
Where AI Fits in Geospatial Workflows and Where it Doesn’t (Part 1 of 4)
Shahab Bahreini Jangoo, Software Developer, GNO-SYS
As wildfires become more frequent and severe, the need for reliable, real-time information is more critical than ever. One of the most valuable tools in the wildfire management toolkit is the thermal sensor. These devices can detect and map heat, even when smoke, darkness, or terrain make visibility difficult.
Thermal sensors are tools that detect heat rather than visible light. All objects emit heat in the form of infrared radiation. Thermal sensors capture this radiation and translate it into images or data that show temperature differences across a surface.
Because they measure emitted heat rather than reflected light, thermal sensors work in both day and night conditions. They are also useful in smoky or dusty environments where traditional cameras struggle to see. The data from thermal sensors can be processed to create heat maps, showing areas of elevated temperature that may indicate a fire, a hotspot, or a smoldering zone after a fire has passed.
How Thermal Sensors Are Used in Wildfire ManagementThermal imaging has applications across the entire wildfire lifecycle. Below are some of the key ways it is used to support firefighting and land management teams.
Thermal sensors can detect temperature changes before a fire becomes visible. When installed on drones, towers, or aircraft, they can continuously monitor high-risk areas for unusual heat patterns. These early warning signs help alert response teams before a small ignition becomes a large event.
Once a fire is burning, thermal imaging provides real-time information about where the fire is hottest, where it is spreading, and where flare-ups might occur. This information is essential for fire crews working on the ground and from the air.
Unlike visual cameras, thermal sensors can continue providing data at night or through light smoke, giving emergency teams a clear picture of the fire’s behavior around the clock. Aerial thermal mapping can cover wide areas quickly and help prioritize where to send resources.
Even after the flames are out, fire crews need to know where hidden heat may remain. Thermal sensors are used to identify hotspots that could reignite and cause new fires. They also help in mapping burn severity by spotting areas with high residual heat.
When combined with other data, such as optical images or elevation models, thermal imagery supports land recovery efforts and long-term planning for future fire prevention.

Thermal sensors are valuable because they:
However, there are a few limitations:
Thermal imaging is often used alongside other technologies such as optical cameras, LiDAR, and mapping tools. This multi-sensor approach provides a more complete view of the wildfire environment, helping teams understand not just where heat is present, but also what fuels are burning, how the terrain affects fire spread, and where infrastructure may be at risk.
As technology continues to improve, thermal sensors are becoming more accessible and easier to integrate into wildfire response systems. From drones to crewed aircraft to satellite platforms, they are an increasingly essential tool for agencies managing wildfire risk.

Shahab Bahreini Jangoo, Software Developer, GNO-SYS

High‑resolution airborne imagery is only as valuable as the trust you can place in the data behind it. At GNO‑SYS, that trust does not happen

Across Canada, wildfire seasons are becoming more unpredictable, more intense, and more difficult to model using traditional methods. To support decision makers who depend on