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Archive for the ‘GOES-R Proving Ground’ Category

This particular blog post focuses on total lightning observations from the Moore, Oklahoma tornado.  SPoRT is participating in the annual NOAA Hazardous Weather Testbed Spring Experiment in Norman, Oklahoma.  The Spring Experiment is demonstrating new NOAA and NASA experimental capabilities as part of the annual Experimental Warning Program.  One NASA capability being demonstrated is total lightning associated with severe / tornado weather events.  The data used were NOT from NASA, but from the Oklahoma Lightning Mapping Array operated by the University of Oklahoma.  NASA SPoRT has access to these data through a collaboration to support the Hazardous Weather Testbed and demonstrates SPoRT’s software plug-in to display these data in the National Weather Service’s AWIPS II system.  Also, this collaboration is demonstrating the SPoRT / MDL total lightning tracking tool.  This particular post discusses the connection of total lightning and tornado occurrence consistent with the “lightning jump” concept developed by Christopher Schultz (NASA Coop) and the lightning team here at the Earth Science Office.  These experimental data were not available to the Norman, Oklahoma forecast office and this post is intended as a discussion of how these data may have been used.

Figure 1 takes place at 1910 UTC and shows a 4-panel display from AWIPS II.  The lower two panels show radar observations of storm relative velocity (left) and reflectivity (right).  The top panels show two total lightning products.  The first is the source density product (left), which is used by several SPoRT partners in operations.  The pseudo-geostationary lightning mapper (PGLM – right) is the demonstration product SPoRT is providing to the Hazardous Weather Testbed this year to demonstrate what the future Geostationary Lightning Mapper observations may look like.  The PGLM data are derived from the ground-based lightning mapping array data.  In this case it is from the Oklahoma network provided to SPoRT with this collaboration.  Lastly, please note the two pop-up windows.  These display the output from the SPoRT / MDL total lightning tracking tool, which is a time series of the source densities (left) and PGLM (right) observations, respectively.  Newcastle and Moore, Oklahoma are circled for reference.

Figure 1: AWIPS II four panel display from 1910 UTC that shows the total lightning source density (upper left), and pseudo geostationary lightning mapper flash extent density (PGLM - upper right), along with the radar storm relative velocity (lower left), and radar reflectivity (lower right).  The pop-up windows show the total lightning tracking tool's time series plot for the source densities (left) and PGLM flash extent density (right), respectively.

Figure 1: AWIPS II four panel display from 1910 UTC that shows the total lightning source density (upper left), and pseudo geostationary lightning mapper flash extent density (PGLM – upper right), along with the radar storm relative velocity (lower left), and radar reflectivity (lower right). The pop-up windows show the total lightning tracking tool’s time series plot for the source densities (left) and PGLM flash extent density (right), respectively.

Both the source density and PGLM demonstrate a lightning jump around 1910 UTC, as shown by the spike in observations in the time series (~800 sources and 46 flashes, respectively).  Christopher Schultz’s official lighting jump algorithm supports this visual inspection as it too indicated a lightning jump.  Interestingly, the first severe thunderstorm warning was issued at 1912 UTC and based on radar observations at 1908 UTC.  Normally, we train that lightning jumps will precede severe weather, so why is the jump coincident with the initial severe thunderstorm warning?  The answer is that the environment in central Oklahoma was extremely favorable for tornadic supercells.  As such, as storms showed any signs of growth a warning was issued.  This is similar to how the Huntsville forecast office operated during the April 27, 2011 outbreak as there were so many violent storms across the region.  Given the environment, the total lightning would play a reinforcing role as the lightning jump at 1910 UTC indicates that this storm is rapidly strengthening and becomes rooted in the boundary layer.  One feature that the total lightning observations provide is a very rapid update cycle.  The total lightning data update every minute, versus the radar updating every 4-6 minutes.  This means that the total lightning observations are providing continuous updates into how the storm is evolving, allowing the forecaster to evaluate the storm’s growth in between radar volume scans.

We will next step forward to 1928 UTC, shown in Figure 2.

This is the same as Figure 1, but at 1928 UTC.

Figure 2: This is the same as Figure 1, but at 1928 UTC.

