Neuromorphic Semantic Communications with Wake-Up Radios

Jiechen Chen, Sangwoo Park, Petar Popovski, H. Vincent Poor, Osvaldo Simeone

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Neuromorphic communications deploys spiking neural networks (SNNs) to encode and decode semantic information, reducing the communication power by communicating asynchronously via sparse impulse radio (IR) waveforms. This way, the input signal sparsity translates directly into energy savings both in terms of computation and communication. However, with IR transmission, the main contributor to the overall energy consumption remains the power required to maintain the main radio on at the receiver. This work introduces a novel architecture that integrates a wake-up radio mechanism with neuromorphic communications. In this architecture, the main receiver remains idle until a signal of interest is detected, and a wake-up signal is received by the wake-up receiver. Experimental results confirms the advantages of the proposed architecture in terms of expected loss and energy consumption.

Original languageEnglish (US)
Title of host publication2024 IEEE 25th International Workshop on Signal Processing Advances in Wireless Communications, SPAWC 2024
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages91-95
Number of pages5
ISBN (Electronic)9798350393187
DOIs
StatePublished - 2024
Externally publishedYes
Event25th IEEE International Workshop on Signal Processing Advances in Wireless Communications, SPAWC 2024 - Lucca, Italy
Duration: Sep 10 2024Sep 13 2024

Publication series

NameIEEE Workshop on Signal Processing Advances in Wireless Communications, SPAWC
ISSN (Print)2325-3789

Conference

Conference25th IEEE International Workshop on Signal Processing Advances in Wireless Communications, SPAWC 2024
Country/TerritoryItaly
CityLucca
Period9/10/249/13/24

All Science Journal Classification (ASJC) codes

  • Electrical and Electronic Engineering
  • Computer Science Applications
  • Information Systems

Keywords

  • Neuromorphic communications
  • spiking neural network
  • wake-up radios

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