Deep non-cooperative spectrum sensing over Rayleigh fading channel

• Main Authors: Su, Zhengyang, Teh, Kah Chan, Razul, Sirajudeen Gulam, Kot, Alex Chichung
• 其他作者: School of Electrical and Electronic Engineering
• 格式: Article
• 語言: English
• 出版: 2022
• 主題: Engineering::Electrical and electronic engineering; Deep Learning; Spectrum Sensing
• 在線閱讀: https://hdl.handle.net/10356/163818
• 機構: Nanyang Technological University

In this paper, we propose a robust non-cooperative spectrum sensing algorithm based on deep learning over Rayleigh fading channel. We conduct noise cancellation on the received sensing data using the stacked convolutional auto-encoder (SCAE) as a pre-processing step. The series of the denoised signa...