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<p>This paper first analyzes the network for 5G communication architecture and builds a framework for signal detection systems for wireless networks based on this architecture. Secondly, to better ensure the reliability of the signal detection system, the AE-ELM algorithm is built for wireless network signal detection by introducing an automatic coding machine and an overrun learning mechanism. Finally, an example is used to verify the reliability of the wireless network signal detection system in real-time. The results show that the signal detection rate of the real-time signal detection system with data volume over 300GB is 93% correct, and the maximum rate of missed rejection is about 6%. When SNR=25dB, the BER of the AE-ELM algorithm fluctuates around 10-5 with a variation of only about 0.1%. This shows that the signal detection system of a wireless network under 5G communication architecture has good reliability.</p>
</abstract>

This paper first analyzes the network for 5G communication architecture and builds a framework for signal detection systems for wireless networks based on this architecture. Secondly, to better ensure the reliability of the signal detection system, the AE-ELM algorithm is built for wireless network signal detection by introducing an automatic coding machine and an overrun learning mechanism. Finally, an example is used to verify the reliability of the wireless network signal detection system in real-time. The results show that the signal detection rate of the real-time signal detection system with data volume over 300GB is 93% correct, and the maximum rate of missed rejection is about 6%. When SNR=25dB, the BER of the AE-ELM algorithm fluctuates around 10-5 with a variation of only about 0.1%. This shows that the signal detection system of a wireless network under 5G communication architecture has good reliability.

Real-time signal detection system and reliability analysis of wireless networks under 5G communication architecture

Applied Mathematics and Nonlinear Sciences

This work is licensed under the Creative Commons Attribution 4.0 International License.

This paper first analyzes the network for 5G communication architecture and builds a framework for signal detection systems for wireless networks based on this...

Real-time signal detection system and reliability analysis of wireless networks under 5G communication architecture

Published Online: Oct 30, 2023

Page range: -

Received: Dec 12, 2022

Accepted: May 10, 2023

DOI: https://doi.org/10.2478/amns.2023.2.00855

Keywords
5G communication architecture, Signal detection system, AE-ELM algorithm, Automatic coder, Overrun learning machine

© 2023 Weimin Zhang et al., published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Real-time signal detection system and reliability analysis of wireless networks under 5G communication architecture

Published Online: Oct 30, 2023

Page range: -

Received: Dec 12, 2022

Accepted: May 10, 2023

DOI: https://doi.org/10.2478/amns.2023.2.00855

Keywords5G communication architecture, Signal detection system, AE-ELM algorithm, Automatic coder, Overrun learning machine

© 2023 Weimin Zhang et al., published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Keywords
5G communication architecture, Signal detection system, AE-ELM algorithm, Automatic coder, Overrun learning machine