AI Thermal Anomaly Detection

Catch abnormal heat without drowning operators in noise

Industrial scenes are messy. Forklifts, hot work, sun, process heat, and normal equipment cycles can all look urgent if a system only watches fixed limits. AVIAN combines thermal imaging, RGB context, and baseline-aware detection so teams see the abnormal heat that deserves action.

Capability workflow
1

Detect

Spot thermal drift

2

Alert

Reach the right team

3

Verify

Check the live view

4

Act

Move before failure

380°F

abnormal heat signature AVIAN surfaced in thermal view before smoke or visible flame appeared in the RGB view.

Why simple alarms fail

Heat problems rarely look clean in real facilities

A useful thermal system has to separate the heat that belongs in the process from the heat that signals failure, fire risk, or maintenance need. Otherwise operators learn to ignore alarms.

Fixed thresholds can miss slow drift on assets that normally run warm.

Routine industrial activity can create nuisance alarms if the system lacks context.

Visible-light cameras show the scene, but they do not measure surface temperature.

Smoke and flame detection usually enters later in the event timeline.

What our customers say

Industrial teams use AVIAN to catch heat problems before they become downtime or fire risk

“I can be anywhere in the mill, or even sitting at home”

I can be anywhere in the mill, or even sitting at home and get an alert from AVIAN and I know it’s time to act immediately.

“Condition-Based Thermal Monitoring at Sierra Pacific Mills”
John Brummel
John BrummelSierra Pacific IndustriesMaintenance Superintendent
“We can now adjust our machines in real time—without shutting them down”

Temperature changes become immediately visible with the AVIAN system, allowing us to react without delay. This kind of predictive maintenance greatly increases technical availability.

Johann Zingl
Johann ZinglRubner HolzindustrieProduction Manager
“I’d argue it’s probably one of the best technologies as far as fire safety is concerned”

We had a gearbox that was overheating in our dust shed. Thanks to the alerts from AVIAN, we changed the oil in the gearbox and brought it back under normal operating conditions.

“From Pilot to Prevention: How Chinook Wood Products Uses AVIAN”
Peter Rempel
Peter RempelChinook Wood ProductsCOO

How AVIAN works

Thermal intelligence built for real industrial scenes

AVIAN combines thermal capture, RGB context, zone-based monitoring, adaptive baselines, and smart alarm filtering so teams see useful anomalies instead of raw camera noise.

Thermal and RGB context

Operators see the heat signature and the visible scene together, so a hotspot is tied to the asset, belt edge, pile, panel, or process area that needs attention.

Baseline-aware detection

The system tracks normal thermal behavior for each monitored zone and flags sustained drift instead of relying only on a generic temperature limit.

Noise filtering

AVIAN filters routine industrial triggers such as forklifts, loaders, welding sparks, and hot work so alerts stay focused on events that deserve a response.

From signal to response

An anomaly only matters if the right person can act on it

The goal is not another dashboard. The goal is a clear handoff from detected heat to inspection, escalation, shutdown logic, or planned maintenance.

Detect

Spot thermal drift

AVIAN watches each zone continuously and identifies abnormal heat patterns on critical assets.

Alert

Reach the right team

Alerts can go to operators, supervisors, maintenance, and on-call teams through the channels they already use.

Verify

Check the live view

Thermal and RGB views help the team confirm whether the heat source is a bearing, belt, dust pocket, panel, or process condition.

Act

Move before failure

Teams can inspect, clean, stop equipment, escalate fire response, or schedule work while the fix is still routine.

FAQ

Questions teams ask before they deploy AVIAN

Is AI thermal anomaly detection the same as predictive maintenance?

It is one practical input for predictive maintenance. AVIAN detects abnormal heat trends on monitored assets, then maintenance teams use that signal to inspect, schedule work, and prevent repeat failures before downtime or fire risk escalates.

Does AVIAN replace smoke detectors or flame detectors?

No. Smoke and flame detectors still matter for life safety and code-required fire detection. AVIAN watches an earlier stage of the event timeline: abnormal surface heat, friction, electrical faults, and process heat before smoke or flame appears.

Does anomaly detection require a new control system?

No. Operators can use AVIAN through a browser, phone, tablet, alerts, and reports. Sites that want automated response can integrate alerts into existing controls, but the anomaly detection workflow does not require a new SCADA workstation.

What kinds of anomalies does AVIAN detect?

Common examples include hot bearings, dragging conveyor belts, overheated motors, loose electrical connections, dust extraction heat, battery and charger heat, and equipment that drifts away from its normal thermal baseline.