AIF: An Artificial Intelligence Framework for Smart Wireless Network Management

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Journal:IEEE COMMUNICATIONS LETTERS

Abstract:To solve the policy optimizing problem in many scenarios of smart wireless network management using a single universal algorithm, this letter proposes a universal learning framework, which is called AI framework based on deep reinforcement learning (DRL). This framework can also solve the problem that the state is painful to design in traditional RL. This AI framework adopts convolutional neural network and recurrent neural network to model the potential spatial features (i.e., location information) and sequential features from the raw wireless signal automatically. These features can be taken

Indexed by:Article

First Author:Gang Cao

Document Type:J

Volume:22

Issue:2

Page Number:400-403

ISSN No.:1089-7798

Translation or Not:no

Included Journals:SCI