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Case Studies

What the work looks like, on real wildfires.

Every map on this page was delivered on a real wildfire. First the 2026 season: nine fires, night by night, through the sheets state and private flying teams delivered through the Collaborative's system. Then six fires from 2024 and 2025, each written up from its own map sheet.

How a map is made

From a thermal mosaic to a map a crew can use, layer by layer

One night's flight over the Interstate 5 fire, milepost 57: the stitched thermal mosaic first, then each layer of the delivered map set, in the symbols every sheet uses.

Thermal mosaic of the Interstate 5 fire, milepost 57: burned ground in shades of grey with bright white hot spots, clipped to the fire's outline on a dark background.
Interstate 5, milepost 57, flown at 3:45 am on August 2, 2026, and clipped to the fire. Every heat source on the delivered map is drawn; none is moved or left out.
  1. The thermal mosaic Hundreds of thermal frames from one night's flight, stitched into one thermal image of the ground. The whiter the ground, the warmer it reads.
  2. IR heat perimeter The outer edge of the heat, as the pilot mapped it, drawn in pink because a drone flew it.
  3. Intense and scattered heat Hatched where the heat is continuous. Dotted where many small heat sources sit close together.
  4. 143 isolated heat sources Each single heat source outside those areas, a pink dot with a black ring. Each is a place a crew can walk to.
  5. Mop up buffer A dashed line a set distance in from the heat perimeter, so a crew can see which heat sits close to the edge.
  6. Pink is a drone. Red came from elsewhere: a crewed aircraft's map or the incident's daily fire perimeter. Every map the Collaborative makes follows that rule, so anyone on the fire can see at a glance what the drone found.

2026 case studies

Nine fires, night by night.

Each follows one fire through the sheets its incident received, the notes its pilots wrote on the record, and every approved map set.

Reading the map

Pink is a drone.
Red came from elsewhere.

In 2026 the Collaborative set one color rule with the Oregon Department of Forestry's GIS staff, and every map the system makes follows it. Everything the drone mapped is drawn in pink. Red is what came from somewhere else: a crewed infrared aircraft's map, or the incident's own daily fire perimeter when a drone map carries it. A firefighter or manager who glances at a sheet can tell what the drone found before reading a word, on any fire, from any pilot.

Every symbol on the sheets

Drawn in pink: a drone flew it

IR heat perimeter
The outer edge of the heat on that flight, as the pilot mapped it from the drone's imagery. It is the drone's reading of the heat, not the incident's fire perimeter.
IR intense heat
An area of continuous, active heat, hatched.
IR scattered heat
An area of many separate heat sources close together, dotted.
IR isolated heat source
A single source of heat, too small or too far from others to draw as an area: a pink dot with a black ring.
Possible heat source
A heat signature the pilot could not confirm as fire, marked with a diamond. It tells a crew where to look, not what they will find.
Spot fire
A new fire outside the main perimeter, marked with a larger symbol.

Drawn in red: a crewed aircraft, or the incident's perimeter

Crewed perimeter
The heat perimeter from a crewed infrared aircraft's flight, turned into the same map set a drone flight gets.
Daily fire perimeter
The incident's own interagency perimeter, mapped from infrared, GPS and hand drawn line work together. A drone map carries it beside its own pink heat, so a crew sees the drone's heat against the perimeter the incident is using. Sheets made before August 20, 2026 label it Crewed Perimeter.

Also on the sheets

Graded heat
Some sheets grade each isolated heat source high, medium or low, in yellow, orange and purple. The grade comes from the pilot's processing software, and on the graded sheets on this site it is set against the rest of that flight, so a grade is not a temperature and does not compare from one night to the next.
Mop up buffer
A dashed line a set distance in from the perimeter, measured along the ground, so a crew can see which heat falls inside the depth it is mopping up.
Outside buffer
A line a set distance outside the perimeter, marking the band a crew checks for spot fires.
Area covered by the flight
The ground the aircraft actually scanned. Outside it, an empty map means nobody looked, not that nothing is there.
Launch and recovery
Where the crew launched and landed the aircraft.

Every sheet uses the same layout, colors and symbols. That is the point of standardizing: a reader who has learned one sheet can read all of them. The rest of the map set that comes with each sheet is on What we deliver.

2026 season

146 map sets, every one on the record.

2026 is the Collaborative's first fire season as a nonprofit, with the automated pipeline and the pilot portal in production. A pilot uploads a flight's heat layers and the pipeline returns the standard map set. Once the pilot approves it, the data goes live on the layers the incident's teams read. The finished map sets are also published to the public archive, uaswfc.org/ftp, filed in the folder tree and under the filenames the interagency share already uses.

The fires below were flown through the system by the Oregon Department of Forestry and its South Cascade District, by Hummingbird Drones, and by Rogue Reconnaissance, the founder's own company.

