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High-Level Simulation for Spiking Neuromorphic Computing Systems...

by Nicholas Skuda, Catherine D Schuman, Gangotree Chakma, James Plank, Garrett Rose
Publication Type
Conference Paper
Book Title
2018 IEEE International Symposium on Circuits and Systems (ISCAS)
Publication Date
Conference Name
International Symposium on Circuits and Systems (ISCAS 2018)
Conference Location
Florence, Italy
Conference Sponsor
IEEE
Conference Date
-

Neuromorphic computing systems are alternatives to conventional microprocessors, often built from unconventional hardware. Designing and evaluating these systems requires multiple levels of simulation, from the device level to the circuit level to the system level. In this paper, we describe the system level simulator of a neuromorphic computing system based on memristors. We compare it to a circuit level simulator of the same system, both verifying its accuracy and demonstrating its performance improvement. We argue that system level simulation is an essential part of the design process of neuromorphic systems.