A means of simulating and fabricating memristor-like non-linear resistors for use in large arrays to form cellular neural networks is developed and investigated. The device is based on the action of ion intercalation of lithium ions into PEDOT:PSS active layers causing resistance to increase, similar to a memristor. A simple model I would like to thank my supervisor, Steve McGarry, for his help finding next steps when I got stuck and for being patient when progress was slow. I would like to also thank the people in graduate office and the DOE administrative staff (Blazenka, Anna, and Sylvie) for giving me the chance to see this work through to completion.