You should look at the models being produced by Jeff Hawkins and numenta. Their neuron is based on the neuron of our neocortex which are homogeneous. Theyve had great success using their ANN across different domains with very little to no differences in settings. The magic really is in the encoding of the information stream into the Sparse Ditributed Representation that best represents the features you're looking for.