Five failure patterns we see in industrial refrigeration
Lessons from 2 billion compressor readings.

Nadia Sorensen
Head of Data Science

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Short cycling and slow recovery
Door events and defrost drift
Night-time anomalies
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Across the refrigeration systems we monitor, the same handful of patterns shows up again and again before a failure. Most of them are visible days in advance.
Short cycling and slow recovery
A compressor that starts and stops more often than usual, or a room that takes longer to pull down after a door opening, is usually the first sign of low refrigerant or a failing component.
Door events and defrost drift
Doors left ajar and defrost cycles that run longer each week explain a large share of temperature excursions. Both are easy to catch once door contacts and coil temperatures are logged next to the room reading.
Night-time anomalies
Failures cluster outside working hours, when nobody is walking past the unit. Alerts that escalate to an on-call person are what turn a slow drift into a morning repair instead of a spoiled inventory.
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