Using sensor data to improve welding

Start with the operating problem.

An automobile-parts manufacturer faced inconsistent welding quality despite having substantial sensor data from the production process.

Connect the components.

The published approach cleaned missing values and outliers, then used welding parameters and quality information to train a model and recommend process changes.

Data preparation is part of the solution. Recommendations need to connect to the process parameters operators can change.