Forecaster comments from EWP blog...
Between 2130 and 2145 Z another burst of the extensive smoke plume
occurred, which was also captured by the CIMMS Cld Top Cooling product
with values mainly below -5K/15 min.
Showing posts with label Fire Weather Applications. Show all posts
Showing posts with label Fire Weather Applications. Show all posts
Wednesday, May 23, 2012
Wednesday, August 31, 2011
Examining the 30 August 2011 Oklahoma City fire with the GOES Fire Rating Product

A relatively large and dangerous fire occurred over NE OKC yesterday which burned homes and injured multiple firefighters throughout the evening and into the night. The origin of the fire is yet to be determined, but I thought it would be interesting to go back and examine what the GOES Fire Rating Product (FRP) observed from this event. The FRP uses GOES observed hotspots and attempted to rate their intensity based on the relative saturation of the pixel in the 3.9 micron band.
The OKC fire began sometime around 11-11:30am local time (or about 17 UTC). The fire was initially detected by the FRP at 1845 UTC with very weak 'rating' (gray color) of the hotspot, but it was several pixels wide (see image above).
At 2015 UTC the FRP detected the max intensity of the fire, as seen by the bright yellow pixels (see image above).
At 2130 UTC two additional fires were also detected by the FRP SW and NE of the OKC fire (see image above). These are also shown by the 24hr composite (topmost image). By 0015 UTC the OKC fire was no longer detected by FRP, but firefighters continued to put out small hotspots to avoid another start-up today. It should be noted that the FRP did shown a trend for each fire of starting with a low intensity, ramping up, reaching a peak intensity and then finally decreasing the intensity gradually until they disappeared, giving us confidence that the FRP is operating correctly.
Relying on GOES observed dryness

Today during our fire weather forecast we attempted to analyze the burnable fuel threat and the relative dryness over our forecast area covering much of TX, OK and KS. Apparently there has been a data problem with the operational PSA dryness grids over KS today which forced us to rely on the GOES observed surface dryness and NDVI products, which gave us a unique 'data denial' experiment to determine the availability of dry fuels (see image above). We see that GOES observed surface dryness is very high (reds) over much of KS, so we had to include this area within our burnable fuels threat today.

7-day NDVI composite (left) and 28-day NDVI change (right) from 29 August 2011. Areas of green indicate regions of increased (or increasing) vegetation, while areas of brown indicate regions of decreased (or decreasing) vegetation.
We also examined the NDVI and NDVI change composites in our analysis to determine the amount of vegetation available over these extremely dry areas. If we look at the NDVI composite, much of this area is shown as not containing a lot of green vegetation (leftmost image above). However, examining the experimental NDVI change product, we do see that most of this area is showing signs of 'greening' (rightmost image above). From this we determined that the amount of vegetation is slightly increasing, but still relatively dry and burnable (from our observations using the GOES dryness and NDVI composite products).
Tuesday, August 30, 2011
NDVI and GOES surface dryness comparisons

Today we examined the GOES surface dryness and dryness anomaly fields to help outline our fuel threat area and noticed that there were one significant mismatch between it and the official PSA dryness product provided within SPC operations (see image above). An area extending across much of western and central OR where we saw a good amount of rain over the past week is being described as extremely dry and extremely anomalous within the GOES dryness products, whereas the PSA dryness products have this area outlined as not a threat for dry fuels, which is what we were expecting. We are not sure why the GOES surface dryness products are not picking up on this, so we tended to put more faith on the PSA dryness product today over that area. otherwise, the dryness and dryness anomalies tend to match up fairly well with the PSA dryness values.

We did also compare the 7- and 14-day NDVI composite and NDVI change products with the official PSA dryness product and we were seeing similar features as the PSA dryness product, especially with this area over OR that shows up as increased "greenness" in the NDVI change (see image above). It suggests that a combination of the NDVI and surface dryness measurements might provide a more accurate analysis of the fuels, with a higher resolution to that of some of official dryness products currently provided within operations.
Labels:
Fire Weather Applications,
NDVI,
Surface Dryness
Thursday, August 25, 2011
Verifying yesterdays forecast and comparing to NSSL-WRF lightning threat


1800 UTC 24 August - 1200 UTC 25 August 2011 dry thunderstorm probability forecast with NLDN lightning detections from 0030 (top left), 0450 (top right) and 1150 UTC (bottom) on 25 August 2011.
At the beginning of the experiment today we 'verified' our previous day's forecast for dry thunder over much of the NW US. We had probabilities of dry thunderstorms reaching 40% over much of the area (see images above). When compared to the NLDN observed lightning activity, we see that our higher threat areas (30-40%) matched up fairly well with what occurred. Most of the storms over OR were classified as dry thunder, most likely due to their rapid storm motions. We could have extended our area a little further east to cover central ID (see last image above), which was suggested by the NSSL-WRF total lightning threat. When examining the GOES fire / hotspot detection product to our forecast, we did see a few new starts in the area, with at least one large fire confirmed by observers.
When we compare the observed lightning to that which was forecast by the NSSL-WRF total lightning product, we see that overall the NSSL-WRF tended to slightly downplay some of the lightning activity, but the spatial locations and timing were fairly well forecast (see yesterday's post). This product was developed and validated over the SE US, so the values in the west have yet to be compared directly. Part of this experiment is to get a general idea of how well this product could work over the western US, with the potential for use in operational fire weather forecasts.
Wednesday, August 24, 2011
Dry thunder over southern Oregon
Today has the potential to be a fairly significant day for fire weather threat over much of the NW US. GOES-West observed surface dryness and dryness anomaly over the past 7 days (images above) indicates significant drying of potential fuels over much of the western US, with a relative maximum over much of eastern OR and into ID, CA and NV. This agrees well with the observed Predictive Service Area dryness product.
A relatively strong vorticity max for the area is expected to move through this afternoon and bring with it some moderate instability with low PW and surface RH. Storms are expected to track fairly quick, so even if there was a chance of wetting occurring at the surface, the duration would be limited, so the potential for dry thunder is fairly high. Given the good amount of instability, the amount of lightning strikes will be relatively high, which increases the potential for new fire starts. The NSSL-WRF experimental lightning threat output shows this to some degree during the 2300-0200 UTC time periods of the 24th and the 25th of August (see images below).



