Dr. Haider Diaa Kamil, an Instructor at the College of Information Engineering, Al-Nahrain University, participates with a scientific research paper in an international conference holds at Uruk University, within the Communications in Computer and Information Science publication series issued by Springer Nature.
The research aims to develop an intelligent mechanism for resource management and allocation in fifth-generation (5G) networks using Deep Q-Network (DQN) reinforcement learning technology, contributing to improved network performance and enhanced service efficiency amid the growing number of users.
The study includes the presentation of a proposed algorithm for resource management and the efficient delivery of multiple services. The results demonstrates its superiority over traditional methods by improving throughput, reducing latency and packet loss, and achieving better fairness in resource distribution within the network.
Translated by
Prof.Aula Abdual Ghaffour Muhammad Salah