The total lightning observations begin to undergo a second, reinforcing lightning jump at 1928 UTC.  The time series plot is less obvious than from 1910 UTC, particularly with the source densities, but the lightning jump algorithm did flag a reinforcing jump at this time.  At this point, this is 12 minutes before the official tornado warning at 1940 UTC and 28 minutes prior to the reported touchdown time of 1956 UTC, near Newcastle, Oklahoma.  This reinforcing jump emphasizes to the forecaster that something is occurring and that the storm continues to intensify.  Given that a severe thunderstorm warning is already active, this reinforcing jump alerts the forecaster that this storm is unlikely to weaken soon.  The radar reflectivity emphasizes this as well, as it begins to take on a supercell structure and a faint hook echo may be forming (circled in reflectivity frame).

Figure 3 comes at 1940 UTC, shown in Figure 3, when the tornado warning was issued.

This is the same as Figure 1, but at 1940 UTC.

Figure 3: This is the same as Figure 1, but at 1940 UTC.

At this stage, the lightning activity has decreased somewhat after the initial jump at 1910 UTC and the reinforcing jump at 1928 UTC.  Radar continues to show intensification, particularly with the radar velocity couplet clearly evident to the west-southwest of Newcastle, Oklahoma.

We will next step ahead to 1950 UTC, just prior to the touchdown of the tornado at 1956 UTC in Figure 4.

Figure 4: This is the same as Figure 1, but at 1950 UTC.

Figure 4: This is the same as Figure 1, but at 1950 UTC.

At this stage, the tornado warning has been active for 10 minutes and the radar observations show the classic hook echo and velocity couplet signatures.  Both total lightning products show one final increase in activity, but given the high values for the past few minutes, this is not a third lightning jump.  The tornado would touchdown 6 minutes later just outside of Newcastle, Oklahoma before further intensifying and moving through Moore, Oklahoma.

Christopher Schultz provided an additional radar analysis that is a cross section of the radar azimuthal shear (a measure of the storm’s rotation) in time in Figure 5.  Red vertical bars show the occurrence of the original and reinforcing lightning jump at 1910 and 1928 UTC, respectively.  Of note is the large increase in azimuthal shear after each lightning jump prior to the tornado’s touchdown.

Figure 5: A radar azimuthal shear cross section plot from 1900-2300 UTC.  The red bars indicate the times of lightning jumps from the lightning jump algorithm.

Figure 5: A radar azimuthal shear cross section plot from 1900-2300 UTC. The red bars indicate the times of lightning jumps from the lightning jump algorithm.

Once again, I would like to re-iterate that these experimental data were not available to the forecasters in real-time and that this is a post-event analysis.  Overall, the total lightning data behaved as expected, with two lightning jumps preceding the severe weather and the tornado that would later impact Moore, Oklahoma.  Based on the extremely favorable environment for tornadic supercells, the total lightning data would play a supporting role providing insight into the storm’s development for a forecaster, particularly with its one minute update times.  Total lightning typically has more utility in marginal events, but the post-analysis here shows that the underlying concepts of what drives a lightning jump are just as valid here.

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I’ve been working the midnight shift at the office for the last few nights and have found the MODIS and VIIRS RGB imagery particularly useful.  I have viewed the imagery each night and even referenced it specifically in my Area Forecast Discussion early on the morning of the 16th.

Image 1.  MODIS Airmass RGB valid 0716 UTC May 16, 2013.

Image 1. MODIS Airmass RGB valid 0716 UTC May 16, 2013.

A swath of dry air wrapping around the base of the closed low could be seen moving into the region, from Louisiana into Mississippi early on the morning of May 16th.  While this was apparent in standard 4 km GOES water vapor imagery, the MODIS Airmass RGB certainly showed more detail.  This type of imagery also has the ability to delineate airmass of differing characteristics.  Notice the warm, moist airmass across much of the Southeast, ahead of and along the cloud shield.  The Nighttime Microphysics RGB image valid at the same time below provided more detail of low level clouds upstream and in the local area, which was important for the forecast.

Image 2.  MODIS Nighttime Microphysics RGB valid 0716 UTC May 16, 2013.

Image 2. MODIS Nighttime Microphysics RGB valid 0716 UTC May 16, 2013.

