Introduction of the category GeoNET   -  
Geometric Networks,   based on the category of
Noncommutative Geometric spaces (NCG).
A Learning step can be expressed by a corresponding morphism
in that Cat.
  This new modeling approach opens the view to a
NEW Theory of LEARNING, very generally.
This mathematical ANN Structure Model was deployed in
neural network simulation and the corresponding network simulator
was applied in an industrial project on optical quality control.
An unexpected experience was the observation that this abstract model
led to considerable reduction of the project costs -
(learning became "cheaper"..... CAT helped to save money).    
Cf.  
ACCAT and Theoretical Neurobiology,
ACCAT and Neural Networks.  
This contribution received a Best Paper Award.