Satellites saw fire on CFB Wainwright range hours before DND says it ignited

By Kevin J.S. Duska Jr., Prime Rogue Inc. | Calgary
Published 2 a.m. MT / 4 a.m. ET, Sunday, Oct. 18, 2026.

Satellite data current to 1:10 a.m. MT. This analysis will be updated as agencies respond and new satellite passes arrive.

NASA satellites detected fire on the CFB Wainwright training range on Saturday afternoon, hours before the time the Department of National Defence says the fire ignited, and before the explosion that military sources told Global News happened at around 4 p.m.

In an official news release early Sunday, National Defence said a fire “ignited within the training area” at “approximately 4:00 p.m. (local time).”

A Prime Rogue analysis of NASA satellite data shows fire on the base at 2:49 p.m. MDT, about 70 minutes before the approximately 4 p.m. ignition time in DND’s release. A Landsat satellite pass at 12:17 p.m., nearly four hours earlier, recorded lower-confidence detections at the same spot that appear to trace the narrow lines of an advancing grass fire.

The satellite record does not show what started the fire, and it cannot show whether this is the same fire involved in the incident that killed and injured military personnel. But it raises a question that investigators, and the families of those killed, are likely to ask: was a fire already burning on the range for hours, under a regional wind warning, before the deadly incident?

Defence Minister David McGuinty confirmed Saturday night that there had been “both fatalities and injuries” at the base. He gave no numbers. Global News, citing multiple military sources, reported seven dead and dozens injured. No official has confirmed a casualty figure.

Prime Rogue put questions about the satellite findings to the Department of National Defence and eight other agencies overnight. None had answered them by the time of publication.

Infographic titled Satellites detected fire on the range before 4 p.m. Three tiles across the top read: 12:17 p.m., first detections, Landsat 8; 2:49 p.m., fire detected, NOAA-20 VIIRS; and about 4 p.m., Canadian Armed Forces statement that a fire was reported. Below, a map shows all 67 NASA fire detections in one small area of CFB Wainwright, with Landsat detections forming thin lines about 1.9 kilometres long running southwest to northeast and VIIRS detections in the same area. Beside it, a timeline of six satellite passes in Mountain Time shows detections from Landsat 8 at 12:17 p.m. and NOAA-20 at 2:49 p.m., about 3 hours 43 minutes and 70 minutes before 4 p.m., and no detections from NOAA-21, Suomi-NPP, Aqua or Terra passes.
NASA FIRMS satellite data shows fire detections on CFB Wainwright at 12:17 p.m. and 2:49 p.m. MDT on Oct. 17, before the approximately 4 p.m. time in the Canadian Armed Forces statement. The data shows heat, not cause, and does not show whether this is the fire involved in the incident that caused casualties. (Data: NASA FIRMS. Analysis and graphic: Copyright Prime Rogue Inc., 2026)

What the satellites recorded

NASA’s Fire Information for Resource Management System, known as FIRMS, publishes the location and time of heat signatures detected by several Earth-observing satellites, usually within minutes to a few hours of each pass. Prime Rogue reviewed every FIRMS file for Alberta and Canada covering the 24 hours that ended at 11:50 p.m. MT Saturday, across six instruments on six satellites.

Within 40 kilometres of the base, there were 67 detections. All of them fall inside a single patch of the range roughly 2.4 km east to west and 2.2 km north to south, centred about eight kilometres south-southwest of the town of Wainwright. There were no other detections anywhere near the base.

Time (MDT)Satellite and sensorResolutionResult at CFB Wainwright
12:17 p.m.Landsat 8, Operational Land Imager30 m59 detections, all rated lower confidence, forming thin lines about 1.9 km long
~1:52 p.m.NOAA-21, VIIRS375 mNo detection*
~2:29 p.m.Suomi-NPP, VIIRS375 mNo detection*
2:49 p.m.NOAA-20, VIIRS375 m8 detections, all rated nominal confidence; 5.8 to 11.5 MW per pixel
~4 p.m.CAF: fire reported on the range. Global News, citing CAF sources: explosion at about 4 p.m.
~4:55 p.m.Aqua, MODIS1 kmNo detection*
~9:30 p.m.Terra, MODIS (night)1 kmNo detection*

* Prime Rogue inferred that these passes covered the base from where each pass detected fires elsewhere. A missed detection does not prove there was no fire. See “How we did this” below.

