Efficient Container Management Scheme Based on Deep Learning Model

Byeonghui Jeong, Jueun Jeon, Seungyeon Baek, Young Sik Jeong

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

1 Scopus citations

Abstract

The container orchestration platform provides services and applications to users by automatically managing containers in cloud-native clusters. However, the conventional container management technique operates based on a reactive mechanism, so it is difficult to guarantee availability for a rapidly changing workload, and a problem arises in which resources are wasted. Therefore, this study proposes an efficient container management scheme (ECMS) that guarantees high availability and scalability of cloud services and applications composed of various workloads and minimizes idle resources. ECMS predicts future workload by training accumulated past resource usage metrics on a deep learning model. ECMS creates a container by scaling the size of the resource to prevent the generation of idle resources, then selects a node that guarantees high availability and deploys the container. Lastly, it provides scalability of service by performing horizontal resource container autoscaling based on proactive mechanism.

Original languageEnglish
Title of host publicationAdvances in Computer Science and Ubiquitous Computing - Proceedings of CUTE-CSA 2022
EditorsJi Su Park, Laurence T. Yang, Yi Pan, Yi Pan, Jong Hyuk Park
PublisherSpringer Science and Business Media Deutschland GmbH
Pages607-610
Number of pages4
ISBN (Print)9789819912513
DOIs
StatePublished - 2023
Event14th International Conference on Computer Science and its Applications, CSA 2022 and the 16th KIPS International Conference on Ubiquitous Information Technologies and Applications, CUTE 2022 - Vientiane, Lao People's Democratic Republic
Duration: 19 Dec 202221 Dec 2022

Publication series

NameLecture Notes in Electrical Engineering
Volume1028 LNEE
ISSN (Print)1876-1100
ISSN (Electronic)1876-1119

Conference

Conference14th International Conference on Computer Science and its Applications, CSA 2022 and the 16th KIPS International Conference on Ubiquitous Information Technologies and Applications, CUTE 2022
Country/TerritoryLao People's Democratic Republic
CityVientiane
Period19/12/2221/12/22

Keywords

  • Cloud computing
  • Container automation system
  • Deep learning
  • Resource usage forecasting

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