
If you want to change all (all time periods too) values of U to a constant 10.0 m/s, you would add the following IF-statement:
   else if ( var == 'U') then
     data_real = 10.0

Example 2:
If you want to change a section of the LANDMASK data to SEA points:
   else if ( var == 'LANDMASK') then
     data_real(10:15,20:25,1) = 0

Example 3:
Change all ISLTYP category 3 values into category 7 values (NOTE this is an INTEGER field):
   else if ( var == 'ISLTYP') then
     where (data_int == 3 )
       data_int = 7
     end where

 

Compile and run program
You will be prompted if this is really what you want to do
ONLY the answer "yes" will allow the change to take effect

 

iowrf

This utility allows a user to do some basic manipulation on WRF-ARW netCDF files.

 

·       The utility allows a user to thin the data; de-stagger the data; or extract a box from the data file.


Obtain the iowrf utility from the WRF Download page (http://www2.mmm.ucar.edu/wrf/users/download/get_source.html)

 

Compile

The code should run on any machine with a netCDF library (If you port the code to a different machine, please forward the compile flags to wrfhelp@ucar.edu)

 

To compile the code, use the compile flags at the top of the utility.


e.g., for a LINUX  machine you need to type:

 

pgf90 iowrf.f  -L/usr/local/netcdf/lib  -lnetcdf  -lm  -I/usr/local/netcdf/include  -Mfree  -o iowrf

 

If successful, this will create the executable: iowrf

 

Run

 

./iowrf  wrf_data_file_name  [-options]

 

options : [-h / help] [-thina X] [-thin X] [-box {}] [-A] [-64bit]

 

-thina X

Thin the data with a ratio of 1:X
Data will be averaged before being fed back

-thin X

Thin the data with a ratio of 1:X

No averaging will be done

-box {}

Extract a box from the data file. X/Y/Z can be controlled independently. e.g.,

-box x 10 30 y 10 30 z 5 15

-box x 10 30 z 5 15

-box y 10 30

-box z 5 15

-A

De-stagger the data – no thinning will take place

-64bit

Allow large files (> 2GB) to be read / write

p_interp

This utility interpolates WRF-ARW netCDF output files to user specified pressure levels. Several new capabilities are supported in p_interp since October 2010.  These includes:


Obtain the p_interp utility from the WRF Download page (http://www2.mmm.ucar.edu/wrf/users/download/get_source.html)

 

 

Compile

The code should run on any machine with a netCDF library (If you port the code to a different machine, please forward the compile flags to wrfhelp@ucar.edu)

 

To compile the code, use the compile flags at the top of the utility.


e.g., for a serial compile on a LINUX machine you need to type:

 

pgf90 p_interp.F90  -L/usr/local/netcdf/lib 
-lnetcdf  -lm  -I/usr/local/netcdf/include 
-Mfree  -o p_interp

 

 e.g., for a parallel compile on an IBM machine you need to type:

 

mpxlf_r -qfree=f90 -L/usr/local/netcdf/lib -lnetcdf

      -lm -I/usr/local/netcdf/include -o p_interp p_interp.F90 -WF,-D_MPI

 

If successful, this will create the executable: p_interp

 

 

Edit the Namelist

 

Edit the associated namelist.pinterp file.  (see namelist options below).

 

&io

Default value

Description

path_to_input

./

Path to input data

input_name

None – must be set in namelist

File name(s) of wrfout files.
Use wild character if more than one file is processed.

path_to_output

./

Path where output data will be written

output_name

‘ ’

If no name is specified the output will be written to input_name_PLEV

process

‘all’

Indicate which fields to process.
‘all’ fields in wrfout file (diagnostics PRES, TT, HGT & RH will automatically be calculated);

‘list’ of fields as indicated in ‘fields’

fields

‘ ’

List of fields to process, if ‘list’ is used in parameter ‘process’

debug

.false.

Set to .true. for more debugging

mpi_debug

.false.

Set to .true. for additional output that may be helpful when debugging parallel code.

bit64

.false.

Allow large files (> 2GB) to be read / write.

met_em_output

.false.

Set to .true. to calculate and output fields needed in a met_em file.  These files are used as input to real.exe.

split_output

.false.

.true. will output each time in the input file to a separate output file.

 

&interp_in

Default Value

Description

interp_levels

-99999.