Annotated NASA FIRMS map of part of CFB Wainwright in the Time Based view, captured at 1:09 a.m. MDT on Oct. 18 over satellite imagery. Orange squares mark VIIRS detections from the NOAA-20 pass at 2:49 p.m., coloured as detected 6 to 12 hours before the capture. Thin pale-yellow lines mark Landsat 8 detections at 12:17 p.m. in the same area, coloured as detected 12 to 24 hours before. Callouts explain the colour coding and note the Landsat detections are lower confidence. A 1-kilometre scale bar is shown.
NASA’s FIRMS map colours each detection by how long ago it was made. Captured at 1:09 a.m. MDT, the orange VIIRS squares (2:49 p.m.) and pale-yellow Landsat lines (12:17 p.m.) match the acquisition times in NASA’s data files. The large squares are VIIRS pixels and overstate the area burned. (Imagery and data: NASA FIRMS. Annotations: Prime Rogue Inc.)

The 12:17 p.m. Landsat pass

Landsat 8 carries the sharpest fire-detecting instrument in the FIRMS system. Its pixels are 30 metres across, fine enough to resolve the shape of a fire rather than just its presence. NASA says flaming fires as small as about four square metres have a better-than-even chance of being detected in daytime Landsat imagery.

At 12:17 p.m., Landsat 8 recorded 59 fire pixels on the range. They are not scattered. They line up in several narrow bands that run together for about 1.9 km on a southwest to northeast axis. That pattern is consistent with a moving grass fire: a thin front of flame, with burned ground behind it and unburned grass ahead.

FIRMS rates every one of these 59 pixels as lower confidence, the lowest of its three Landsat classes. On its own, a single low-confidence pixel should be treated with caution; NASA notes that Landsat detections can reflect thermal anomalies other than fire. But three things make a false reading unlikely here: the number of pixels, their arrangement into continuous fire-front lines, and the higher-quality VIIRS detections in the same place two and a half hours later, which show fire was present there that afternoon.

The 2:49 p.m. NOAA-20 pass

The VIIRS instrument on the NOAA-20 satellite recorded eight fire pixels on the range at 2:49 p.m. The satellite was fairly close to overhead, so its pixels were near their smallest and most accurate (about 480 metres across in this pass, against about 375 metres directly below the satellite).

All eight detections are rated nominal confidence. Under NASA’s definitions, nominal-confidence VIIRS pixels are free of potential sun-glint contamination and show a strong temperature anomaly, more than 15 kelvin above the background, in the instrument’s mid-infrared fire channel. Low-confidence daytime VIIRS pixels, by contrast, are typically associated with sun glint. None of the eight were low confidence.

The fire radiative power of each pixel, a measure of the heat the fire was giving off, ranged from 5.8 to 11.5 megawatts, about 75 megawatts in total. Values in that range are consistent with a relatively low-intensity vegetation fire such as a grass fire, though Prime Rogue has not compared them against published grassland studies. They do not, on their own, indicate anything unusual about the fire.

This is the strongest evidence in the record: by 2:49 p.m. MDT, a fire was burning on this part of the range.

The passes that saw nothing

Two other VIIRS passes, at about 1:52 p.m. (NOAA-21) and 2:29 p.m. (Suomi-NPP), and two MODIS passes, at about 4:55 p.m. (Aqua) and 9:30 p.m. (Terra), recorded no fire at the base.

Those results should not be over-read. Prime Rogue inferred that each pass covered the base from where it detected fires elsewhere in Western Canada; we have not confirmed each satellite’s exact footprint. A pass that views a location near the edge of its swath sees it at a steep angle, with larger pixels and less sensitivity, and a small or smouldering fire can fall below its detection threshold. Smoke and cloud can also hide a fire. MODIS pixels are 1 km across, too coarse to reliably catch a narrow, fast-moving grass fire.

The gap after 3:30 p.m. matters in a different way. After about 3:30 p.m. Saturday, no high-resolution satellite passed over the base until well after dark. Satellite data cannot show what happened on the range at or after 4 p.m., including the explosion.

Annotated NASA FIRMS satellite map of part of CFB Wainwright. Red squares mark VIIRS heat-detection pixels and thin dark-red lines mark Landsat detections, together spanning about 3 kilometres from southwest to northeast. A dashed box marks a built-up area on the base just north of the northeast end of the detections. A 1-kilometre scale bar and north arrow are shown.
The same detections as they appear on NASA’s FIRMS map, annotated by Prime Rogue. The large squares are VIIRS pixels and overstate the area burned; the thin Landsat lines are the most precise indication of where the fire was. (Data and imagery: NASA FIRMS. Annotations: Copyright Prime Rogue Inc., 2026)

What the data does not show

Satellites detect heat. They do not detect causes, intentions or decisions. The data cannot tell us:

