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Efficient Cloud Computing Resource Management Strategy Based on Auction Mechanism

  • Harbin Institute of Technology

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

Abstract

Cloud computing resource management has a crucial position in the cloud computing field, which directly affects the operational performance of various applications and enterprises’ operational efficiency and cost control. It is widely used in many fields, such as big data processing, artificial intelligence, and the Internet of Things. This paper proposes a resource management strategy for cloud computing based on one-price auction and two-price auction mechanisms. First, the critical problem of resource management in cloud computing is abstracted. The strategy based on the auction mechanism is proposed, which improves the space complexity to O(total_length+num_agents) compared with traditional dynamic planning. Secondly, this paper compares the actual computation time of the three methods using polynomial regression, which saves 80% in computation time compared to the dynamic planning algorithm. Finally, the auction mechanism improves the resource allocation rate by 11.93%, while the bivalent auction mechanism reduces the additional cost of computing resources in the cloud platform by 13.89%.

Original languageEnglish
Title of host publicationAPNOMS 2023 - 24th Asia-Pacific Network Operations and Management Symposium
Subtitle of host publicationIntelligent Management for Enabling the Digital Transformation
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages286-289
Number of pages4
ISBN (Electronic)9788995004395
StatePublished - 2023
Externally publishedYes
Event24th Asia-Pacific Network Operations and Management Symposium, APNOMS 2023 - Sejong, Korea, Republic of
Duration: 6 Sep 20238 Sep 2023

Publication series

NameAPNOMS 2023 - 24th Asia-Pacific Network Operations and Management Symposium: Intelligent Management for Enabling the Digital Transformation

Conference

Conference24th Asia-Pacific Network Operations and Management Symposium, APNOMS 2023
Country/TerritoryKorea, Republic of
CitySejong
Period6/09/238/09/23

Keywords

  • Auction Mechanism
  • Cloud Computing
  • Dynamic Programming
  • Optimization Problem

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