Since it was apparent that some clearing was indeed possible, if not likely for parts of the area during the morning and into the afternoon, I decided to increase my forecast temperatures.  With this type of imagery, it is far easier to delineate between cloud types, and makes the forecast process more efficient.  I also noticed that much of the cloud cover at the time to our west, particularly over the Arklamiss area, was mostly cirrus clouds.

This morning, the aviation forecaster and I used the imagery to distinguish between cloud types once again.

Figure 3.  MODIS Nighttime Microphysics image valid 0429 UTC May 18, 2013

Image 3. MODIS Nighttime Microphysics image valid 0429 UTC May 18, 2013

While an area of deep convection can be seen in northern Alabama (red colors in north central AL), at the time we were actually more concerned about the low clouds and fog impacting our TAF sites.  The image above showed that the low stratus were present across much of northern Alabama and prevalent enough to keep IFR conditions in for the MSL TAF.  Additionally, a narrow line of clouds stretching from NE Oklahoma to north central Mississippi could be seen in the imagery.  This turned out to be a weak, albeit developing baroclinic boundary upon which deep convection resulted in Mississippi.  The RGB imagery above essentially make the forecast process much more efficient and were utilized in several aspects of forecasting this morning.  We are eager to get this type of imagery in AWIPS II at some point in the near future.

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NWS ABQ continues to research the MODIS RGB airmass imagery and its potential to improve prediction of significant fire weather, wind, and dust events across New Mexico.  The MODIS satellite captured a stunning example of a dynamic dry slot within the base of a strong mid latitude cyclogenesis over the central Rockies.  Blowing dust in association with the strong jet core sliding directly over eastern NM produced very hazardous conditions for much of the afternoon.  The lead meteorologist from Cannon Air Force Base reported visibilities down to around 100 yards at times with the sky completely obscured for roughly 5 hours.  This was the worst dust storm for the region that he could remember going back to 2006.  He also mentioned the region is about as close to the Dust Bowl as he can imagine with essentially no top soil left after multiple strong wind events already this season and persistent severe to extreme drought.

MODIS RGB Airmass 240pm March 23, 2013.

MODIS RGB Airmass 240pm March 23, 2013.

MODIS/VIIRS Blowing Dust 240pm March 23, 2013.

MODIS/VIIRS Blowing Dust 240pm March 23, 2013.

 

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Evaluations of the NESDIS Quantitative Precipitation Estimate (QPE) and CIRA Layered Precipitable Water (LPW) products have been ongoing for a portion of March at three of SPoRT’s collaborative West Coast NWS offices (Monterey, Eureka, and Medford).  The GOES-R QPE is an experimental satellite-based precipitation estimation algorithm using both IR and microwave data from the GOES-East and West satellites.  A suite of products are currently being generated and ported into AWIPS I, including a 15-minute rainrate product and several accumulation products on timescales of 1-hour, 3-hours, 6-hours, 1-day, 3-days and 7-days.  The IR and microwave data used to generate the QPE have different timescale resolutions, about 15 minutes and 1+ hours, respectively.  IR data are used to infer cloud top temperatures and heights, and rainfall rates are derived from this information.  Further calibration with microwave data from the TRMM and NOAA 18/19 helps to fine-time the precipitation accumulations.  However, calibration with tropical environments does not always necessarily translate well in mid-latitude environments, even coastal marine environments.  As a result, precipitation in areas with relatively think cirrus clouds can be overestimated, while the QPE product is thought to perform better in convective situations for operational purposes.

Unfortunately, during the evaluation period, precipitation has generally been below normal, but a couple of events have allowed for a few evaluations of these products so far.

First, the good…

On March 16th, one forecaster noted that the QPE and LPW data were useful for helping to “comfirm that heavy precipitation was not going to be a factor with the incoming front.  QPE was small offshore, and TPW matched model TPW pretty well.”  Below are images of the QPE (Image 1) and LPW (Image 2) as viewed through AWIPS at that time.