  • What started the fire. Nothing in the record confirms or rules out live-fire training, an ammunition burn, an explosion or any other cause.
  • Whether this is the fire involved in the incident that caused casualties. It is the only fire detected near the base, and it was burning on the range before the reported time of the explosion. But the satellites did not capture the explosion itself, and fires on live-fire ranges are not unusual. Base crews sometimes manage them for hours.
  • Why DND gives 4 p.m. as the ignition time. DND’s release says the fire ignited at about 4 p.m. An earlier CAF statement said only that a fire was reported then. If the fire detected by satellites at 12:17 and 2:49 p.m. is the same fire, the 4 p.m. time may mark when a new fire started, when an existing fire escalated, or when the incident that caused casualties occurred. Only DND can say.
  • How much land burned. Heat detections mark where fire was at the moment of a pass. They are not a burn-scar map, and the large VIIRS squares in particular make the fire look bigger than it was.

The official timeline

The Canadian Armed Forces said in a statement to media Saturday that at approximately 1600, a fire “was reported on the range” at the base, and that it had since spread beyond the boundary of the training area.

In a news release issued early Sunday from Ottawa, National Defence went further, saying a fire “ignited within the training area” at approximately 4 p.m. local time and “spread rapidly beyond the boundaries of the training area.” The release confirmed fatalities and injuries and said the CAF will not confirm casualty details until next-of-kin notification is complete. It does not mention an explosion, a cause, or any fire on the range before 4 p.m. It includes statements from McGuinty, Gen. Jennie Carignan and Lt.-Gen. Michael Wright, Commander of the Canadian Army.

The satellite record conflicts with DND’s stated ignition time. The only fire detected near the base was burning in the training area at 2:49 p.m., and likely by 12:17 p.m. Prime Rogue has asked DND to reconcile its timeline with the satellite data.

Wainwright RCMP said they were called to assist the base at around 4 p.m., and that early reports described a fire at a training area. Global News, citing multiple CAF sources, reported that “a live-fire training exercise hit a gas line or gas well on the base,” causing an explosion at around 4 p.m. MT. No official has confirmed that account. A 2014 Western Producer report described about 180 buried natural gas wells on the 148,000-acre base.

The Municipal District of Wainwright said the fire south of Wainwright “crossed the base fence earlier today and is being actively managed.” The MD did not say when. In an update at 10:47 p.m., the MD said the fire “is being held at this time.” Acute Care Alberta activated Code Orange, its mass-casualty protocol, at several facilities, and asked Edmonton-area residents to avoid the University of Alberta Hospital emergency department if possible.

Environment and Climate Change Canada had wind warnings in effect across central and east-central Alberta on Saturday, with gusts of up to 100 km/h expected in the Edmonton region. Edmonton International Airport recorded gusts of 98 km/h at about 2 p.m.

The base’s own Environment Canada weather station recorded a sharp change at the time of the reported explosion. At noon, around the Landsat pass, winds were light, from the south-southwest at about 12 km/h. By 2 p.m. and 3 p.m. they were blowing from the southwest at 31 to 32 km/h, gusting to 46 km/h, with a temperature of 23°C and humidity of 16 to 17 per cent. At 4 p.m. the wind had swung to the northwest at 51 km/h, gusting to 69 km/h, and the temperature had dropped 10 degrees, consistent with a cold front passing through. The southwest-to-northeast orientation of the Landsat fire lines matches the wind direction at midday. Prime Rogue draws no conclusion about cause from the weather record.

Three-panel chart of hourly weather at the CFB Wainwright Environment Canada station from 10 a.m. Oct. 17 to 1 a.m. Oct. 18, Mountain Time. Wind: southwest winds rose from about 12 km/h at noon to 31 to 32 km/h with gusts to 46 km/h at 2 and 3 p.m., then at 4 p.m. swung to the northwest at 51 km/h with a peak gust of 69 km/h, easing to about 17 to 24 km/h by late evening. Temperature: rose to 23.3 degrees Celsius at 3 p.m., then dropped to 12.9 degrees at 4 p.m. Relative humidity: fell to 16 per cent at 2 p.m., then jumped to 43 per cent at 4 p.m. Dashed lines mark the satellite fire detections at 12:17 p.m. and 2:49 p.m., and a solid line marks DND’s stated ignition time of about 4 p.m.
Hourly observations from the Environment Canada weather station at CFB Wainwright. Through the early afternoon, conditions were hot, dry and windy from the southwest; at about 4 p.m. the wind swung to the northwest, gusting to 69 km/h, and the temperature fell 10°C. The weather record provides context for fire behaviour; it does not show what caused the fire. (Data: Environment and Climate Change Canada. Graphic: Copyright Prime Rogue Inc., 2026)

A single source with knowledge of the incident told Prime Rogue earlier Saturday night that a live-fire drill ignited the fire and caused a significant ammunition burn, and that soldiers prioritized treating casualties as the fire spread. Prime Rogue has not independently confirmed that account, and no official has said what training was under way. The satellite data neither confirms nor rules out that account or Global’s, though a fire burning on the range for hours before an explosion would be consistent with both.

