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Meteorological Data

This Web page contains ready-to-run meteorological data suitable for AERMOD (version 12060).

Meteorological data processed with AERMET (versions 06341 and 04300) for ISC applications and earlier versions of AERMOD (versions 09292 and older) have been removed from this site.

General information for development of AERMOD-ready meteorological data

MPCA air dispersion modeling staff has, in recent years, provided pre-processed meteorological data for air modeling using ISC and AERMOD (versions 06341 and older). This update to the MPCA pre-processed meteorological data set reflects the most recent version (to date) of AERMET (version 11059), as well as the new EPA pre-processor AERMINUTE (version 11059) and the use of EPA’s surface characteristics tool, AERSURFACE (version 08009).

There are approximately 80 meteorological surface observing stations in the state of Minnesota, consisting of ASOS (Automated Surface Observing System) and AWOS’ (Automated Weather Observing System) sites. The overwhelming majority of these sites are located on airport property and follow guidelines laid out in the Federal Meteorological Handbook (see links below). The 87 stations from Minnesota, as well as Wisconsin, South Dakota, and North Dakota, were examined using preliminary processing to determine usability for modeling purposes. Stations passing the first test of usability (for missing and calm data) were then further examined and refined to include site-specific yearly-averaged moisture conditions, corrected locational data, and more recent data (2009 and 2010).

No on-site meteorological data is included with this update (for AERMOD versions 11103, 11353 or 12060). Read more about the data below.

Surface meteorological data

Surface meteorological data was obtained from the National Climatic Data Center’s (NCDC) Integrated Surface Database (ISD). This database is also referred to as the Integrated Surface Hourly Database (ISHD or ISH) or TD-3505. ISHD and TD-3280 are currently the only active formats after 1995 for National Weather Service (NWS) files. Additionally, some ASOS stations also have 1-minute average wind speed and direction data available for supplication (with the ISHD data) by using the pre-processing program AERMINUTE (version 11059). This data set, referred to as DSI-6405, consists of a running 2-minute average wind speed reported for every minute. This data is then used in Stage 2 of AERMET to either substitute missing on-site winds or replace standard winds from the ISHD file(s). See section 2.3.1 of the Addendum to the EPA’s “User’s Guide for the AERMOD Meteorological Preprocessor (AERMET)”, as well as EPA’s “AERMINUTE User’s Instructions”.

Upper air meteorological data

Upper air data (also known as Radiosonde or soundings) was obtained from the National Oceanic and Atmospheric Administration (NOAA) and Earth System Research Laboratory (ESRL)’s Radiosonde Database. Data was collected for each individual year, for all sounding times and data levels, with wind units selected as tenths of meters/second. Upper air data was processed separately from the surface data in AERMET, resulting in upper air-specific Stage 1 files for three upper air stations:

  • Aberdeen, SD (WMO #: 72659)
  • International Falls, MN (WMO #: 72747)
  • Chanhassen, MN (WMO #: 72649)

Note that in 1995, upper air measurements were discontinued at the St. Cloud station and were moved to the NWS Twin Cities office in Chanhassen, MN.

Surface characteristics

Surface characteristics were determined using the EPA’s AERSURFACE (version 08009) processor, which relied on 1992 Land Use Land Cover (LULC) data for Minnesota, Wisconsin, South Dakota, and North Dakota. Land use was examined around each meteorological surface station’s location, out to a radius of 1.0 kilometer. Albedo and Bowen ratio values were also examined using a default area of 10.0 by 10.0 kilometers. Yearly average moisture conditions were also incorporated using historical precipitation rankings from the Minnesota State Climatology Office, with the exception of stations located outside of Minnesota. These stations were processed assuming only average moisture conditions, as historical ranking data for precipitation was not readily available for stations outside of Minnesota. Each individual year for every surface station was identified as the following: average, dry, or wet. These values are reflected in the README text included with each zip file. AERSURFACE was configured to run with 12 sectors (the maximum allowed) on a monthly basis (12 months), which resulted in 144 values each for albedo, Bowen ratio, and surface roughness. Seasonal conditions were determined based on latitudinal location.

For any questions regarding the development of the meteorological data sets, please contact Melissa Sheffer at 651-757-2718or at Melissa.Sheffer@state.mn.us.

AERMET (version 11059) data (MPCA pre-processed and AERMOD-ready)

Meteorological data sets are listed by the meteorological surface station’s three-letter call sign. Ex., MSP = Minneapolis/St. Paul Int’l Airport. Currently, each surface station is processed with one of three available upper air stations, based on proximity: MPX (Chanhassen, MN), INL (International Falls, MN), and ABR (Aberdeen, SD).