Figure 1.  NESDIS QPE 6-hour accumulation product valid 0600-1200 UTC 16 March

Figure 1. NESDIS QPE 6-hour accumulation (inches) product valid 0600-1200 UTC 16 March

Image 2.  CIRA Layered TPW product valid 1500 UTC 16 March.  From upper left clockwise: Total precipitable water, surface-850mb LPW, 700-500mb LPW, 850-700mb LPW

Image 2. CIRA Layered TPW product valid 1500 UTC 16 March. From upper left, clockwise: Total precipitable water, surface-850mb LPW, 700-500mb LPW, 850-700mb LPW

Although relating that the impacts of the LPW product to the forecast process were small, the forecaster did express high confidence in the values and asserted that the value of the layered PW product over a standard total column product was large.  With increased forecaster confidence, details about the incoming storm moisture were noted in the Area Forecast Discussion that morning.

I am eager to evaluate this product over the upcoming weeks, especially during strong moisture advection events concurrent with low or mid-level jets.  It will be interesting to see if having satellite-based information about the vertical distribution of moisture and determining intersecting regions of isentropic lift within these vertical layers will provide better assessments of precipitation.

Now, for the not so good…

The QPE product has tended to overestimate precipitation where cold, thick cirrus clouds are present, making it difficult or impossible to infer reasonable precipitation amounts from the QPE product alone.  On March 20th, a survey respondent noted that “with so much high-level cold cloud tops, the QPE product was virtually unusable.”  In this particuar case, of mostly stratiform precipitation ahead of a frontal boundary, the QPE product far overestimated precipitation east of the Cascades in southern Oregon and underestimated the rainfall near and along the coast.  Notice the swaths of heavy rainfall across northern CA and SE Oregon in the QPE product in Image 3.  However, notice the general lack of precipitation in these areas per the Stage-III product in Image 4 below.

Image 3.  NESDIS 24-Hr QPE product for Oregon and sourrounding areas, valid period ending 12 UTC 20 March

Image 3. NESDIS 24-Hr QPE product for Oregon and sourrounding areas, valid for the period ending 1200 UTC 20 March

Stage-III 24-Hour precipitation for the period ending 12 UTC 20 March

Image 4.  Stage-III 24-Hour precipitation totals for the period ending 1200 UTC 20 March

The forecaster went on to state that “perhaps [the QPE] will be better in the summer with convection…or perhaps in the next few days with the colder NW flow showery regime.”  Indeed, this product is expected to perform better in such situations.

Despite some of the limitations discussed so far, these products do show potential for assessing atmospheric moisture content and precipitation.  The SPoRT team and our collaborative offices will be conducting further evaluations of both stratiform and convective precipitation cases on the West Coast and elsewhere to provide input about these potentially valuable products.

Thanks to Anita LeRoy, Geoffrey Stano and Kevin Fuell for help in providing imagery for this post.

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Author: Emily Berndt

The February 8-9, 2013, Northeast Blizzard did indeed produce near hurricane force wind gusts. In the original blog post on February 8th, featuring this storm, I noted the presence of stratospheric air on the RGB Air Mass Imagery and high concentrations of ozone present as seen by AIRS. The presence of these signatures was a good indicator that a stratospheric intrusion was present and could lead to high surface wind gusts. The graphic below from the NWS Eastern Region Headquarters shows a summary of the highest wind gusts during the event. Note that winds greater than 74 mph are equivalent to a category 1 Hurricane. Parts of Virginia,  Massachusetts, Rhode Island, Connecticut, and Maine were impacted by hurricane force wind gusts.

Summary of Wind Gusts during the Febrauary 8-9, 2013 Northeast Blizzaed (Courtesy of NWS ERH)

Summary of Wind Gusts during the February 8-9, 2013 Northeast Blizzard     (Courtesy of NWS ERH)

Further investigation of ozone with the Ozone Mapping and Profiler Suite (OMPS) part of the new Suomi National Polar-orbiting Partnership (NPP) Mission provides a snapshot of global daily ozone concentration.  Click on the image below to see the animation of Daily Ozone from February 6th-9th. The animation below  shows ozone concentrations greater than 300 Dobson Units stretching south over the Northeast states. The OMPS Daily ozone product is valuable in showing the daily progression of higher concentrations of ozone associated with stratospheric intrusions.  How does this region of higher ozone values compare to RGB Air Mass Imagery?

