Minimizing Age of Information via Hybrid NOMA/OMA

01/13/2020
by   Qian Wang, et al.
0

This paper considers a wireless network with a base station (BS) conducting timely transmission to two clients in a slotted manner via hybrid non-orthogonal multiple access (NOMA)/orthogonal multiple access (OMA). Specifically, the BS is able to adaptively switch between NOMA and OMA for the downlink transmission to minimize the information freshness, characterized by Age of Information (AoI), of the network. If the BS chooses OMA, it can only serve one client within a time slot and should decide which client to serve; if the BS chooses NOMA, it can serve both clients simultaneously and should decide the power allocated to each client. To minimize the weighted sum of expected AoI of the network, we formulate a Markov Decision Process (MDP) problem and develop an optimal policy for the BS to decide whether to use NOMA or OMA for each downlink transmission based on the instantaneous AoI of both clients. We prove the existence of optimal stationary and deterministic policy, and perform action elimination to reduce the action space for lower computation complexity. The optimal policy is shown to have a switching-type property with obvious decision switching boundaries. A suboptimal policy with lower computation complexity is also devised, which can achieve near-optimal performance according to our simulation results. The performance of different policies under different system settings is compared and analyzed in numerical results to provide useful insights for practical system designs.

READ FULL TEXT
research
07/07/2020

Optimizing Information Freshness via Multiuser Scheduling with Adaptive NOMA/OMA

This paper considers a wireless network with a base station (BS) conduct...
research
05/06/2022

How to Minimize the Weighted Sum AoI in Multi-Source Status Update Systems: OMA or NOMA?

In this paper, the minimization of the weighted sum average age of infor...
research
04/16/2023

Deep Reinforcement Learning-Assisted Age-optimal Transmission Policy for HARQ-aided NOMA Networks

The recent interweaving of AI-6G technologies has sparked extensive rese...
research
01/10/2019

Minimizing The Age of Information: NOMA or OMA?

In this paper, we examine the potentials of Non- Orthogonal Multiple Acc...
research
03/11/2023

Deep Reinforcement Learning Based Power Allocation for Minimizing AoI and Energy Consumption in MIMO-NOMA IoT Systems

Multi-input multi-out and non-orthogonal multiple access (MIMO-NOMA) int...
research
04/18/2023

Age-of-Information Dependent Random Access in NOMA-Aided Multiple-Relay Slotted ALOHA

We propose and evaluate the performance of a Non-Orthogonal Multiple Acc...
research
01/10/2023

Minimizing the Age of Information Over an Erasure Channel for Random Packet Arrivals With a Storage Option at the Transmitter

We consider a time slotted communication system consisting of a base sta...

Please sign up or login with your details

Forgot password? Click here to reset