Sensor Fusion on the Factory Floor: RGB, Thermal, and Vibration Together

RGB, thermal, and vibration data mean very different things read separately versus read together — and reading them together at the edge is what turns a developing fault into a maintenance ticket instead of downtime.

A Single Camera Can't See Everything

A part can pass a visual inspection while running hot, or vibrating outside its normal operating band — conditions a standard RGB camera has no way to detect. Reading channels in isolation means each one only catches the failures it happens to be looking for.

Reading Channels Together

Pairing RGB visual inspection with thermal, acoustic, and vibration signatures lets a system call a defect or a developing fault from physical evidence that no single channel would surface alone. A bearing that looks fine and sounds fine but is running three degrees hotter than its baseline is a real signal, not noise to be averaged away.

Why This Has to Run at the Edge

Fusing these signals in the cloud after the fact tells you about a fault after it's already a problem. Fusing them locally, on hardware sitting next to the equipment itself, is what turns a fault into a maintenance ticket instead of an unplanned stop.

Standard Interfaces, Not a Black Box

We expose fused readings over standard industrial interfaces — OPC UA, Modbus, MQTT — specifically so this doesn't become another proprietary system your team can't inspect or extend. Perception should be legible to the engineers who have to act on it.