Applied Mathematics and Nonlinear Sciences
Journal license

Journal

Applied Mathematics and Nonlinear Sciences


Volume
& Issue

Volume 8, Issue 1


Published
on

April 28, 2023


Pages


DOI

Article

Secure transmission of wireless energy-carrying communication systems for the Internet of Things

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Authors

Gang Zhou Affiliation:
Electric Power Research Institute of Electrical Guangdong Power Grid Co., Ltd. Guangzhou, 510080, China
, Mingyang Peng Affiliation:
Electric Power Research Institute of Electrical Guangdong Power Grid Co., Ltd. Guangzhou, Guangdong, 510080, China
, Yan Li Affiliation:
Electric Power Research Institute of Electrical Guangdong Power Grid Co., Ltd. Guangzhou, 510080, China
, Jian Wang Affiliation:
China Southern Power Grid Digital Grid Research Institute Co., Ltd. Guangzhou, 510060, China
and Chen Lian Affiliation:
China Southern Power Grid Digital Grid Research Institute Co., Ltd. Guangzhou, 510060, China


Abstract

The Internet of Things, as an important part of important data aggregation, forwarding and control, is often subject to risks such as eavesdropping or data loss due to the huge amount of received data. Based on this, this paper introduces the GA-LM-BP algorithm, BP network, and LM-BP algorithm deep learning to optimize the data received by the Internet of Things, and selects the most suitable communication mode optimization algorithm. The experimental results show that the accuracy error of GA-LM-BP, BP and LM-BP algorithms shows a downward trend, from 0.029 to 0.011; the training time is reduced by 208 mins, and the training speed is increased to 74%, indicating that GA-LM-BP deep learning Excellent performance in the security and confidentiality of data transmission in the Internet of Things. In addition, we further analyzed GA-LM-BP from COP, SOP and STP to verify its reliability and safety.


Keywords

Wireless communication system, Secure transmission, GA-LM-BP, BP, LM-BP, 68M10


Citation

Zhou, G., Peng, M., Li, Y., Wang, J., & Lian, C. (2023). Secure transmission of wireless energy-carrying communication systems for the internet of things. Applied Mathematics and Nonlinear Sciences, 8(1). https://doi.org/10.2478/amns.2023.1.00026

Published by: Engineering Journals

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