Name

TIA PREMA

Defined in Task

T5.5

Short description

TIA PREMA (MATLAB Predictive Maintenance for Electro Mechanical Components) is a model used for predictive maintenance of DC motor, gearbox and hydraulic press.

By studying random scenarios, due to the changes in gearbox efficiency, resistance and damping coefficient values multiple random scenarios can be generated. Using the data fault code, labeling is performed. TIA PREMA uses different ML Models.

Example of usage

TIA PREMA presents some graphs to display the difference between simulation outputs.

Interfaces

TIA PREMA uses data generated by MATLAB SynData-EM as input.

TIA PREMA enables visualization of confusion matrix for the algorithms used.

Subordinates and platform dependencies

TIA PREMA uses Predictive Maintenance Toolbox of MATLAB and Classification Learner App.

License

TBD

TRL

The current TRL is 4 (validated in laboratory environment) running to be TRL 5.

References

n/a

To be considered in particular for the following COGNITWIN pilots

NOKSEL