List of pressure levels to interpolate data to

extrapolate

0

0 - set values below ground and above model top to missing values (default)

1 - extrapolate below ground, and set above model top to model top values

interp_method

1

1 - linear in p interpolation (default)
2 - linear in log p interpolation

unstagger_grid

.false.

Set to .true. to unstagger the data on output

 

If met_em_output is set to .true. in the namelist, other options also need to be set:

split_output   = .true.

unstagger_grid = .false.

extrapolate    = 1

process        = 'all'

 

If you do not set any of the first 3 options as shown above, they will be reset automatically in the code.  If process is set to 'list', the code will stop and the user will have to set process to 'all'.

 

Also note that p_interp will stop if met_em* files already exist in the path_to_output directory.  This is to reduce the change of overwriting any met_em* files created by metgrid.exe.

 

Run

 

To run p_interp compiled with the serial options, type

 

./p_interp

 

For distributed memory systems, some form of mpirun will be needed to run the executable.  To run p_interp (compiled with parallel options) interactively, and using x processors, the command may look like:

 

mpirun –np x ./p_interp

 

On some systems parallel interactive jobs may not be an option, in which case the command would be

 

mpirun ./p_interp

 

run in a batch script.  On some IBM systems, the parallel job launcher may be poe or mpirun.lsf rather than mpirun.

 

TC Bogus Scheme 

The ARW core for the WRF modeling system provides a simple Tropical Cyclone (TC) Bogussing scheme. It can remove an existing tropical storm, and may optionally bogus in a Rankine vortex for the new tropical storm. The input to the program is a single time-period and single domain of metgrid data, and a few namelist variables from the namelist.input file describing the bogus TC’s location and strength.  The output is also a metgrid-like file.  The scheme is currently only set up to process isobaric data.  After running the tc.exe program, the user must manually rename the files so that the real.exe program can read the modified input. 

 

Namelist Options

The namelist information for the TC scheme is located in an optional namelist record &tc.  Only a single domain is processed.  Users with multiple domains should horizontally interpolate the generated meteorological fields to the fine-grid domains.  Alternatively, users may run the tc.exe program on separate metgrid output files for different domains, though this is not recommended.

 

insert_bogus_storm

logical, insert a bogus storm

remove_storm

logical, remove an existing storm

num_storm

integer, number of storms to bogus, currently must be set to 1

latc_loc

real, latitude of bogus storm (+ north, - south)

lonc_loc

real, longitude of bogus storm (+ east, - west)

vmax_meters_per_second

real, maximum observed sustained wind speed (m/s)

rmax

real, radius from the cyclone center to where the maximum wind speed occurs (m)

vmax_ratio

real, scale factor for model’s Rankine vortex

 

Note: If insert_bogus_storm is set to true then remove_storm should be set to false.  If remove_storm is set to true then insert_bogus_storm should be set to false.

 

The value for vmax_ratio should be about 0.75 for a 45-km domain and about 0.90 for a 15-km domain.  This is a representativeness scale factor.  The observed maximum wind speed is not appropriate for an entire grid cell when the domain is fairly coarse. 

 

For example, assume that a cyclone report came in with the storm centered at 25o N and 75o W, where the maximum sustained winds were observed to be 120 kts, with the maximum winds about 90 km from the storm center.  With a 45-km coarse grid model domain, the namelist.input file would be:

 

 

 

 &tc

 insert_bogus_storm = .true.

 remove_storm = .false.

 latc_loc = 25.0

 lonc_loc = -75.0

 vmax_meters_per_second = 61.7

 rmax = 90000.0

 vmax_ratio = 0.75
 /

 

Program tc.exe

The program tc.exe is automatically built along with the rest of the ARW executables.  However this is a serial program. For the time being, it is the best to build this program using serial and no-nesting options.

 

Running tc.exe

1) Run all of the WPS programs as normal (geogrid, ungrib, and metgrid).

2) As usual, link in the metgrid output files into either the test/em_real or the run directory

3) Edit the namelist.input file for usage with the tc.exe program. Add in the required fields from the &tc record, and only process a single time period.

4) Run tc.exe

5) Rename the output file, auxinput1_d01_<date>  to the name that the real.exe program expects, met_em.d01.<date>, note that this will overwrite your original metgrid.exe output file for the initial time period.

6) Edit the namelist.input file to process all of the time periods for the real.exe program.

