A Method to Implement Qualitative Knowledge in Multi-Layered Neural Networks

We propose an improved synthesis method for the multi-layered neural network(NN) using a ”translation mechanism” that maps the logical representation of qualitative knowledge into a multi-layered NN structure. We give realizability conditions and synthesis equations to realize logical functions by the NN.

[1]  M.M. Gupta,et al.  Fuzzy neuro-computational technique and its application to modelling and control , 1991, [Proceedings] 1991 IEEE International Joint Conference on Neural Networks.

[2]  Ken-ichi Funahashi,et al.  On the approximate realization of continuous mappings by neural networks , 1989, Neural Networks.

[3]  Roberto Serra,et al.  Complex Systems and Cognitive Processes , 1990, Springer Berlin Heidelberg.