@article{ART003104497},
author={Heejin Lee and Taeyoung Kim},
title={Boot storm Reduction through Artificial Intelligence Driven System in Virtual Desktop Infrastructure},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2024},
volume={29},
number={7},
pages={1-9},
doi={10.9708/jksci.2024.29.07.001}
TY - JOUR
AU - Heejin Lee
AU - Taeyoung Kim
TI - Boot storm Reduction through Artificial Intelligence Driven System in Virtual Desktop Infrastructure
JO - Journal of The Korea Society of Computer and Information
PY - 2024
VL - 29
IS - 7
PB - The Korean Society Of Computer And Information
SP - 1
EP - 9
SN - 1598-849X
AB - 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.
KW - VDI;boot storm;virtual machine;AI;efficiency
DO - 10.9708/jksci.2024.29.07.001
ER -
Heejin Lee and Taeyoung Kim. (2024). Boot storm Reduction through Artificial Intelligence Driven System in Virtual Desktop Infrastructure. Journal of The Korea Society of Computer and Information, 29(7), 1-9.
Heejin Lee and Taeyoung Kim. 2024, "Boot storm Reduction through Artificial Intelligence Driven System in Virtual Desktop Infrastructure", Journal of The Korea Society of Computer and Information, vol.29, no.7 pp.1-9. Available from: doi:10.9708/jksci.2024.29.07.001
Heejin Lee, Taeyoung Kim "Boot storm Reduction through Artificial Intelligence Driven System in Virtual Desktop Infrastructure" Journal of The Korea Society of Computer and Information 29.7 pp.1-9 (2024) : 1.
Heejin Lee, Taeyoung Kim. Boot storm Reduction through Artificial Intelligence Driven System in Virtual Desktop Infrastructure. 2024; 29(7), 1-9. Available from: doi:10.9708/jksci.2024.29.07.001
Heejin Lee and Taeyoung Kim. "Boot storm Reduction through Artificial Intelligence Driven System in Virtual Desktop Infrastructure" Journal of The Korea Society of Computer and Information 29, no.7 (2024) : 1-9.doi: 10.9708/jksci.2024.29.07.001
Heejin Lee; Taeyoung Kim. Boot storm Reduction through Artificial Intelligence Driven System in Virtual Desktop Infrastructure. Journal of The Korea Society of Computer and Information, 29(7), 1-9. doi: 10.9708/jksci.2024.29.07.001
Heejin Lee; Taeyoung Kim. Boot storm Reduction through Artificial Intelligence Driven System in Virtual Desktop Infrastructure. Journal of The Korea Society of Computer and Information. 2024; 29(7) 1-9. doi: 10.9708/jksci.2024.29.07.001
Heejin Lee, Taeyoung Kim. Boot storm Reduction through Artificial Intelligence Driven System in Virtual Desktop Infrastructure. 2024; 29(7), 1-9. Available from: doi:10.9708/jksci.2024.29.07.001
Heejin Lee and Taeyoung Kim. "Boot storm Reduction through Artificial Intelligence Driven System in Virtual Desktop Infrastructure" Journal of The Korea Society of Computer and Information 29, no.7 (2024) : 1-9.doi: 10.9708/jksci.2024.29.07.001
