A Knowledge Distillation Approach with Time Series Prediction and Predictive Elastic Telescopic Algorithm in Computing Force Network

Shizhan Lan, Shizhan Lan, Zhenyu Wang, Siyuan Song, Yuxuan Long

2023

Abstract

Computing Force Network (CFN) is a new type of information infrastructure that allocates computing, storage and network resources on demand and flexibly schedules computing, storage and network resources among cloud, edge and terminal according to service requirements. Accurate matching between user resource demand and computing resource is a key problem in CFN. Elastic resource scaling enables elastic scheduling of computing resources based on service requirements to meet real-time service requirements and improve computing utilization. Resource elastic scaling based on prediction is a common scaling strategy. We first proposed a new knowledge distillation method, and then used the relatively advanced time series prediction algorithm Informer as the basic model to propose a time series prediction model KD-Informer based on knowledge distillation. Finally, we proposed a predictive elastic telescopic algorithm (P-HPA). We verified through experiments that our proposed knowledge distillation method improved by about 10% compared with the existing knowledge distillation algorithm, KD-Informer prediction model improved the prediction accuracy and reduced the model memory occupation compared with the existing model, and P-HPA improved the QoS compared with the default HPA.

Paper Citation

in Harvard Style

Lan S., Wang Z., Song S. and Long Y. (2023). A Knowledge Distillation Approach with Time Series Prediction and Predictive Elastic Telescopic Algorithm in Computing Force Network. In Proceedings of the 2nd International Seminar on Artificial Intelligence, Networking and Information Technology - Volume 1: ANIT; ISBN 978-989-758-677-4, SciTePress, pages 26-33. DOI: 10.5220/0012273200003807

in Bibtex Style

@conference{anit23,
author={Shizhan Lan and Zhenyu Wang and Siyuan Song and Yuxuan Long},
title={A Knowledge Distillation Approach with Time Series Prediction and Predictive Elastic Telescopic Algorithm in Computing Force Network},
booktitle={Proceedings of the 2nd International Seminar on Artificial Intelligence, Networking and Information Technology - Volume 1: ANIT},
year={2023},
pages={26-33},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0012273200003807},
isbn={978-989-758-677-4},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 2nd International Seminar on Artificial Intelligence, Networking and Information Technology - Volume 1: ANIT
TI - A Knowledge Distillation Approach with Time Series Prediction and Predictive Elastic Telescopic Algorithm in Computing Force Network
SN - 978-989-758-677-4
AU - Lan S.
AU - Wang Z.
AU - Song S.
AU - Long Y.
PY - 2023
SP - 26
EP - 33
DO - 10.5220/0012273200003807
PB - SciTePress