A Novel Channel Reservation Mechanism for Next Generation Cellular Networks

TL;DR

This paper proposes a deep learning-based channel reservation mechanism to improve spectrum efficiency and ensure seamless handoffs in next-generation cellular networks.

Contribution

It introduces a novel deep learning approach for channel reservation and allocation to enhance spectrum utilization and handoff transparency.

Findings

Improved spectrum efficiency demonstrated

Seamless handoff process achieved

Enhanced channel allocation performance

Abstract

The increase in the number of mobile users increases in the requirement of the spectrum. When effective and efficient channel allocation procedures are introduced, the requirement can be reduced. As the users move from one location to the other and wish to continue their communication without any interruption, handoff process needs to be handled transparently such that the user is not aware of the change in the control of base stations. Hence, a deep learning-based channel reservation mechanism is proposed in this paper along with a channel allocation procedure.