MR‐DCAE: Manifold regularization‐based deep convolutional autoencoder for unauthorized broadcasting identification

• Published in: International journal of intelligent systems Vol. 36; no. 12; pp. 7204 - 7238
• Main Authors: Zheng, Qinghe, Zhao, Penghui, Zhang, Deliang, Wang, Hongjun
• Format: Journal Article
• Language: English
• Published: New York John Wiley & Sons, Inc 01.12.2021
• Subjects: Back propagation; deep convolutional autoencoder; Intelligent systems; Invariance; manifold consistency; manifold regularization; Manifolds; positive‐unlabeled problem; Radio broadcasting; Regularization; unauthorized broadcasting identification; Upper bounds

Nowadays, radio broadcasting plays an important role in people's daily life. However, unauthorized broadcasting stations may seriously interfere with normal broadcastings and further disrupt the management of civilian spectrum resources. Since they are easily hidden in the spectrum and are esse...