Cold-chain monitoring for pharmaceutical warehouses
Temperature forecasts 15, 30 and 60 minutes ahead, with a trust score for every sensor.
What the client needed
Temperature, humidity and pressure readings came from sensors and SCADA, excursions were noticed after the fact, and nobody could say when a rack would leave its band.
AI prediction: Room 2 temperature is safe and rising, while Room 2 humidity is also safe and rising.
What runs now
The roadmap adds predictive maintenance, root-cause analysis and remaining useful life estimates for the cooling equipment.
The system, step by step
Temperature forecasting on 15, 30 and 60-minute horizons, with an explanation of why the forecast moved
Anomaly detection with a ranked queue and a sensor-trust score, so a failing sensor is not mistaken for a failing room
A data preparation pipeline for missing values, duplicates and outliers, with the quality score shown to the operator
A recommendation engine, alarm prioritisation and a mobile app for live monitoring, alerts and acknowledgements
Have a problem you want measured?
Tell us what you want to count, check or protect. An engineer will reply, not a sales script.