Distributed Average Consensus via Noisy and Non-Coherent Over-the-Air Aggregation
Fuente:
arXiv
Guardado en:
| Autores principales: | , , , , |
|---|---|
| Formato: | Preprint |
| Publicado: |
2024
|
| Materias: | |
| Acceso en línea: | |
| Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
| _version_ | 1866914709592080384 |
|---|---|
| author | Yang, Huiwen Chen, Xiaomeng Huang, Lingying Dey, Subhrakanti Shi, Ling |
| author_facet | Yang, Huiwen Chen, Xiaomeng Huang, Lingying Dey, Subhrakanti Shi, Ling |
| contents | Over-the-air aggregation has attracted widespread attention for its potential advantages in task-oriented applications, such as distributed sensing, learning, and consensus. In this paper, we develop a communication-efficient distributed average consensus protocol by utilizing over-the-air aggregation, which exploits the superposition property of wireless channels rather than combat it. Noisy channels and non-coherent transmission are taken into account, and only half-duplex transceivers are required. We prove that the system can achieve average consensus in mean square and even almost surely under the proposed protocol. Furthermore, we extend the analysis to the scenarios with time-varying topology. Numerical simulation shows the effectiveness of the proposed protocol. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2403_06920 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Distributed Average Consensus via Noisy and Non-Coherent Over-the-Air Aggregation Yang, Huiwen Chen, Xiaomeng Huang, Lingying Dey, Subhrakanti Shi, Ling Signal Processing Systems and Control Over-the-air aggregation has attracted widespread attention for its potential advantages in task-oriented applications, such as distributed sensing, learning, and consensus. In this paper, we develop a communication-efficient distributed average consensus protocol by utilizing over-the-air aggregation, which exploits the superposition property of wireless channels rather than combat it. Noisy channels and non-coherent transmission are taken into account, and only half-duplex transceivers are required. We prove that the system can achieve average consensus in mean square and even almost surely under the proposed protocol. Furthermore, we extend the analysis to the scenarios with time-varying topology. Numerical simulation shows the effectiveness of the proposed protocol. |
| title | Distributed Average Consensus via Noisy and Non-Coherent Over-the-Air Aggregation |
| topic | Signal Processing Systems and Control |
| url | https://arxiv.org/abs/2403.06920 |