• Title/Summary/Keyword: Container Ochestration

Search Result 1, Processing Time 0.018 seconds

KubEVC-Agent : Kubernetes Edge Vision Cluster Agent for Optimal DNN Inference and Operation (KubEVC-Agent : 머신러닝 추론 엣지 컴퓨팅 클러스터 관리 자동화 시스템)

  • Moohyun Song;Kyumin Kim;Jihun Moon;Yurim Kim;Chaewon Nam;Jongbin Park;Kyungyong Lee
    • IEMEK Journal of Embedded Systems and Applications
    • /
    • v.18 no.6
    • /
    • pp.293-301
    • /
    • 2023
  • With the advancement of artificial intelligence and its various use cases, accessing it through edge computing environments is gaining traction. However, due to the nature of edge computing environments, efficient management and optimization of clusters distributed in different geographical locations is considered a major challenge. To address these issues, this paper proposes a centralization and automation tool called KubEVC-Agent based on Kubernetes. KubEVC-Agent centralizes the deployment, operation, and management of edge clusters and presents a use case of the data transformation for optimizing intra-cluster communication. This paper describes the components of KubEVC-Agent, its working principle, and experimental results to verify its effectiveness.