N. D. Skuda and C. D. Schuman and G. Chakma and J. S. Plank and G. S. Rose

May, 2018

IEEE International Symposium on Circuits and Systems (ISCAS)

https://ieeexplore.ieee.org/document/8351840/

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Abstract

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.

Citation Information

Text

author          N. D. Skuda and C. D. Schuman and G. Chakma and J. S. Plank and G. S. Rose
title           High-Level Simulation for Spiking Neuromorphic Computing Systems
booktitle       IEEE International Symposium on Circuits and Systems (ISCAS)
month           May
year            2018
doi             10.1109/ISCAS.2018.8351840
url             https://ieeexplore.ieee.org/document/8351840/

Bibtex

@INPROCEEDINGS{ssc:18:hls,
    author = "N. D. Skuda and C. D. Schuman and G. Chakma and J. S. Plank and G. S. Rose",
    title = "High-Level Simulation for Spiking Neuromorphic Computing Systems",
    booktitle = "IEEE International Symposium on Circuits and Systems (ISCAS)",
    month = "May",
    year = "2018",
    doi = "10.1109/ISCAS.2018.8351840",
    url = "https://ieeexplore.ieee.org/document/8351840/"
}