AP AP APPARATUS CLUSTERING METHOD USING NEURAL NETWORK BASED ON REINFORCEMENT LEARNING AND COOPERATIVE COMMUNICATIN APPARATUS USING NEURAL NETWORK BASED ON REINFORCEMENT LEARNING

摘要

An AP device clustering method using a reinforcement learning-based neural network includes: a step of confirming the distribution of terminals in a cell of a first AP device by using channel state information; a step of determining at least one candidate AP device able to be serviced for a specific area of the cell along with the first AP device based on the distribution of the terminals; a step of determining at least one second AP device among candidate AP devices by using a reinforcement learning-based neural network considering a position of the first AP device, a position of the candidate AP device, the distribution of the terminals, and the channel state information of the terminals as input; and a step of clustering the first AP device and second AP device. As such, the present invention is capable of providing a high-quality service to terminals located on the border of a cell.