This section attempts to provide guidelines for the training of NNs to model complex industrial processes. Complex processes are considered to be those where there are multiple process parameters and/or environmental conditions which are thought to effect process behaviour. There may also be multiple process responses/outputs, and a full theoretical understanding of the process operation may be lacking. The five main issues which will be addressed are