TY - GEN
T1 - Neuromorphic Semantic Communications with Wake-Up Radios
AU - Chen, Jiechen
AU - Park, Sangwoo
AU - Popovski, Petar
AU - Poor, H. Vincent
AU - Simeone, Osvaldo
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - 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.
AB - 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.
KW - Neuromorphic communications
KW - spiking neural network
KW - wake-up radios
UR - http://www.scopus.com/inward/record.url?scp=85207065510&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85207065510&partnerID=8YFLogxK
U2 - 10.1109/SPAWC60668.2024.10694141
DO - 10.1109/SPAWC60668.2024.10694141
M3 - Conference contribution
AN - SCOPUS:85207065510
T3 - IEEE Workshop on Signal Processing Advances in Wireless Communications, SPAWC
SP - 91
EP - 95
BT - 2024 IEEE 25th International Workshop on Signal Processing Advances in Wireless Communications, SPAWC 2024
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 25th IEEE International Workshop on Signal Processing Advances in Wireless Communications, SPAWC 2024
Y2 - 10 September 2024 through 13 September 2024
ER -