• Title/Summary/Keyword: 부트 스톰

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Boot storm Reduction through Artificial Intelligence Driven System in Virtual Desktop Infrastructure

  • Heejin Lee;Taeyoung Kim
    • Journal of the Korea Society of Computer and Information
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    • v.29 no.7
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    • pp.1-9
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    • 2024
  • In this paper, we propose BRAIDS, a boot storm mitigation plan consisting of an AI-based VDI usage prediction system and a virtual machine boot scheduler system, to alleviate boot storms and improve service stability. Virtual Desktop Infrastructure (VDI) is an important technology for improving an organization's work productivity and increasing IT infrastructure efficiency. Boot storms that occur when multiple virtual desktops boot simultaneously cause poor performance and increased latency. Using the xgboost algorithm, existing VDI usage data is used to predict future VDI usage. In addition, it receives the predicted usage as input, defines a boot storm considering the hardware specifications of the VDI server and virtual machine, and provides a schedule to sequentially boot virtual machines to alleviate boot storms. Through the case study, the VDI usage prediction model showed high prediction accuracy and performance improvement, and it was confirmed that the boot storm phenomenon in the virtual desktop environment can be alleviated and IT infrastructure can be utilized efficiently through the virtual machine boot scheduler.

Design and Implementation of High Performance Virtual Desktop System Managing Virtual Desktop Image in Main Memory (메인 메모리상에 가상 데스크탑 이미지를 운용하는 고속 가상 데스크탑 시스템 설계 및 구현)

  • Oh, Soo-Cheol;Kim, SeungWoon
    • KIISE Transactions on Computing Practices
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    • v.22 no.8
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    • pp.363-368
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    • 2016
  • A storage-based VDI (Virtual Desktop Infrastructure) system has the disadvantage of degraded performance when IOs for the VDI system are concentrated on the storage. The performance of the VDI system decreases rapidly especially, in case of the boot storm wherein all virtual desktops boot simultaneously. In this paper, we propose a main memory-based virtual desktop system managing virtual desktop images on main memory to solve the performance degradation problem including the boot storm. Performance of the main memory-based VDI system is improved by storing the virtual desktop image on the main memory. Also, the virtual desktop images with large size can be stored in the main memory using deduplication technology. Implementation of the proposed VDI system indicated that it has 4 times performance benefit than the storage-based VDI system in case of the boot storm.