Network Traffic Prediction Using Variational Mode Decomposition and Multi- Reservoirs Echo State Network

Network Traffic Prediction Using Variational Mode Decomposition and Multi- Reservoirs Echo State Network

The network traffic prediction is significant for the network load pre-warning and network congestion control. But the nonlinearity and nonstationarity of the actual network traffic data would reduce the prediction accuracy. In this paper, an optimized network traffic prediction method using variati...

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Bibliographic Details
Main Authors: Ying Han, Yuanwei Jing, Kun Li, Georgi Marko Dimirovski
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Echo state network
fruit fly optimization algorithm
multiple reservoirs
network traffic prediction
time series analysis
variational modal decomposition
Online Access:https://ieeexplore.ieee.org/document/8846010/

Internet

https://ieeexplore.ieee.org/document/8846010/

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