Applying a risk-based approach to signal detection can help alleviate the burden of time-consuming signal detection searches across multiple sources, that often result in very little value.

Motivated by recent advances in deep learning, we propose to design a high-accuracy low-complexity signal detector for banded linear systems based on convolutional neural networks (CNNs). We develop a ...

Department of Physics, Cavendish Laboratory, University of Cambridge, J. J. Thomson Avenue, Cambridge CB3 0HE, United Kingdom ...