Reservoir computing-based signal compensation for laser inter-satellite communications

We introduce the reservoir computing (RC) concept into the laser processing unit for the scenario of the inter-satellite communication to mitigate the impacts from the multi-distortion sources, enabling significantly improving the quality of the coherent signals through the intelligent approach in outer space. We carry out the experimental investigations to quantify the impacts from the Sun radiation, the Doppler frequency shift and the vibration on the transmitted quadrature-phase-shift-keying (QPSK) signals, and perform the signal compensation through only one RC module at the receiver end. A maximum 5.59dB signal-to-noise ratio (SNR) improvement has been achieved in the experiment when the three distortion-sources applied simultaneously, confirming the compensation capability for the laser inter-satellite communication.

Authors

Institutions

Publication Details

Journal
Scientific Reports
Published
2025-02-15
DOI
https://doi.org/10.1038/s41598-025-90321-8
Citations
4
Primary Topic
Neural Networks and Reservoir Computing
Type
article
Field-Weighted Citation Impact
9.92
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Reservoir computing-based signal compensation for laser inter-satellite communications

Feng Wen, Juan Yong, Jianjun Li, Shui-Qiu Diao
4 citations
Scientific Reports
Neural Networks and Reservoir Computing
9.92
article

Reservoir computing-based signal compensation for laser inter-satellite communications

Feng Wen, Juan Yong, Jianjun Li, Shui-Qiu Diao
article en
4 citations

Abstract

We introduce the reservoir computing (RC) concept into the laser processing unit for the scenario of the inter-satellite communication to mitigate the impacts from the multi-distortion sources, enabling significantly improving the quality of the coherent signals through the intelligent approach in outer space. We carry out the experimental investigations to quantify the impacts from the Sun radiation, the Doppler frequency shift and the vibration on the transmitted quadrature-phase-shift-keying (QPSK) signals, and perform the signal compensation through only one RC module at the receiver end. A maximum 5.59dB signal-to-noise ratio (SNR) improvement has been achieved in the experiment when the three distortion-sources applied simultaneously, confirming the compensation capability for the laser inter-satellite communication.

Scientific ReportsVol. 15(1)
University of Electronic Science and Technology of China (CN)
Openalex Percentile: Top 3%
Neural Networks and Reservoir Computing
9.92
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.