 

v_interp

This utility can be used to add vertical levels in WRF-ARW netCDF input. An example of the usage would be one-way nesting via program ndown. Since program ndown does not do ‘vertical nesting’ prior to Version 3.2, namely adding vertical levels, this program can be used after running ndown to achieve the same results. Starting from Version 3.2, vertical levels may be added in program ndown via namelist option ‘vert_refine_fact’, which allows one to refine vertical levels by an integer factor.



The v_interp utility program can be obtained from the WRF Download page (http://www2.mmm.ucar.edu/wrf/users/download/get_source.html)

 

 

Compile

The code should be easily built and run on any machine with a netCDF library. To compile the code, use the compile flags shown at the top of the utility program.


e.g., for a LINUX  machine and pgf90 compiler, one may type:

 

pgf90 v_interp.f  -L/usr/local/netcdf/lib -lnetcdf \ 
-I/usr/local/netcdf/include  \
-Mfree  -o v_interp

 

If successful, this will create the executable: v_interp

 

 

Run

 

Edit the namelist file namelist.v_interp (see namelist options below) for the number of new vertical levels (nvert) and the new set of levels (nlevels). To find out the existing model levels, check the original WRF namelist.input file used to create the input files, or type the following:

 

ncdump –v ZNW wrfinput_d01

 

The executable takes two arguments on the command line:

 

./v_interp file file_new

 

where file is the input file you want to add the vertical levels to, and file_new is the output file that contains more vertical levels. To run the program for wrfinput file, type

 

./v_interp wrfinput_d01 wrfinput_d01_new

 

For wrfbdy file, type

 

./v_interp wrfbdy_d01 wrfbdy_d01_new

 

namelists:

 

 

&newlevels

nvert

Number of new vertical levels (statggered)

nlevels

Values of new model levels

 

 

Program Notes:

 

When adding vertical levels, please keep the first and the last half levels the same as in the input file itself. Problem may occur if levels are added outside the range.

 

For wrfbdy file, please keep the input file name as wrfbdy_* since the program keys on the file name in order to do the interpolation for special boundary arrays.

 

 

 

proc_oml.f

This utility may be used to process 3D HYCOM (http://www.hycom.org) ocean model temperature data in netCDF format to produce initial ocean mixed layer depth field (H0ML) for use in WRF simulation that uses the simple ocean mixed layer model option (omlcall = 1, and oml_hml0 < 0). The program estimates two fields from the HYCOM data: 1) effective mixed layer depth based on the idea of ocean heat content (H0ML); and 2) mean ocean temperature in the top 200 m depth (TMOML). This is used as lower limit for cooling SST in the wake of a hurricane.

 

To download the proc_oml.f utility, please see http://www2.mmm.ucar.edu/wrf/users/hurricanes/util.html

 

Compile

 

To compile the code, use the compile flags shown at the top of the utility program.

For example, for a LINUX  machine and pgf90 compiler one may type:

 

pgf90 proc_oml.f  -L/usr/local/netcdf/lib –lnetcdf \ 
-I/usr/local/netcdf/include -Mfree  -o proc_oml.f

 

If successful, this will create the executable: proc_oml

 

Run

 

To run the program, type

 

./proc_oml ocean-data-file.nc yyyymmddhh

 

where ‘ocean-data-file.nc’ is the HYCOM ocean data file, and yyyymmddhh is the 10-digit date when the data is valid for (e.g. 2005082700). Successfully running the program will produce an output file MLD, which is in intermediate format as if it were produced by WPS/ungrib program.

 

To use this field in WPS/metgrid, add it to ‘constant_name’ as below:

 

 constant_name = ‘MLD’,

 

V3.2 WPS/metgrid has the additional fields in METGRID.TBL for proper horizontal interpolation. For more information, please refer to presentation at

http://www2.mmm.ucar.edu/wrf/users/tutorial/hurricanes/AHW_nest_ocean.pdf

Tools

Below is a list of tools that are freely available that can be used very successfully to manipulate model data (both WRF model data as well as other GRIB and netCDF datasets).

 

Converting Graphics

 

ImageMagick

 

ImageMagick is a software suite to create, edit, and compose bitmap images. It can read, convert and write images in a variety of formats (over 100) including DPX, EXR, GIF, JPEG, JPEG-2000, PDF, PhotoCD, PNG, Postscript, SVG, and TIFF. Use ImageMagick to translate, flip, mirror, rotate, scale, shear and transform images, adjust image colors, apply various special effects, or draw text, lines, polygons, ellipses and B_zier curves.

