Multiscale network traffic prediction method based on deep echo-state network for internet of things

J Zhou, T Han, F Xiao, G Gui, B Adebisi… - IEEE Internet of …, 2022 - ieeexplore.ieee.org
As a typical Internet of Things application, network traffic prediction (NTP) plays a decisive
role in congestion control, resource allocation, and anomaly detection. The trend of network …

DeepEdge: A new QoE-based resource allocation framework using deep reinforcement learning for future heterogeneous edge-IoT applications

I AlQerm, J Pan - IEEE Transactions on Network and Service …, 2021 - ieeexplore.ieee.org
Edge computing is emerging to empower the future of Internet of Things (IoT) applications.
However, due to heterogeneity of applications, it is a significant challenge for the edge cloud …