The MODIS RGB Air Mass Imagery helps confirm the presence of warm, dry, stratospheric air drawn into the storm. The darker orange colors represent the presence of stratospheric air.  Comparing the position of the ozone-rich stratospheric air in the animation (click on the image) with the location of the warm, dry stratospheric air on the MODIS RGB Air Mass Imagery confirms there was higher momentum stratospheric air available to be drawn into the storm and transported to the surface to create hurricane force wind gusts. Of course further investigation of cross sections is necessary to further establish the link between the stratosphere and the high winds that were created during this event.

Suomi NPP OMPS Daily Ozone in Dobson Units February 6-11th 2013

Suomi NPP OMPS Daily Ozone in Dobson Units February 6-11th 2013

Terra MODIS RGB Air Mass Imagery from February 9, 2013 0304 UTC.

Terra MODIS RGB Air Mass Imagery from February 9, 2013 0304 UTC.

So what can we say about this next storm posed to impact the Northeast today through Friday. The National Weather Service is anticipating gusts up to 45-55 mph as the storm intensifies off the coast. A current surface analysis shows there are wind gusts upward of 45 knots (52 mph) along the coastline. An Aqua MODIS RGB Air Mass image from 0709 UTC this morning shows a broad area of orange covering the southeastern US. This warm, dry stratospheric air is being drawn into the storm. The most current OMPS Daily ozone image again shows higher values of ozone concentrated over the same area as the warm, dry stratospheric air.  Over the next few days, I’ll be watching  the progression of OMPS ozone and stratospheric air on the RGB Air Mass Imagery!

2013030616_current_sfc

Surface Observations March 6th, 2013 1643 UTC                      (courtesy of http://weather.rap.ucar.edu/)

20130306_0709_sport_aqua_modis_conusa_airmass

AQUA MODIS RGB Air Mass Imagery March 6th 2013 0709 UTC

Suomi NPP OMPS Daily Ozone in Dobson Units March 4th 2013

Suomi NPP OMPS Daily Ozone in Dobson Units March 4-6th 2013

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The MODIS-VIIRS Snow-Cloud RGB product has been fun to watch over the past week as the two main snow fields from our blizzard of February 24-25 disappeared.  Check out these two neat animated gifs from Quay and Torrance counties for the period February 27th – March 2nd.  Click the images to animate.  The previous post from February 27th showed these two areas on the MODIS true color images.  It took roughly a week for the snow fields to melt but they are finally gone after above normal temperatures impacted the region.  Only very minor differences are still occurring with temperature and humidity forecasts as soil moisture dries out across this area.

The gradual demise of a snow field over Quay County, New Mexico February 27 - March 2.

The gradual demise of a snow field over Quay County, New Mexico February 27 – March 2 as seen from MODIS-VIIRS Snow-Cloud RGB products.  Click the image to animate.

TorranceCountySnowField

The gradual demise of a snow field over Torrance County, New Mexico February 27 – March 2 as seen from MODIS-VIIRS Snow-Cloud RGB products. Click the image to animate.

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The heaviest snowfall from the blizzard of February 24-25, 2013 can still be seen on satellite imagery across portions of east central NM.  The 1km True Color imagery shows a very well defined area where the heaviest snowfall occurred and the 500-meter Visible imagery from this same area details some interesting terrain features. The satellite images were posted as a Graphicast today and shared via Facebook.  The snow pack is still having a significant influence on humidity and temperature forecasts in this area and forecasters continue using the imagery to provide greater accuracy.  The snow cover imagery validated the 12 hour snowfall forecast during the heart of blizzard conditions with exceptional accuracy.  Snowfall amounts were slightly less than forecast however the areal coverage was pinpointed very well.

True Color and Visible Graphicast

Max Temperature Observation February 27, 2013

High temperature observation February 27, 2013. Snow pack has a major regulating factor on temperature and boundary layer moistening.

Minimum Humidity Observation February 27, 2013

Minimum humidity observation February 27, 2013. Snow cover has a major regulating factor on temperatures and boundary layer moistening.

Snowfall forecast for the 12hour period of blizzard conditions across eastern NM.

Snowfall forecast for the 12hour period of blizzard conditions across eastern NM.