Tuesday, August 23, 2011
Fire Weather Experiment... Day 2
Today we started our second day of the Fire Weather Experiment, building off of what we did yesterday by first examining the forecast we made against base reflectivity, NLDN lightning strikes and the GOES fire rating product (FRP) from UW-CIMSS. We did see the occurrence of multiple lightning strikes and relatively low base reflectivity over the area we forecast a possibility of dry thunderstorms, suggesting that there might have been some. While examining the FRP, we did see a few new start-ups over the area where lightning occurred (see figure below). However, as some participants noted, the fire rating product seemed to have only two colors for rating the fires, pale yellow or red. They were expecting to see a wider variety of fire 'ratings', so after the experiment was finished we made a few modifications to the color tables to help distinguish the ratings better.

NDVI and satellite-based dryness observations versus operational data

SPC forecasters routinely use a product originally developed by the NWS Salt Lake City and the Eastern Great Basin Predictive Service Office called the Predictive Service Area Dryness (psadryness) product (see above) to help make their day 1-8 fire weather outlooks. This product provides the forecasters with an idea of the dryness of burnable fuels near the surface. In addition, the forecasters use a high-resolution 'land-use' product that attempts to simulate the NDVI product, but is rarely, if ever, updated. One of the goals we wanted to accomplish from this experiment is to see how the higher resolution datasets of observed NDVI and NDVI change (below), as well as the GOES surface dryness and dryness anomaly products (also below), compare to products currently in operations, such as the psadryness product (above).


During our first day, 5 SPC fire weather forecasters participated and examined these products to make an experimental "update" for their day-1 fire weather outlook, or out to 12 UTC the next day. In particular, forecasters were asked to make a forecast graphic depicting the areas of high threat for burnable fuels. When comparing the psadryness product and the satellite-based products, we noticed that there was a noticeable discrepancy over some areas, specifically over central ID (see above). While the psadryness product said that the area was extremely dry, the NDVI and NDVI change depicted areas of increasing 'greenness'. In addition, the GOES surface dryness and dryness anomaly products indicated no significant drying over the area.


So what gives? Well we explained to the forecasters that the satellite-based products are limited to sensing the canopy of the location they are observing. this means that if there is any forest in the area, we cannot see the undergrowth, which could be dry and only measurable from surface instruments or observers. Unfortunately, this is a limitation we have to deal with, particularly from geostationary satellite-based instruments. However, the forecasters were impressed by the spatial resolution and relative rapid updates of the products, which is not provided to them from the psadryness or land-use products. It may be useful to combine these datasets to get a more detailed picture of what may actually be going on at the surface when it comes to burnable fuels.
Labels:
Fire Weather Applications,
NDVI,
Surface Dryness
Monday, August 22, 2011
Fire Weather Experiment Begins Today
Today marks the beginning of the first ever fire weather experiment at the HWT. This year will be a very informal year with only a few local participants. Our goal is to establish a strategy and framework for which future fire weather experiments can occur at the HWT. We plan on examining some satellite based vegetation and surface measurements such as NDVI, NDVI change, surface dryness, and dryness anomaly. We will also be examining some experimental model data including the simulated satellite imagery and lightning threat from the NSSL-WRF.
We hope that we can get some valuable feedback on these products, as well as how to best demonstrate them in future experiments. I will be posting regularly about our progress.
Thursday, June 10, 2010
Simulated lightning threat over western US for fire weather applications

Today I spoke with Mark Burger from NWS Eureka, CA who is participating in the EFP this week about the GOES-R products and our future plans for a fire weather and heavy rain experiment. One of his questions regarding the NSSL-WRF simulated lightning threat product particularly peaked my interest. He asked how the lightning threat performs over the west where it would be very useful in fire weather forecasting operations. I pulled up the output from yesterday's 00Z run and overlaid NLDN lightning detections over the OR/WA/ID area for some convection that occurred in the late afternoon. The attached image in this post shows an example of this output for the 2100 UTC time period (a 21-hour forecast), with NLDN lightning detections over the past hour shown as red + or - symbols. The lightning threat product, which predicts total lightning over each square km per 5 mins at the same time captured well the regions of peak lightning interest. This will be a very interesting thing to examine during this year's fire weather / heavy rain experiment taking place this August/September. I passed along the web link for this output, as well as some other GOES-R products, for him to use in the office and distribute amongst other forecasters.
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