Industrial · Frontier

Arc-Flash & Partial-Discharge Precursor Listening

Gives weeks of warning that a switchgear connection is starting to fail.

Frontier Frontier

Plausible physics, early work — shown honestly as an experiment.

A failing electrical joint gives off two quiet warnings: tiny sparks that add crackle to the radio environment, and a loose, warming connection that makes the panel buzz and rattle slightly. The system listens for both growing together, load cycle after load cycle, and flags the cabinet before it becomes dangerous.

In the physics: Two coupled observables: (1) partial discharge and micro-arcing emit broadband impulsive RF that raises the CSI noise floor and injects non-thermal amplitude outliers correlated with load cycles; (2) loose, overheating busbar connections and magnetostrictive panel buzz produce in-band structural micro-vibration (panel rattle sub-40Hz) that grows as the joint degrades. Neither is visible to thermal imaging until late.
Preparing the recorded fieldLoading real LatentField pipeline output…

This is real pipeline output for Industrial, replayed. The exact reading depends on your room.

Bring this into the real roomMachine Bay Watch6 sensing nodes · ~$320 parts · about 120 min
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How the field becomes an answer

CSI noise-floor statistics + micro-Doppler panel-vibration lines (stage 2) adaptive PCA + MVE anomaly manifold per cabinet with rolling baseline (stage 3) compartment CUSUM over days/weeks keyed to load-correlated growth (stage 6).

How we prove it

Own-hardware: ESP32 nodes inside a substation room, seeded experiment with a controllable spark-gap / loose-lug test rig at increasing severity; correlate anomaly score against ultrasonic PD detector ground truth.

Who it is for

An always-on arc-flash early-warning layer for unmanned substations — sold to the electrical asset manager as 'the room that hears its own switchgear failing.'

Complete first-room estimateMachine Bay Watch6 nodes · ~$320 parts · 120 min Request kit, subscribe, or set up →
Compatible DIY hardware options
Operator Single-Venue$280–380

120 min · advanced

Operator Multi-Node$700–950

240 min · installer

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