This document is the initial report on a systematic approach to the application of MLP to the aphid prediction problem. The aims of this initial work are three-fold; to investigate the effectiveness of a particular representation of the data, to identify the approximate optimal topology for MLP applied to this problem, and to identify the approximate optimal training parameters for MLP applied to this problem.