Edge AI prospect using the NeuroEdge computing system: Introducing a novel neuromorphic technology

Citations

WEB OF SCIENCE

15

초록

This paper presents a test bed demonstration of NeuroEdge computing for face recognition using a novel neuromorphic chip-NM500. First, a general description and important specifications of the NM500 are presented. Second, a face recognition test-bed case study is used to demonstrate the efficacy and efficiency of the chip. Neuromorphic technology offers scalability and consistent recognition time, which is required by real-time networked systems, and presents a considerable advantage for real-time computations, making them virtually independent of the dataset size. In this study, intelligent edge computing technology was introduced using NeuroEdge. The performance was verified using a face recognition test. The results demonstrated that using neuromorphic technology, such as the NM500 chip, saves the time needed for training systems and does not impose the burden of requiring many datasets for effective training. (C) 2021 The Korean Institute of Communications and Information Sciences (KICS). Publishing Services by Elsevier B.V.

키워드

Edge device; Embedded systems; Edge AI; Neuromorphic technology; Training time; HARDWARE
제목
Edge AI prospect using the NeuroEdge computing system: Introducing a novel neuromorphic technology
저자
Nwakanma, Cosmas Ifeanyi; Kim, Jae-Woo; Lee, Jae-Min; Kim, Dong-Seong
DOI
10.1016/j.icte.2021.05.003
발행일
2021-06
유형
Article
저널명
ICT Express
권
7
호
2
페이지
152 ~ 157