Why the timing matters

If a fire was burning on a live-fire range from around midday, the decisions made between then and about 4 p.m. will be central to any investigation. They include whether training continued, whether ammunition or explosives were moved or left exposed, when outside fire services were called, and how wind conditions were assessed, including the forecast cold front that reached the base at about 4 p.m. Range Control logs, fire-danger readings and the exercise orders for Oct. 17 would show what was known, and when.

Prime Rogue intends to file access-to-information requests for those records.

Who we asked, and what they said

Overnight, Prime Rogue asked each of the following when they were first notified of a fire on or near the base, or when they were first called to it. We asked DND and base public affairs directly about the satellite findings.

  • Department of National Defence Media Relations, Ottawa
  • 3rd Canadian Division Support Base Edmonton public affairs (CFB Wainwright’s parent base)
  • National Defence Public Affairs, Prairies and Northern Area
  • Municipal District of Wainwright
  • Alberta Health Services, including its after-hours media line
  • STARS air ambulance
  • Wainwright Fire & Rescue
  • Alberta Wildfire
  • Natural Resources Canada (Canadian Wildland Fire Information System)
  • Alberta RCMP, by phone

As of publication, none had responded to Prime Rogue’s questions. Earlier Saturday night, before Prime Rogue’s satellite analysis, DND said in an emailed statement that it was “aware of an incident in Wainwright, Alberta” and would provide more information “as it becomes available and can be confirmed.” DND has not addressed the satellite findings. Prime Rogue asked DND about them at [DND-QUESTION-TIME] MT.

Prime Rogue has given all agencies a second deadline of 7 a.m. MT Sunday for a follow-up report, and will publish their responses in full.

How we did this

Data sources

NASA FIRMS distributes near-real-time active-fire detections from three families of satellite instruments:

  • Landsat 8 and 9, Operational Land Imager (OLI): 30-metre pixels. Available in near real time only for the continental U.S., southern Canada and northern Mexico, typically within 30 to 60 minutes of a pass. Each Landsat satellite revisits a location every 16 days, so the pair together cover a given mid-latitude spot about once every eight days. The Oct. 17 pass over Wainwright was a matter of timing, not tasking. The detection algorithm is described in Schroeder et al. (2016), Remote Sensing of Environment. FIRMS sorts Landsat detections into higher, medium and lower confidence.
  • VIIRS (Visible Infrared Imaging Radiometer Suite) on Suomi-NPP, NOAA-20 and NOAA-21: Suomi-NPP, the oldest of the three, was still delivering data on Oct. 17; NOAA has scheduled it to stop on Nov. 2, 2026. about 375-metre pixels at nadir, growing larger toward the edge of each scan. The three satellites follow one another within roughly an hour, giving mid-latitudes three or four looks a day. The algorithm, described in Schroeder et al. (2014), Remote Sensing of Environment, detects fires smaller than a pixel by comparing each pixel’s infrared signal with its surroundings. Detections are rated low, nominal or high confidence.
  • MODIS on the Aqua and Terra satellites: 1-kilometre pixels. Confidence is scored from 0 to 100. Both satellites are near the end of their missions and their orbits have drifted, so their overpass times are later than their original design times; we used the acquisition times in the data rather than nominal schedules.

Each detection marks the centre of a pixel in which the satellite registered one or more fires or other heat sources. It is not an exact fire location, and it is not a measure of burned area. Fire radiative power, reported for VIIRS and MODIS, is the heat output of everything burning within the pixel, in megawatts. FIRMS reports acquisition times in UTC.

What we downloaded

Prime Rogue downloaded ten FIRMS KML files shortly before midnight MT Saturday, each marked as current to 11:50 p.m. MT (05:50 UTC Oct. 18). They were the 24-hour Canada and Alberta files for Landsat, VIIRS on Suomi-NPP, NOAA-20 and NOAA-21, and MODIS. We downloaded a second, complete set at about 1:10 a.m. MT, current to 1:10 a.m. (07:10 UTC), and compared the two record by record. The detections near the base were identical: no detections were added, removed or revised. Both sets of original files are archived. FIRMS replaces these near-real-time files continually, so the archived versions are the contemporaneous record.