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The dry slot indicated on the RGB air mass in the previous post for Friday, February 8th did in fact result in a widespread area of critical fire weather conditions, high winds, and blowing dust over eastern NM on Saturday, February 9th.  Note the minimum RH and the 2pm wind speed observation grids from Saturday in the image below.  We will monitor the RGB imagery through the fire season to make comparisons between RGB air mass characteristics and the resulting fire weather patterns.

A widespread area of critical fire weather conditions impacted eastern NM Saturday, February 9, 2013.

A widespread area of critical fire weather conditions impacted eastern NM Saturday, February 9, 2013.

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A dry slot approaching NM on Friday, February 8, 2013 will deliver a significant blast of high winds, blowing dust, and critical fire weather conditions to portions of central and eastern NM on Saturday, February 9th.  The hybrid RGB Air Mass product from 200pm on the 8th shows an exceptionally well defined delineation between moist cirrus over NM and the deep dry slot over the Great Basin.  The GOES water vapor stitch was positioned perfectly to show the dramatic comparison of the enhanced detail in the atmospheric composition available on the RGB.

Hybrid MODIS-GOES Water Vapor / Air Mass product valid 200pm Friday, February 8, 2013.

Hybrid MODIS-GOES Water Vapor / Air Mass product valid 200pm Friday, February 8, 2013.

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The Northeast is bearing down for a blizzard as two storm systems are expected to merge off the East Coast early Saturday morning. Currently, one low pressure center is near Lake Erie and the other one is off the Virginia coast (see surface map below). Once the two systems phase off the East Coast, the new system is expected to rapidly deepen to 970 mb. Blizzard conditions will result as 1-2 feet of snow falls and winds gust to as high as 70 mph.

HPC 1500 UTC Surface Analysis Feb. 8, 2013

HPC 1500 UTC Surface Analysis Feb. 8, 2013

From a satellite perspective, how can some of the new GOES-R imagery and AIRS profiles help identify significant features associated with this unique synoptic set up? Below is an RGB Air Mass image from 0634 UTC this morning. The image gives a clear view of the coastal storm. Notice the green colors to the south of the main cloud shield, indicated by a blue arrow. The green colors represent warm, moist tropical air that is being drawn into the storm.  This air mass will provide abundant moisture to produce the robust snow fall amounts expected. A VIIRS/CRiS RGB Air Mass image from 0733 UTC this morning gives a broader view of the Eastern United States and shows the structure of both storms. The storm situated over the Great Lakes will usher cold air into the Northeast. There are also green colors to the north and northwest of the Great Lakes storm however they indicate cold, moist air.

RGB1

NASA SPoRT Aqua MODIS RGB Air Mass Image  0634 UTC Feb. 8, 2013.
Yellow arrow points to ozone rich stratospheric air and Blue arrow points to warm, moist tropical air.

NASA SPoRT VIIRS/CRiS RGB Air Mass Image     0733 UTC Feb. 8, 2013.
Yellow arrow points to ozone rich stratospheric air

Stratospheric intrusions are commonly associated with rapidly developing cyclones and may be responsible for transporting higher momentum air to the surface to produce damaging winds at the surface. If we piece together information from the RGB Air Mass imagery, AIRS total column ozone, and a 300 mb map, can we find an explanation to why this system will be associated with strong wind gusts?  The 1200 UTC 300 mb observations, pictured below, show a 125 kt jet streak north of Maine. The red/orange colors in the MODIS RGB Air Mass imagery indicate the presence of a jet streak and high potential vorticity air.  The AIRS total column ozone, pictured below, indicates higher values of ozone in the same vicinity. The presence of high potential vorticity air and larger amounts of ozone signify higher momentum stratospheric air intruding into the troposphere. Some of this stratospheric air is being drawn into the Great Lakes storm, shown by the yellow arrows on the VIIRS/CRiS RGB Air Mass image. Unfortunately  there was not an AIRS pass to the east of the storm system to further confirm ozone-rich stratospheric air. As the system continues to progress, more AIRS data and RGB Air Mass data will be investigated to watch how stratospheric air is drawn into the storm and how it relates to the production of surface wind gusts.

300 mb Heights (dm) and Isotachs (kts) 1200 UTC Feb. 8, 2013. Image from NCAR RAL Real Time Weather Data website

AIRS Total Column Ozone 0630-0636 UTC            Feb. 8, 2013

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