A Multi-Step Prediction Algorithm based on Correlated Traffic and Multi-Head Attention for PON

Abstract

We propose a traffic prediction algorithm applied to dynamic bandwidth allocation in high speed PON. The algorithm takes into account traffic correlation and realize multi-step prediction based on multi-head attention and neural networks. Simulation results show that proposed algorithm can improve prediction accuracy by 8.25% compared to traditional methods.