ToC Figure. In this paper, we develop a STDP window using I-V data from a graphene-based memristive device. We show that this STDP window is suitable for use in a Spiking Neural Network. We also demonstrate our networks' capabilities of performing two classification tasks. The results clearly show that our network’s performance is comparable to state-of-the-art while using green-fabricated graphene-based memristive devices.