Optimisation of the duplex D2D network: a deep learning approach.

For wireless networks, it is highly desirable to design a quality‐of‐service‐promotion strategy to allocate the transmission power. In this study, the authors apply the deep learning methodology to solve such a problem in a duplex device‐to‐device network. The model is formulated as a constrained non‐linear programming problem. The training data are generated by a standard optimisation tool. Then, an artificial neural network is designed to learn the system from the training data. Simulation results show the effectiveness of deep leaning. [ABSTRACT FROM AUTHOR]