Deep non-cooperative spectrum sensing over Rayleigh fading channel

• Main Authors: Su, Zhengyang, Teh, Kah Chan, Razul, Sirajudeen Gulam, Kot, Alex Chichung
• Other Authors: School of Electrical and Electronic Engineering
• Format: Article
• Language: English
• Published: 2022
• Subjects: Engineering::Electrical and electronic engineering; Deep Learning; Spectrum Sensing
• Online Access: https://hdl.handle.net/10356/163818
• Institution: 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...