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Creating a Process Heatmap from Plant Sensor Data

By Glazix | May 30, 2025

Visualize your bottlenecks, inefficiencies, and risks—before they hurt output

Modern batch processing plants are rich in sensor data: flow meters, thermocouples, vibration monitors, energy monitors, and more. But raw data alone doesn’t solve problems. That’s where process heatmaps come in—visual tools that turn sensor data into a real-time snapshot of operational performance across the entire line.

Think of a process heatmap as a color-coded plant model, showing where activity is slow, fast, abnormal, or failing. A forming station running under target cycle time appears green. A drying tunnel with irregular airflow flashes amber. A kiln segment trending above tolerance pulses red.

These heatmaps help:

Pinpoint root causes of slowdowns

Reveal flow imbalances (e.g., overfeeding to under-capacity kilns)

Highlight areas of mechanical wear or underperformance

Creating a heatmap starts with connecting your plant’s sensor network to a unified data layer. SCADA systems, PLCs, and MES platforms feed into a visualization tool that interprets trends, thresholds, and rate-of-change data in real time.

Unlike a dashboard, which focuses on metrics, heatmaps offer spatial awareness. Maintenance sees where vibration is increasing across assets. Operators spot material surges in conveyors. Process engineers identify thermal inconsistencies across kiln zones.

Customization is key. In a tile plant, for example, the heatmap may focus on:

Press stroke counts and cycle times

Slurry viscosity trends in glazing stations

Gas pressure zones in tunnel kilns

Cooling zone differentials during annealing

One ceramics facility implemented heatmaps to monitor airflow and temperature in its drying tunnels. The result: a 20% reduction in product cracking due to early-stage moisture imbalance—because teams could act before the issue escalated.

In a world of hidden process complexity, heatmaps make performance visible. They don’t just help you react—they help you optimize, train, and improve every shift.


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