All met data currently is processed for the 5-year period of 2006 – 2010. Variations to the 5-year period will be noted in the table.

Except for those with an asterisks (*), stations with a WBAN # of 99999 prior to 2009 changed to their current WBAN # on November 24, 2008.

Call SignNameStateCountyUSAF #WBAN #Pre-2009 WBAN #Elevation (m)AER-
MINUTE?
Zip File
AXN Alexandria MN Brown 726557 14910 432.0 Yes AXNMPX5Y_20062010.zip
BRD Brainerd MN Crow Wing 726555 94938 99999 372.0 Yes BRDMPX5Y_20062010.zip
DLH Duluth Int’l MN Saint Louis 727450 14913 435.0 Yes DLHINL5Y_20062010.zip
DTL Detroit Lakes MN Becker 727457 94962 99999 421.0 No DTLINL5Y_20062010.zip
DYT Duluth Sky Harbor MN Saint Louis 727456 04919 99999 186.0 No DYTINL5Y_20062010.zip
FAR Fargo Int’l ND Cass 727530 14914 272.0 Yes FARABR5Y_20062010.zip
FCM Flying Cloud MN Scott 726579 94963 99999 276.0 Yes FCMMPX5Y_20062010.zip
FFM Fergus Falls MN Otter Tail 726560 94966 / 24025* 99999 361.0 No FFMMPX5Y_20062010.zip
FRM Fairmont MN Martin 726586 94948 99999 352.0 No FRMMPX5Y_20062010.zip
FSD Sioux Falls SD Minnehaha 726510 14944 433.0 Yes FSDABR5Y_20062010.zip
GFK Grand Forks Int’l ND Grand Forks 727576 14916 255.0 Yes GFKABR5Y_20062010.zip
HCO Hallock MN Kittson 727478 04934 99999 249.0 No HCOINL5Y_20062010.zip
HIB Hibbing MN St. Louis 727455 94931 408.0 Yes HIBINL5Y_20062010.zip
INL International Falls MN Koochiching 727470 14918 353.0 Yes INLINL5Y_20062010.zip
JKJ Moorhead MN Clay 722129 04939 99999 279.0 No JKJABR5Y_20062010.zip
LSE La Crosse WI La Crosse 726430 14920 292.0 Yes LSEMPX5Y_20062010.zip
MIC Minneapolis/Crystal MN Hennepin 726575 94960 99999 262.0 Yes MICMPX5Y_20062010.zip
MJQ Jackson MN Jackson 726593 04946 99999 439.0 No MJQMPX5Y_20062010.zip
MOX Morris MN Stevens 726565 04948 99999 344.0 No MOXABR5Y_20062010.zip
MSP Minneapolis/St. Paul Int’l MN Hennepin 726580 14922 256.0 Yes MSPMPX5Y_20062010.zip
OVL Olivia MN Renville 722126 04960 99999 329.0 No OVLMPX5Y_20062010.zip
PKD Park Rapids MN Hubbard 727453 94967 439.0 Yes PKDINL5Y_20062010.zip
RST Rochester MN Olmsted 726440 14925 396.0 Yes RSTMPX5Y_20062010.zip
RWF Redwood Falls MN Redwood 726556 14992 311.0 Yes RWFMPX5Y_20062010.zip
STC St. Cloud MN Sherburne 726550 14926 310.0 Yes STCMPX5Y_20062010.zip
STP St. Paul Downtown Arpt MN Ramsey 726584 14927 99999** 212.0 Yes STPMPX5Y_20062010.zip

*FFM’s WBAN of 94966 changed to 24025 on October 26, 2010.
**STP’s WBAN of 99999 changed to 14927 on January 1, 2004.

Data files contained within each zip file follow the 8-character naming convention of SFCUPAYY (ex., MSPMPX06):

  • The first three characters, SFC, represents the meteorological surface station ID (ex., MSP);
  • The fourth through sixth characters, UPA, represents the upper air station ID (ex., MPX for the Chanhassen, MN upper air station);
  • The last two characters, YY, represents the two digit year (ex., 06 = 2006, 10 = 2010, 5Y = five-year concatenated file, etc.).