 

The software package is freely available from, http://www.imagemagick.org. Download and installation instructions are also available from this site.

 

Examples of converting data with ImageMagick software:

convert  file.pdf     file.png
convert  file.png     file.bmp
convert  file.pdf     file.gif
convert  file.ras     file.png

 

ImageMagick cannot convert ncgm (NCAR Graphics) file format to other file formats.

 

 

Converting ncgm (NCAR Graphics) file format

 

NCAR Graphics has tools to convert ncgm files to raster file formats. Once files are in raster file format, ImageMagick can be used to translate the files into other formats.

 

For ncgm files containing a single frame, use ctrans.

ctrans  -d sun  file.ncgm  file.ras


For ncgm files containing multiple frames, first use med (metafile frame editor) and then ctrans. med will create multiple single frame files called medxxx.ncgm

med -e '1,$ split $' file.ncgm
ctrans  -d sun_ med001.ncgm > med001.ras

 

 Basic Unix Commands

The WRF model is run on any Unix/Linux machine. Some basic Unix commands are required to work in this environment. There are numerous web sites one can visit to learn more about basic and advance Unix commands. A couple of basic Unix commands are listed below, as well as some web sites where users can obtain more information.

 

mkdir / rmdir

To make (mkdir) or remove (rmdir) directories.

cd

To change to a new directory.

ls

List the files and directories in a directory .

ls -l

Lists your files in 'long format', which contains lots of useful information, e.g. the exact size of the file, who owns the file and who has the right to look at it, and when it was last modified.

ls –lrt

Lists your files in 'long format', in order of time stamp, and reverse order.

rm

Remove files.

more

Shows the first part of a file, just as much as will fit on one screen. Just hit the space bar to see more or q to quit.

cat

Shows the entire file on the screen.

head

Shows the first couple of lines of a file on screen.

tail

Shows the last couple of lines of a file on screen.

grep

Find lines that match patterns in files.

mv

Rename or move a file.

cp

Copy a file to a different name or location.

pwd

Shows the directory path you are currently in.

ln -sf

Make a symbolic (-s) link (ln) of a file. The file will appear to be in two locations, but are only physically in one location. (The –f option ensures that if the target file already exists, then it will first be unlink so that the link may occur correctly.)

vi / emacs

File editors. For new users, emacs may be an easier editor to work with as vi requires some extra understanding to navigate between the command and insert modes, whereas emacs functions more like a conventional editor.

 

http://mally.stanford.edu/~sr/computing/basic-unix.html
http://pangea.stanford.edu/computing/unix/shell/commands.php
http://www.math.harvard.edu/computing/unix/unixcommands.html
http://www.washington.edu/computing/unix/unixqr.html
http://www.kb.iu.edu/data/afsk.html
http://en.wikipedia.org/wiki/List_of_Unix_utilities
http://members.unine.ch/philippe.renard/unix2.html
http://www.cs.colostate.edu/helpdocs/vi.html 

Design WRF model domains

 

WPS/util/plotgrids.exe or WPS/utils/plotgrids.ncl, can be used to display model domains before WPS/geogrid.exe is run.

 

Both utilities read the domain setup from namelist.wps and create a graphical output of the model domain.

 

WPS/util/plotgrids.exe

Is a Fortran program, which creates an ncgm file that can be viewed with the NCAR Graphics command “idt”, e.g.,

idt gmeta

 

WPS/util/plotgrids.ncl

Is an NCL script, which can either plot the domain on screen, or create a variety of different output types (pdf, ps, ncgm).   This script must be run in the same directory where the namelist.wps resides.

 

Read more about these utilities in Chapter 3 of this Users Guide.

 

Display ungrib (intermediate) files

 

WPS/util/plotfmt.exe, can be used to display intermediate files created by WPS/ungrib.exe.

 

If you have created intermediate files manually, it is a very good practice to use this utility to display the data in your files first before running WPS/metgrid/exe.
Note: If you plan on manually creating intermediate files, refer to http://www2.mmm.ucar.edu/wrf/OnLineTutorial/WPS/IM_files.htm for detailed information about the file formats and sample programs.

 

This utility reads intermediate files and creates an ncgm file that can be viewed with the NCAR Graphics command “idt”, e.g.,

 

idt gmeta

 

Read more about this utility in Chapter 3 of this Users Guide.

