Scheduling Quantum Annealing for Active User Detection in a NOMA Network
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.
Authors
- Claire Goursaud (ORCID: https://orcid.org/0000-0003-0971-9305)
- Romain Piron (ORCID: https://orcid.org/0009-0001-1984-9659)
Institutions
- Université Claude Bernard Lyon 1 (FR)
- Institut national de recherche en sciences et technologies du numérique (FR)
- Institut National des Sciences Appliquées de Lyon (FR)
Publication Details
- Published
- 2024-09-15
- DOI
- https://doi.org/10.1109/qce60285.2024.00057
- Citations
- 3
- Primary Topic
- Advanced Wireless Communication Technologies
- Type
- article
- Field-Weighted Citation Impact
- 0.63