Each zip file contains:

  • Aerial views of the meteorological surface station (SFC_2008Aerial_DNRLandview.bmp)
  • 5-year wind roses (SFCUPA5Y.bmp)
  • Surrounding land use and land cover within 1.0 kilometers of surface station (SFC_01km_1992LULC.jpg)
  • 5-year wind frequency counts (SFCUPA5Y_FreqCount.csv)
  • AERSURFACE outputs (SFC_Ave_AERSURFACE.out, SFC_Dry_AERSURFACE.out, SFC_Wet_AERSURFACE.out)
  • 5-year concatenated profile file (SFCUPA5Y.pfl)
  • 5-year concatenated surface file (SFCUPA5Y.sfc)
  • A Read-Me file containing yearly moisture conditions for the surface station and 5-year period of use (ReadMe_SFC.txt)
  • 5 subfolders for each individually-processed year, each of which contains:
    • Yearly wind rose (SFCUPAYY.bmp)
    • AERMET stage 3 input file (SFCUPAYY.in3)
    • Wind frequency counts (SFCUPAYY_FreqCount.csv)
    • AERMET stage 3 message file (SFCUPAYY.ms3)
    • AERMET stage 3 output – profile file (SFCUPAYY.pfl)
    • AERMET stage 1 report file (SFCUPAYY.rp1)
    • AERMET stage 2 report file (SFCUPAYY.rp2)
    • AERMET stage 3 report file (SFCUPAYY.rp3)
    • AERMET stage 3 output – surface file (SFCUPAYY.sfc)

Guidance for selecting the appropriate meteorological data set

40 CFR Part 51, Appendix W, 8.3.a. states that the following should be considered when choosing representative meteorological data:

  1. The proximity of the meteorological monitoring site to the area under consideration;
  2. The complexity of the terrain;
  3. The exposure of the meteorological monitoring site;
  4. The period of time during which data are collected.

Section 8.3.c further states that “of paramount importance is the requirement that all meteorological data used as input to AERMOD must be both laterally and vertically representative of the transport and dispersion within the analysis domain.” It also states, “…the surface characteristics input to AERMET should be based on the topographic conditions in the vicinity of the meteorological tower.

MPCA air dispersion modeling staff has made an effort to make available recent meteorological data, so as to more accurately reflect recent meteorological conditions. In order to determine the most representative meteorological station for use, it is recommended that the subject source consider meteorological sites with similar features. Features to qualitatively consider include:

  • Wind direction and wind speed patterns
  • Terrain influences on wind patterns
  • Surface characteristics (albedo, Bowen ratios, surface roughness), based on surrounding land use
  • Proximity
  • Time period for correlation with MPCA FAMOUS data packets
  • AERMINUTE (to minimize calm hours) (if applicable, per EPA guidance)

In areas of the state where complex or highly variable terrain occurs (river valleys, lake shores, northeast Minnesota, etc.), it is recommended that a meteorological set be chosen based mainly on surface characteristics, wind patterns, land use, and terrain. In areas of Minnesota where terrain is relatively flat and invariable, then proximity, surface characteristics, land use, and wind patterns should be examined. No matter the subject source and the reliance on past meteorological sites, please provide explanation/reasoning for your choice of met sets in the modeling protocol form (AQDMP-01 form).

MPCA air modeling staff at this time is contemplating a quantitative approach for the selection of meteorological data sets. Please check back for any updates.

For any questions regarding the choice of a meteorological data set(s) for your source, please contact MPCA air dispersion modeling staff to discuss.

Documents

Visualizations and figures

Links relating to meteorological data and processing

History

Below is the history of AERMOD and AERMET-related activities. EPA’s recent activities can be found on their SCRAM page (see links above).

  • 2004
    • September – MPCA posted various “trial” documents and “trial” data sets for AERMAP (version 02222) and AERMET (version 02222) for testing purposes only.
  • 2005
    • October – MPCA posted various “draft” documents and “draft” data sets for AERMAP (version 04300) and AERMET (version 04300) for testing purposes and conditional regulatory use.
    • November – EPA released AERMOD/AERMAP/AERMET (versions 04300).
  • 2006
    • December – EPA released AERMOD/AERMAP/AERMET (versions 06341).
  • 2007
    • January – EPA released AERMOD (version 07026), which continues to use AERMAP/AERMET (versions 06341).
    • February – MPCA re-processed the aforementioned “draft” meteorological data using AERMET (version 06341) stage 1, stage 2, and stage 3.
  • 2008
    • January – EPA released AERSURFACE (version 08009).
  • 2009
    • October – EPA released AERMOD (version 09292), which continues to use AERMAP/AERMET (versions 06341).
  • 2011
    • February – EPA released AERMOD/AERMAP/AERMET/AERMINUTE (versions 11059).
    • April – EPA released AERMOD/AERMAP (versions 11103).
    • December – EPA released AERMOD (version 11353) and AERMINUTE (version 11325). AERMOD continues to use AERMET (version 11059).
  • 2012
    • March – MPCA posted pre-processed meteorological data using AERMET/AERMINUTE (versions 11059) and AERSURFACE (version 08009).
Last modified on October 16, 2012 13:48