supercomputers. In this work, we present initial results on a potential neuromorphic co-
processor, including a preliminary device design that includes memristors, estimates on
energy usage for the co-processor, and performance of an on-line learning mechanism. We
also present a high-level co-processor simulator used to estimate the performance of the
neuromorphic co-processor on real applications. We discuss future use-cases of a potential …
Neuromorphic computing represents one technology likely to be incorporated into future
supercomputers. In this work, we present initial results on a potential neuromorphic co-
processor, including a preliminary device design that includes memristors, estimates on
energy usage for the co-processor, and performance of an on-line learning mechanism. We
also present a high-level co-processor simulator used to estimate the performance of the
neuromorphic co-processor on real applications. We discuss future use-cases of a potential …