Name

TIA MODEL - Teknopar Machine Learning Library

Defined in Task

T5.1, T5.2

Short description

TIA MODEL provides and enables the application of machine learning algorithms and needed to perform smart predictive maintenance for the SWP machinery. TIA MODEL utilizes supervised, unsupervised, multidimensional scaling and reinforcement learning algorithms as needed.

To compare ML models used for predictive analysis, GUIs have been developed.

Example of usage

Below listed algorithms have been used:

Figure: Algorithms used for machine learning

The developed sample screens are presented in the following Figures.

Figure: Selected Sample TMLL Displays

Interfaces

IDBA data is used by TIA MODEL as input. TMLL output is visualized by ICPV.

Subordinates and platform dependencies

None (platform independent web application)

License

Proprietary/ Subject to license

TRL

The current TRL is 4 (validated in laboratory environment) running to be TRL 6.

References

n/a

To be considered in particular for the following COGNITWIN pilots

NOKSEL