 

netCDF data

 

netCDF stands for network Common Data Form.

Most of the information below can be used for WRF netCDF data as well as other netCDF datasets.

netCDF is one of the current supported data formats chosen for WRF I/O API.

 

 

Advantages of using netCDF?

Most graphical packages support netCDF file formats

netCDF files are platform-independent (big-endian / little-endian)

A lot of software already exists which can be used to process/manipulate netCDF data

 

 

Documentation:

http://www.unidata.ucar.edu/ (General netCDF documentation)

http://www.unidata.ucar.edu/software/netcdf/fguide.pdf (NETCDF User’s Guide for FORTRAN)

 

 

Utilities:

ncdump

Part of the netCDF libraries. Reads a netCDF file and prints information about the dataset. e.g.

ncdump –h file  (print header information)

ncdump –v VAR file  (print header information and the
full field VAR)

ncdump –v Times file   (a handy way to see how many
times are available in a WRF output file)

 

ncview

Display netCDF data graphically. No overlays, no maps and no manipulation of data possible.
http://meteora.ucsd.edu/~pierce/ncview_home_page.html

 

ncBrowse

Display netCDF data graphically. Some overlays, maps and manipulation of data are possible.
http://www.epic.noaa.gov/java/ncBrowse/

 

read_wrf_nc

A utility to display basic information about WRF netCDF files.

 

iowrf

A utility to do some basic file manipulation on WRF-ARW netCDF files.

 

p_interp

A utility to interpolate WRF-ARW netCDF output files to user specified pressure levels.

 

netCDF operators

http://nco.sourceforge.net/

Stand alone programs to, which can be used to manipulate data (performing grid point averaging / file differencing / file ‘appending’). Examples of the available operators are ncdiff, ncrcat, ncra, and ncks.

 

ncdiff

Difference two file, e.g.

ncdiff  input1.nc input2.nc output.nc

 

ncrcat

Write specified variables / times to a new file, e.g.

ncrcat -v RAINNC wrfout* RAINNC.nc
ncrcat -d Time,0,231 –v  RAINNC  wrfout* RAINNC.nc

 

ncra

Average variables and write to a new file, e.g.

ncra -v OLR  wrfout* OLR.nc

ncks (nc kitchen sink)

Combination of NCO tools all in one (handy: one tool for multiple operations). One specifically handy use of this tool is to split large files into smaller files, e.g.

  ncks –A –F –d Time,1,1 wrfout* -o wrfout_time1.nc

 

GRIB data

 

Documentation

http://dss.ucar.edu/docs/formats/grib/gribdoc/ (Guide to GRIB 1)

http://www.nco.ncep.noaa.gov/pmb/docs/grib2/grib2_doc.shtml (Guide to GRIB2)
http://www.nco.ncep.noaa.gov/pmb/docs/grib2/GRIB2_parmeter_conversion_table.html (GRIB2 - GRIB1 parameter conversion table)

 

 

GRIB codes

 

It is important to understand the GRIB codes to know which fields are available in your dataset. For instance, NCEP uses the GRIB1 code 33 for the U-component of the wind, and 34 for the V-component. Other centers may use different codes, so always obtain the GRIB codes from the center you get your data from.

 

GRIB2 uses 3 codes for each field - product, category and parameter.
We would most often be interested in product 0 (Meteorological products). Category refers to the type of field, e.g., category 0 is temperature, category 1 is moisture and category 2 is momentum. Parameter is the field number.

So whereas GRIB1 only uses code 33 for the U-component of the wind, GRIB2 will use 0,2,2, for the U-component, and 0,2,3 for the V-component.

 

 

Display GRIB header/field information

 

GRIB1 data

WPS/util/g1print.exe

wgrib (http://www.cpc.ncep.noaa.gov/products/wesley/wgrib.html)

 

 

GRIB2 data

WPS/util/g2print.exe

wgrib2 (http://www.cpc.ncep.noaa.gov/products/wesley/wgrib2/)

 

 

Convert GRIB1 data to netCDF format

ncl_grib2nc (http://www.ncl.ucar.edu/Document/Tools)

 

Model Verification

 

MET is designed to be a highly configurable, state-of-the-art suite of verification tools. It was developed using output from the Weather Research and Forecasting (WRF) modeling system but may be applied to the output of other modeling systems as well.

 

MET provides a variety of verification techniques, including:

 

http://www.dtcenter.org/met/users/index.php