How we processed it

  1. We extracted every detection record from all ten files: latitude, longitude, acquisition time, sensor, confidence, day or night, and, where available, fire radiative power and pixel dimensions.
  2. We removed duplicates. FIRMS KML files list each detection twice (as a point and as a pixel outline), and the Alberta files are subsets of the Canada files.
  3. We kept every detection within 40 kilometres of the base, measured by great-circle distance. That left 67 unique detections, all in one cluster on the range. Prime Rogue confirmed by coordinates that the cluster is on CFB Wainwright.
  4. We converted acquisition times from UTC to Mountain Daylight Time (UTC minus six hours).
  5. To judge which satellite passes likely covered the base, we grouped every detection in Western Canada and the northwestern U.S. by satellite and minute, and examined the latitude and longitude spread of each pass. Where a pass detected fires on both sides of Wainwright, or near enough to it within the instrument’s swath, we treated the base as likely within view. This is an estimate. We have not yet confirmed each pass’s exact footprint against orbital data or cloud cover, and we will update this analysis if those checks change it.
  6. We measured distances and orientation from the detection coordinates themselves, using a local flat-earth approximation that is accurate to within a few metres at this scale.

How to check our work

FIRMS data is public. Anyone can open the FIRMS map, navigate to approximately 52.78° N, 110.92° W, select the Landsat and VIIRS layers for Oct. 17, 2026, and click individual detections to see their acquisition times. NASA’s archive download service will also provide the standard (non-real-time) versions of this data in the coming days. Prime Rogue will share its extracted detection table with researchers and journalists on request.

Limitations

  • Every Landsat detection in the cluster is rated lower confidence. We consider the pattern and the corroborating VIIRS detections strong evidence of fire at 12:17 p.m., but readers should weigh the 2:49 p.m. VIIRS detections as the firmer finding.
  • The absence of detections in other passes is weak evidence. Pass coverage is inferred, and smoke, cloud, viewing angle and pixel size all cause missed detections.
  • Near-real-time FIRMS data can be revised when NASA releases its standard science products.
  • Global News described the FIRMS cluster as “just to the southeast” of Wainwright. The coordinates of every detection Prime Rogue extracted place the cluster south-southwest of the townsite, at about 52.78° N, 110.92° W, south of Township Road 44-0, which is where the MD of Wainwright placed the active fire. We have not confirmed the location against a DND range map.
  • Prime Rogue has not yet had this analysis reviewed by an independent remote-sensing specialist. We have asked Natural Resources Canada for comment and will seek outside review.

What comes next

No satellite has passed over CFB Wainwright since Saturday evening. As of the 1:10 a.m. MT data, the only new passes were nighttime VIIRS passes over Eastern Canada and Landsat and MODIS passes well south and west of Alberta.

The next VIIRS passes over Alberta are expected overnight, between roughly 2:30 and 5 a.m. MT, based on the timing of Friday night’s passes, from NOAA-21, Suomi-NPP and NOAA-20 in that order. VIIRS is sensitive to smouldering fire at night. Detections at the base would show the fire was still burning; no detections would be consistent with the MD of Wainwright’s statement that the fire is being held, though cloud and smoke can hide a fire. Daytime VIIRS passes follow between about 1:30 and 3:30 p.m. MT Sunday. Landsat is not expected to image the base again for several days.

Prime Rogue will publish a follow-up after the 7 a.m. MT deadline with any agency responses and the results of the overnight passes. We are also working to establish the times of the first emergency calls.

Prime Rogue’s live coverage of the CFB Wainwright fire continues here.

CAF families seeking information can call the CAF Family Information Line at 1-800-866-4546, 24 hours a day, or the Canadian Forces Member Assistance Program at 1-800-268-7708. The MD of Wainwright has directed people seeking information about loved ones to a public affairs line at 819-531-8618. Prime Rogue will not publish the names of anyone killed or injured until DND releases them.

Have information about the events at CFB Wainwright? Contact Kevin J.S. Duska Jr. through Prime Rogue’s secure channels

Signal: Rubicon49.50 Email: kevinjr.duska at proton . me

Sources

2 Comments

  1. […] NASA satellite data analyzed by Prime Rogue shows fire on the CFB Wainwright range at 2:49 p.m. MDT … Lower-confidence Landsat detections at the same spot at 12:17 p.m. appear to trace the lines of an advancing fire. The data does not show what caused the fire, or whether it is the same fire involved in the incident. Prime Rogue has asked DND to explain. Full details, graphic and method are below, and in our full analysis of the entire daily fire matrix at CFB Wainwright […]

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