Artificial intelligence in camera detection

Challenge

• It should be possible to carry out the steps of the inspection at the ICE4 using AI procedures in order to enable the automation of the inspection.

• The approaches developed should be so universal that they can be transferred to other series with less effort

Solution

• Object recognition for all components to be found

• Anomaly detection for all operations performed

• Graphical tools for testing and evaluating the generated models

• Tensorflow-based machine learning environment for computer vision use cases (other technologies: MLFlow, CVAT, S3, MSSQL)

Result

• In-depth understanding of the structure of the ICE4 and the work steps to be carried out

• Modular and flexibly adaptable to other/new work steps toolbox for camera exploration allows porting our solution to other train types and other use cases

• Even the intermediate results of the anomaly detection can support factory employees in their findings