Khawatmi, S. ; Zoubir, A. M. ; Sayed, A. H. (2019)
Decentralized Decision-Making Over Multi-Task Networks.
In: Signal Processing, 160
doi: 10.1016/j.sigpro.2019.01.029
Artikel, Bibliographie
Dies ist die neueste Version dieses Eintrags.
Kurzbeschreibung (Abstract)
In important applications involving multi-task networks with multiple objectives, agents in the network need to decide between these multiple objectives and reach an agreement about which single objective to follow for the network. In this work we propose a distributed decision-making algorithm. The agents are assumed to observe data that may be generated by different models. Through localized interactions, the agents reach agreement about which model to track and interact with each other in order to enhance the network performance. We investigate the approach for both static and mobile networks. The simulations illustrate the performance of the proposed strategies.
| Typ des Eintrags: | Artikel |
|---|---|
| Erschienen: | 2019 |
| Autor(en): | Khawatmi, S. ; Zoubir, A. M. ; Sayed, A. H. |
| Art des Eintrags: | Bibliographie |
| Titel: | Decentralized Decision-Making Over Multi-Task Networks |
| Sprache: | Englisch |
| Publikationsjahr: | Juli 2019 |
| Verlag: | Elsevier |
| Titel der Zeitschrift, Zeitung oder Schriftenreihe: | Signal Processing |
| Jahrgang/Volume einer Zeitschrift: | 160 |
| DOI: | 10.1016/j.sigpro.2019.01.029 |
| URL / URN: | https://www.sciencedirect.com/science/article/pii/S016516841... |
| Kurzbeschreibung (Abstract): | In important applications involving multi-task networks with multiple objectives, agents in the network need to decide between these multiple objectives and reach an agreement about which single objective to follow for the network. In this work we propose a distributed decision-making algorithm. The agents are assumed to observe data that may be generated by different models. Through localized interactions, the agents reach agreement about which model to track and interact with each other in order to enhance the network performance. We investigate the approach for both static and mobile networks. The simulations illustrate the performance of the proposed strategies. |
| Fachbereich(e)/-gebiet(e): | 18 Fachbereich Elektrotechnik und Informationstechnik 18 Fachbereich Elektrotechnik und Informationstechnik > Institut für Nachrichtentechnik 18 Fachbereich Elektrotechnik und Informationstechnik > Institut für Nachrichtentechnik > Signalverarbeitung |
| Hinterlegungsdatum: | 06 Sep 2019 06:16 |
| Letzte Änderung: | 10 Jun 2024 10:23 |
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Verfügbare Versionen dieses Eintrags
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Decentralized Decision-Making Over Multi-Task Networks. (deposited 11 Mär 2019 09:47)
- Decentralized Decision-Making Over Multi-Task Networks. (deposited 06 Sep 2019 06:16) [Gegenwärtig angezeigt]
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