Every night of maps, fire by fire

One mark per night a map set was delivered, colored by the organization that flew it. An outlined mark is a crewed flight.

  • Rogue Reconnaissance (the founder's company)
  • Hummingbird Drones
  • Oregon Department of Forestry
  • Oregon Department of Forestry, South Cascade District
  • Crewed flight
Jul 20 Aug 1 Aug 10 Aug 20 Nights Bologna Bologna, July 18: 1 map set, with a crewed flight Bologna, August 9: 3 map sets Bologna, August 12: 1 map set Bologna, August 13: 2 map sets Bologna, August 14: 2 map sets Bologna, August 16: 1 map set Bologna, August 17: 1 map set Bologna, August 18: 1 map set 8 East Evans Creek East Evans Creek, July 21: 3 map sets East Evans Creek, July 22: 1 map set East Evans Creek, July 23: 3 map sets East Evans Creek, July 24: 4 map sets East Evans Creek, July 25: 2 map sets East Evans Creek, July 26: 2 map sets East Evans Creek, July 27: 3 map sets East Evans Creek, July 28: 1 map set East Evans Creek, July 29: 4 map sets East Evans Creek, July 30: 2 map sets East Evans Creek, July 31: 2 map sets East Evans Creek, August 5: 1 map set East Evans Creek, August 7: 3 map sets East Evans Creek, August 8: 3 map sets East Evans Creek, August 9: 3 map sets 15 Brewer Brewer, July 24: 3 map sets Brewer, July 26: 1 map set Brewer, July 27: 1 map set Brewer, July 28: 1 map set, with a crewed flight Brewer, July 29: 1 map set, with a crewed flight Brewer, August 1: 1 map set, with a crewed flight 6 Rowe Creek Complex Rowe Creek Complex, July 28: 3 map sets Rowe Creek Complex, July 29: 1 map set Rowe Creek Complex, July 30: 2 map sets Rowe Creek Complex, July 31: 1 map set Rowe Creek Complex, August 1: 3 map sets Rowe Creek Complex, August 16: 1 map set Rowe Creek Complex, August 17: 1 map set Rowe Creek Complex, August 18: 2 map sets Rowe Creek Complex, August 19: 4 map sets Rowe Creek Complex, August 20: 5 map sets Rowe Creek Complex, August 21: 3 map sets Rowe Creek Complex, August 22: 9 map sets Rowe Creek Complex, August 23: 2 map sets Rowe Creek Complex, August 24: 4 map sets Rowe Creek Complex, August 25: 2 map sets Rowe Creek Complex, August 26: 2 map sets Rowe Creek Complex, August 28: 1 map set Rowe Creek Complex, August 29: 1 map set Rowe Creek Complex, August 30: 1 map set 19 Interstate 5 at milepost 57 Interstate 5 at milepost 57, August 1: 3 map sets Interstate 5 at milepost 57, August 2: 2 map sets Interstate 5 at milepost 57, August 3: 2 map sets Interstate 5 at milepost 57, August 4: 2 map sets Interstate 5 at milepost 57, August 5: 1 map set 5 Eggo Eggo, August 6: 1 map set 1 Woodrat Mountain Woodrat Mountain, August 6: 2 map sets Woodrat Mountain, August 14: 1 map set Woodrat Mountain, August 19: 1 map set 3 Cottonwood Cottonwood, August 8: 1 map set Cottonwood, August 13: 1 map set 2 Rosenbaum Rosenbaum, August 13: 1 map set Rosenbaum, August 14: 1 map set Rosenbaum, August 15: 3 map sets Rosenbaum, August 16: 1 map set Rosenbaum, August 17: 1 map set Rosenbaum, August 18: 1 map set Rosenbaum, August 22: 1 map set 7 Little Bear Little Bear, August 14: 1 map set Little Bear, August 15: 1 map set 2 Fielder Mountain Fielder Mountain, August 15: 1 map set Fielder Mountain, August 16: 1 map set Fielder Mountain, August 17: 1 map set Fielder Mountain, August 18: 3 map sets Fielder Mountain, August 19: 1 map set Fielder Mountain, August 21: 1 map set Fielder Mountain, August 22: 1 map set Fielder Mountain, August 23: 1 map set Fielder Mountain, August 24: 1 map set Fielder Mountain, August 25: 1 map set Fielder Mountain, August 26: 1 map set 11

Nights counted September 13, 2026 from the submission records and the public archive. The number at the right of each row is its nights of maps. A flight after midnight counts with the night before it.

146 map sets, by who flew them

Map sets each flying team delivered through the system in 2026, and the aircraft it flew.

