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Towards the Application of Neuromorphic Computing to Satellite Communications
Ortiz Gomez, Flor de Guadalupe; Lagunas, Eva; Alves Martins, Wallace et al.
2022In Towards the Application of Neuromorphic Computing to Satellite Communications
Peer reviewed
 

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Keywords :
SATELLITE COMMUNICATIONS; NEUROMORPHIC COMPUTING; SPIKING NEURAL NETWORK
Abstract :
[en] Artificial intelligence (AI) has recently received significant attention as a key enabler for future 5G-and-beyond terrestrial wireless networks. The applications of AI to satellite communications is also gaining momentum to realize a more autonomous operation with reduced requirements in terms of human intervention. The adoption of AI for satellite communications will set new requirements on computing processors, which will need to support large workloads as efficiently as possible under harsh environmental conditions. In this context, neuromorphic processing (NP) is emerging as a bio-inspired solution to address pattern recognition tasks involving multiple, possibly unstructured, temporal signals and/or requiring continual learning. The key merits of the technology are energy efficiency and capacity for on-device adaptation. In this paper, we highlight potential use cases and applications of NP to satellite communications. We also explore major technical challenges for the implementation of space-based NP focusing on the available NP chipsets.
Disciplines :
Electrical & electronics engineering
Author, co-author :
Ortiz Gomez, Flor de Guadalupe ;  University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > SigCom
Lagunas, Eva  ;  University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > SigCom
Alves Martins, Wallace ;  University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > SigCom
Dinh, Thinh ;  University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > SigCom
Skatchkovsky, Nicolas;  King’s College London > Department of Engineering,
Simeone, Osvaldo;  King’s College London > Department of Engineering,
Rajendran, Bipin;  King’s College London > Department of Engineering
Navarro, Tomas;  ESA > European Centre for Space Applications and Telecommunications
Chatzinotas, Symeon  ;  University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > SigCom
External co-authors :
yes
Language :
English
Title :
Towards the Application of Neuromorphic Computing to Satellite Communications
Publication date :
October 2022
Event name :
39th International Communications Satellite Systems Conference (ICSSC)
Event date :
from 18-10-2022 to 21-10-2022
Main work title :
Towards the Application of Neuromorphic Computing to Satellite Communications
Peer reviewed :
Peer reviewed
Focus Area :
Security, Reliability and Trust
Available on ORBilu :
since 26 September 2022

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