Electromagnetic simulations of a neuromorphic hardware using PEEC and memristor SPICE models

Electromagnetic simulations of a neuromorphic hardware using the partial element equivalent circuit (PEEC) and memristor SPICE models are presented. The netlists of the SPICE sub-circuits for crossbar geometries in a neuromorphic hardware are extracted using the PEEC method. The SPICE sub-circuits are verified by comparison with HFSS simulation results. Application of RF signals for using the memristors as synapses is also presented and confirmed in the single memristor and crossbar structure. Crosstalk simulations are carried out in the crossbar structures with memristors considering the memristor states.