English

Scheduling Quantum Annealing for Active User Detection in a NOMA Network

Signal Processing 2024-08-01 v1 Quantum Physics

Abstract

Active user detection in a non-orthogonal multiple access (NOMA) network is a major challenge for 5G/6G applications. However, classical algorithms that can perform this task suffer either from complexity or reduced performances. This work aims at proposing a quantum annealing approach to overcome this trade-off. Firstly, we show that the maximum a posteriori decoder of the activity pattern of the network can be seen as the ground state of an Ising Hamiltonian. For N users in a network with perfect channels, we propose a universal control function to schedule the annealing process. Our approach avoids to continuously compute the optimal control function but still ensures high success probability while demanding a lower annealing time than a linear control function. This advantage holds even in the presence of imperfections in the network.

Keywords

Cite

@article{arxiv.2407.21547,
  title  = {Scheduling Quantum Annealing for Active User Detection in a NOMA Network},
  author = {Romain Piron and Claire Goursaud},
  journal= {arXiv preprint arXiv:2407.21547},
  year   = {2024}
}

Comments

2024 IEEE International Conference on Quantum Computing and Engineering (QCE), Sep 2024, Montr{\'e}al (Qu{\'e}bec), Canada

R2 v1 2026-06-28T17:59:15.374Z