  • Rogue Reconnaissance, the founder's company 61 4 fires · DJI Matrice 300 RTK
  • Hummingbird Drones 54 6 fires · DJI Matrice 4TD
  • Oregon Department of Forestry 17 6 fires · DJI Mavic 2 Enterprise, DJI Mavic 3T, Skydio X10; crewed: de Havilland Twin Otter
  • Oregon Department of Forestry, South Cascade District 14 2 fires · Skydio X10

From upload to approved maps

Minutes from a pilot's upload to the pilot approving the finished map set, across the 137 sets where both times are on the record. The median is 18 minutes; 80 sets were approved within half an hour.

  • 15 minutes or less 60
  • 15 to 30 minutes 20
  • 30 minutes to an hour 15
  • 1 to 2 hours 18
  • More than 2 hours 24

The time includes the pilot's own review of the maps before approving them, which is often the longest part.

How the season went

  1. May 21 The pilot portal goes live in production.
  2. July 22 First fire processed end to end by the automated pipeline: East Evans Creek, Division Y.
  3. July 23 First fire delivered through the pipeline by a pilot from an Oregon Department of Forestry district, on that district's own map template.
  4. August 19 A live video feed from the aircraft that an incident commander opens with no account.
  5. August 23 The public data page opens with no sign in, for agency GIS shops and incident commanders.
  6. August 28 The public archive goes up, with the finished map sets at public addresses.

Fires in the archive

11 fires, 79 nights of maps, 876 files in the archive

Counted September 13, 2026 from the submission records and the archive. The records hold 79 nights and the public archive 76: on three nights the approved map sets have no files in the archive. A flight after midnight counts with the night before it. The archive files each night under the next day's date, the operational period its maps served, the convention the interagency share uses.

2024 and 2025

The work the Collaborative was built on.

The practice is older than the nonprofit. These sheets were flown and produced in 2024 and 2025 under Rogue Reconnaissance, the founder's own company, whose name is on each one. The Collaborative was incorporated in May 2026 to bring this work to every pilot and agency that wants it, and the archive of that earlier work came with it.

  1. Neil Creek Grizzly Complex

    July 23, 2025 Jackson County, Oregon

    A long, narrow perimeter in timber beside a road corridor.

    More about this sheet
    Incident
    OR-711S-006026
    Aircraft
    DJI M300

    Every isolated heat source inside it is graded low, medium or high, and most of them sit in the southern half.

    A 300 foot mop up buffer runs inside the heat perimeter. It separates the heat close to the edge from the heat deeper inside.

  2. Upper Applegate Road

    June 26, 2025 Jackson County, Oregon

    The perimeter on this sheet came from another product.

    More about this sheet
    Incident
    OR-711S-711-461-25
    Aircraft
    DJI M300

    As the sheet notes, it was digitized from the PDF map for the incident on NIFC's public share, and the drone's isolated heat sources were mapped against it, with a 300 foot mop up buffer inside.

    Two sources on one page is now built into the pipeline. A pilot can attach the incident's current daily fire perimeter to a submission, and it is drawn beside the drone's own heat on every product.

  3. Service Fossil Complex

    September 19, 2024, at midnight Wheeler County, Oregon

    Two separate flight areas along the heat perimeter, flown at midnight.

    More about this sheet
    Aircraft
    DJI M300

    The remaining heat is isolated heat sources strung along the edge, with one dense cluster where the perimeter turns a corner.

    This sheet carries the fullest set of mop up buffers on this page, at 50, 100, 200, 300 and 500 feet in from the heat perimeter, so a reader can judge at a glance how far from the edge any remaining heat sits.

  4. Kinzua Fossil Complex

    September 13, 2024 Wheeler County, Oregon

    A small perimeter with four isolated heat sources inside it: one high, one medium and two low.

    More about this sheet
    Aircraft
    DJI M300

    It is the plainest sheet on this page and one of the most useful kinds. It says clearly that very little heat is left, and exactly where that little is.

  5. Copperfield

    September 8, 2024 Klamath County, Oregon

    Heat along one long edge of the fire.

    More about this sheet
    Incident
    OR-981S-240314
    Aircraft
    DJI M300

    A dense band of isolated heat sources, each graded by intensity, runs just inside the heat perimeter, and a 100 foot mop up buffer traces the edge beside it. Most of the band sits beyond that buffer, deeper in than 100 feet.

    For a crew assigned to that edge, the sheet shows where the work is, source by source.

  6. Lee Falls Road

    August 11 and 12, 2024 Washington County, Oregon

    Two consecutive nights over the same 229.7 interpreted acres.

    More about this sheet
    Aircraft
    DJI M30T

    On the first, the interior is dense with isolated heat sources. The second sheet grades each source low, medium or high, and there are visibly fewer of them. The two are different kinds of sheet, so compare them by eye rather than as a measure of how much the interior cooled.

    Mop up buffers at 50, 100 and 200 feet run inside the heat perimeter on both. The August 12 sheet was finished at 3:56 in the morning, the delivery hour of an overnight flight.

    The August 12 sheet as a PDF, 6.9 MB ›

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