The scope of the application research is to develop concept designs and demonstrate the technological approaches for intelligent detector systems, to develop and combine spiking neural network topological models with material and device characteristics, and to explore how to best optimize and exploit the new capabilities of memtransistor spiking elements. These architecture models will illuminate the potential benefits of material and device breakthroughs, and highlight weaknesses that require further research.