AI-based Robust Resource Allocation in End-to-End Network Slicing under Demand and CSI Uncertainties

no code implementations • 10 Feb 2022 • Amir Gharehgoli, Ali Nouruzi, Nader Mokari, Paeiz Azmi, Mohamad Reza Javan, Eduard A. Jorswieck

Then, we compare the RDPG method in different scenarios with soft actor-critic (SAC), deep deterministic policy gradient (DDPG), distributed, and greedy algorithms.

reinforcement-learning Reinforcement Learning (RL)

Online Service Provisioning in NFV-enabled Networks Using Deep Reinforcement Learning

no code implementations • 3 Nov 2021 • Ali Nouruzi, Abolfazl Zakeri, Mohamad Reza Javan, Nader Mokari, Rasheed Hussain, Ahsan Syed Kazmi

In specific, the obtained results show that the average number of admitted requests of the network increases by 7 up to 14% and the network utilization cost decreases by 5 and 20 %.

reinforcement-learning Reinforcement Learning (RL)