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04 — Industrial IoT + SQL

WAAM Process Intelligence

Live
Sensor-to-SQL
Real-time
Visualization
Adaptive
Read/write workflow

A PhD research system connecting live, IoT-enabled robotic manufacturing to a SQL database — giving researchers a real-time window into a process that used to be a black box.

The problem

Wire arc additive manufacturing generates enormous amounts of live sensor data, but there was no structured way to store, query, or visualize it while a build was in progress.

How it works

An information model connects robotic IoT sensors directly to a SQL database

A command center handles real-time data visualization, sorting, and filtering

Read/write workflows adapt as the manufacturing process runs, not just after it finishes

Stack

SQLIoT sensor integrationData visualizationAdaptive workflow logic

Outcome

Researchers can now query and visualize a live manufacturing process instead of reconstructing it from logs after the fact.

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