Stage 24 · Better fault classification

Demo inverter 01 fault classification

This is a deterministic fictional example. It separates the detected zero-output condition from its probable classification, shows evidence for and against certainty, and recommends the next investigation.

Rated AC

480 kW

Peer performance

0.0%

Estimated energy impact

24.8 MWh

Stage 24 result

Detected condition

Simulated device zero output

Detection confidence 88%

Likely classification

Device Zero Output

Classification confidence

90%

Deterministic score · not a probability

Why ArraySignal thinks this

  • Simulated median output was 0% of the peer baseline.
  • The pattern persisted across 77 production-active hourly observations.
  • Simulated telemetry completeness is 100%.

Evidence against certainty

  • No inverter event code is included in this simulated demonstration.

Missing evidence

  • Inverter alarm and event codes are unavailable.
  • Field-confirmed AC and DC measurements are unavailable.

Alternative explanation

  • Communication Issue — 24%

Vendor context

  • Fictional demo manufacturer; no vendor alarm or event code is supplied.

Recommended investigation

Review inverter status and alarms, then compare DC input voltage and current before deciding on a field visit.

Classifier stage24-reference-demo-v1