A Cost-effective High-throughput Testbed for Supporting AI-enabled DevSecOps Services
2023 (English)In: 10th International Conference on Future Internet of Things and Cloud (FiCloud), Institute of Electrical and Electronics Engineers (IEEE), 2023, p. 95-102Conference paper, Published paper (Refereed)
Abstract [en]
OF@TEIN Playground is a multi-site cloud with distributed edge nodes, which, while offering reduced application latency by processing data at the edge of the network, also introduces new security challenges. To ensure the continuous and secure operation of these nodes, the SmartX Multi-View Visibility and SmartX MultiSec frameworks were introduced. However, these frameworks have limitations regarding AI-powered security mechanisms. The recent surge in data and AI technologies has amplified the need for AI-based and data-driven smart services that can process large amounts of real-time data and provide actionable insights to users. In particular, AI-inspired DevSecOps services can be highly effective in enhancing cybersecurity of the OF@TEIN Playground. However, developing and deploying these services at scale can be a challenge, due to the high costs associated with procuring and maintaining the necessary hardware and software resources. Therefore, this work aims to upgrade the OF@TEIN Playground to flexibly support cloud based AI-inspired DevSecOps services and to adequately meet the current and future demands of playground users. The results show that our effort has resulted in a more reliable, cost-effective, and flexible edge computing research and experimentation testbed.
Place, publisher, year, edition, pages
Institute of Electrical and Electronics Engineers (IEEE), 2023. p. 95-102
Keywords [en]
Cloud computing, Costs, Graphics processing units, Hardware, Software reliability, Surges, Edge computing, SmartX Playground, Artificial Intelligence (AI), DevSecOps, Edge Clouds, Testbed, GPU Utilization
National Category
Communication Systems Computer Systems
Research subject
Computer Science
Identifiers
URN: urn:nbn:se:kau:diva-98688DOI: 10.1109/FiCloud58648.2023.00022Scopus ID: 2-s2.0-85184996903ISBN: 979-8-3503-1636-0 (print)ISBN: 979-8-3503-1635-3 (electronic)OAI: oai:DiVA.org:kau-98688DiVA, id: diva2:1840932
Conference
10th International Conference on Future Internet of Things and Cloud (FiCloud), Marrakesh, Morocco, August 14-16, 2023.
2024-02-272024-02-272024-03-19Bibliographically approved